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Chan Shen, Yiyi Chu, Daniel M. Halperin, Arvind Dasari, Shouhao Zhou, Ying Xu, James C. Yao, Ya‐Chen Tina Shih, Carcinoid Syndrome and Costs of Care During the First Year After Diagnosis of Neuroendocrine Tumors Among Elderly Patients, The Oncologist, Volume 22, Issue 12, December 2017, Pages 1451–1462, https://doi.org/10.1634/theoncologist.2017-0149
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Abstract
Neuroendocrine tumors (NETs) can secrete hormonal peptides that lead to additional symptom burdens. However, it is largely unknown whether and to what extent the additional symptom burdens translate into higher costs of care. This study aimed to examine the cost pattern of elderly NET patients during the first year of diagnosis, taking into account of the carcinoid syndrome status.
We used Surveillance, Epidemiology, and End Results Medicare data to identify elderly NET patients diagnosed between January 2003 and December 2011. Patients who had at least two claims indicative of carcinoid syndrome during the 3 months before and after the NET diagnosis were considered to have carcinoid syndrome. We adopted a payer's perspective and quantified economic outcomes using the following three measures: (a) total Medicare reimbursement amount, (b) inpatient amount, and (c) outpatient amount. We used a generalized linear model (GLM) to examine the association between syndrome and costs.
Our study cohort included 6,749 elderly NET well‐differentiated and moderately differentiated patients. Of these patients, 5,633 (83%) were alive 1 year after diagnosis with continuous enrollment, and 1,116 (17%) died within 1 year. The multivariable GLM showed significant association between the syndrome and higher total, inpatient, and outpatient costs among the group who survived the whole year; the association was insignificant among the group who died within the first year of diagnosis.
This population‐based study showed that NET patients with carcinoid syndrome incurred higher costs of care especially among those who survived the first year of diagnosis.
Implications for Practice
This is the first population‐based study that examines the health care costs associated with carcinoid syndrome among neuroendocrine tumor patients. Among patients alive throughout the first year, the unadjusted analyses showed that total median monthly costs were above $1,000 higher ($3,801 vs. $2,481) for patients with carcinoid syndrome compared with patients without. A significant association was found between carcinoid syndrome and higher total inpatient and outpatient costs among the group that survived the whole year even after controlling for clinical factors, treatment received, and demographics and neighborhood socioeconomic status; the association was insignificant among the group that died within the first year of diagnosis.
Introduction
Neuroendocrine tumors (NETs) start from the hormone‐producing cells of the human body's neuroendocrine system. They can be found throughout the body and are usually categorized based on either their anatomic location or their embryonic origin. The incidence of NETs has been steadily increasing. The annual age‐adjusted incidence of NETs increased more than fivefold from 1973 (1.09/100,000) to 2004 (5.25/100,000) [1]. A more recent study [2, 3] showed that the incidence is continuing to increase, possibly due to advances in diagnostic techniques such as computerized tomography and endoscopy and higher awareness among clinicians. Meanwhile, the prevalence is increasing even more substantially because the survival of NET patients has improved significantly over time. Such better survival rates of NET patients may have resulted from more patients being diagnosed at an early stage and lower grade, and also from evolution of systemic therapies for distant stage patients.
NETs can secrete hormonal peptides that lead to a condition known as carcinoid syndrome [4]. Patients with carcinoid syndrome bear additional symptom burdens such as flushing, diarrhea, wheezing, and fibrotic valvular heart disease [5]. The current recommended treatment for hormone secretion and associated symptoms involves the use of somatostatin analogues, which can reduce, but not eliminate, the symptom burden among the majority of patients [6–8]. Given the increasing survival and prevalence of NETs, a large number of patients suffer the symptom burden of carcinoid syndrome. However, it is largely unknown whether and to what extent the additional symptom burdens translate into higher costs of care. This study aims to examine the cost pattern of elderly NET patients during the first year of diagnosis, taking into account the presence of carcinoid syndrome.
Materials and Methods
Data Source
We used the Surveillance, Epidemiology, and End Results (SEER) registry data linked with Medicare claims for this study. The SEER program of the National Cancer Institute collects incidence and survival data on all cancers in 18 selected geographic areas and covered approximately 30% of the U.S. population [9]. The SEER registry data includes information on patient demographics, primary tumor site, tumor morphology and stage at diagnosis, first course of treatment, and follow‐up for vital status. Offering linkage to Medicare claims data, the SEER‐Medicare data provides additional information on enrollment to Medicare plans, the utilization of health care resources, comorbidities, and other patient information such as neighborhood socioeconomic status (SES). The SEER‐Medicare database is a widely used data source for the study of health care resource utilizations in oncology and is considered to be representative of the U.S. elderly population [10].
Study Cohort
We first selected patients diagnosed with NETs between January 1, 2003, and December 31, 2011, based on the International Classification of Diseases for Oncology, 3rd Edition (ICD‐O‐3) codes: 8240, 8241, 8242, 8243, 8244, 8245, 8246, and 8249 (gastrointestinal and pulmonary carcinoids and neuroendocrine carcinomas). Then we excluded patients with pancreas as their primary tumor site because while pancreatic NETs may secrete hormones that cause secretory syndromes, they may not produce the typical carcinoid syndrome. We also excluded patients with stage in situ and patients less than 65 years old at the time of diagnosis. Further, we required that the patients have continuous Medicare Parts A and B enrollment and no Health Management Organization (HMO) enrollment during the 12 months before and the 12 months after the NET diagnosis to ensure the completeness of medical claims used to capture patient comorbidities and utilization of health care services, respectively, because when patients are enrolled in HMOs, we do not have detailed claims information to capture their utilization of health care services. Patients with poorly differentiated neuroendocrine carcinomas and neuroendocrine neoplasms of unspecified grade were excluded to provide a homogeneous population of patients. The final study cohort included 6,749 patients with well‐differentiated and moderately differentiated tumors. Supplemental online Fig. 1 is a detailed flowchart for the inclusion and exclusion criteria of our study cohort.
Costs of Care
We adopted a payer's perspective and examined costs of care based on Medicare payment amount. We examined three types of costs: (a) total costs, (b) inpatients costs, and (c) outpatient costs. We studied the average monthly Medicare payment amount normalized to the first half of 2016 dollars based on the medical care services consumer price index [11].
Key Explanatory Variable: Presence of Carcinoid Syndrome
We identified patients with carcinoid syndrome based on the following International Classification of Disease 9th Revision (ICD‐9) codes: flushing (782.62), diarrhea (564.5, 787.91), and carcinoid syndrome (259.2). As in prior analyses [12, 13], patients who had at least two claims with any of the above mentioned ICD‐9 codes during a 6 month time window between 3 months before and 3 months after the NET diagnosis were considered to have carcinoid syndrome.
Other Explanatory Variables
We included clinical factors, treatment received, patient demographics, comorbidities, and neighborhood SES in our analyses. The clinical factors included stage of the tumor (local/regional, distant, and unknown), histological grade (well‐differentiated, moderately differentiated), tumor site (larynx, bronchus, lung, trachea and other respiratory organs; cecum and appendix; colon; small intestine; and all others). We included the following four indicators for treatment received: (a) chemotherapy (yes/no), (b) radiotherapy (yes/no), (c) resection of primary tumors (yes/no), and (d) resection of liver metastasis (yes/no). Patient demographics included age (65–69, 70–74, 75–79, ≥80), gender (male, female), race/ethnicity (non‐Hispanic white, non‐Hispanic black, Hispanics or all others), region (Northeast, West, Midwest, South), and urban/rural status (metropolitan vs. nonmetropolitan). We used the Deyo‐Romano modified Charlson comorbidity score [14–16] categorized into four groups: (a) zero, (b) one, (c) two, and (d) at least three. We also considered neighborhood SES based on three measures in terms of the following quartiles: (a) percent with at least high school education, (b) median household income, and (c) percent living in poverty.
Statistical Analysis
We provided the descriptive statistics for the study sample by whether the patients survived throughout the first year of diagnosis. We conducted separate analyses for patients who were alive throughout the year after diagnosis and patients who died within a year because these patients have very different cost patterns due to the high cost of terminal care. We compared the group difference by the presence of carcinoid syndrome using chi‐square statistics. For comparison of costs, we used the Wilcoxon‐Mann‐Whitney test; for the occurrence of emergency room (ER) admissions and hospitalizations, we used the chi‐square test.
We used a generalized linear model (GLM) with log link function and gamma distribution for the multivariable regression analyses of costs. The estimated impact in term of dollars, the 95% confidence interval, and p values are presented. As explained above, we separately analyzed the cost pattern of patients who survived the whole first year after diagnosis and patients who died within a year.
To examine the time trend of incurred cost during the year, we provided figures showing the total, inpatient, and outpatient costs incurred in each month after diagnosis for the following five groups of NET patients: (a) patients who were alive throughout the whole year, (b) patients who died within 3 months, (c) patients who died within 6 months, (d) patients who died within 9 months, and (e) patients who died within 12 months.
All statistical analyses were conducted in SAS Enterprise Guide 6.1 (analytical software; SAS Institute, Cary, NC, http://www.sas.com). The Institutional Review Board at The University of Texas MD Anderson Cancer Center exempted this study for approval because all patients in the database had been deidentified.
Results
Table 1 provides the descriptive statistics of the study sample by vital status and whether carcinoid syndrome was present. There were 5,633 patients who were alive throughout the first year and 1,116 patients who died within the first year of diagnosis. Among the patients that survived the whole first year after diagnosis, 1,189 (21%) had carcinoid syndrome; there were group differences in terms of the presence of carcinoid syndrome by gender; race; histologic stage; grade; primary tumor site; and treatment received, including chemotherapy, radiotherapy, and resection of liver metastasis. Among the group who died within the first year, 296 (26.5%) had carcinoid syndrome. In this group, we found differences in the proportion with carcinoid syndrome by gender, comorbidities, histologic stage, grade, primary tumor site, radiotherapy, and resection of primary tumors.
Description of the study sample by vital status and whether carcinoid syndrome was observed
. | Alive throughout the first year . | . | Dead within the first year . | . | ||
---|---|---|---|---|---|---|
Covariates . | With syndrome . | Without syndrome . | p value . | With syndrome . | Without syndrome . | p value . |
All, n (%) | 1,189 (21.11%) | 4,444 (78.89%) | 296 (26.52%) | 820 (73.48%) | ||
Demographic and clinical factors | ||||||
Age, n (%) | .227 | .93 | ||||
<70 | 315 (21.65%) | 1,140 (78.35%) | 40 (27.78%) | 104 (72.22%) | ||
70–74 | 310 (20.21%) | 1,224 (79.79%) | 61 (27.11%) | 164 (72.89%) | ||
75–79 | 259 (19.88%) | 1,044 (80.12%) | 68 (25.09%) | 203 (74.91%) | ||
≥80 | 305 (22.74%) | 1,036 (77.26%) | 127 (26.68%) | 349 (73.32%) | ||
Gender, n (%) | .703 | .003 | ||||
Male | 481 (20.86%) | 1,825 (79.14%) | 116 (22.35%) | 403 (77.65%) | ||
Female | 708 (21.28%) | 2,619 (78.72%) | 180 (30.15%) | 417 (69.85%) | ||
Race, n (%) | < .001 | .032 | ||||
Non‐Hispanic white | 997 (22.42%) | 3,450 (77.58%) | 249 (28.33%) | 630 (71.67%) | ||
Non‐Hispanic black | 99 (16.50%) | 501 (83.50%) | 27 (19.85%) | 109 (80.15%) | ||
Hispanic or others | 93 (15.87%) | 493 (84.13%) | 20 (19.80%) | 81 (80.20%) | ||
Histologic stage, n (%) | < .001 | < .001 | ||||
Localized | 381 (11.90%) | 2,822 (88.10%) | 65 (16.09%) | 339 (83.91%) | ||
Regional | 337 (32.16%) | 711 (67.84%) | 49 (25.26%) | 145 (74.74%) | ||
Distant | 290 (43.41%) | 378 (56.59%) | 94 (34.56%) | 178 (65.44%) | ||
Unstaged or unknown | 181 (25.35%) | 533 (74.65%) | 88 (35.77%) | 158 (64.23%) | ||
Grade, n (%) | .015 | .015 | ||||
Well‐differentiated | 1,092 (21.55%) | 3975 (78.45%) | 265 (27.87%) | 686 (72.13%) | ||
Moderately differentiated | 97 (17.14%) | 469 (82.86%) | 31 (18.79%) | 134 (81.21%) | ||
Census tract % below poverty level in quartile, n (%) | .025 | .099 | ||||
1st quartile | 293 (20.75%) | 1,119 (79.25%) | 72 (29.75%) | 170 (70.25%) | ||
2nd quartile | 343 (23.87%) | 1,094 (76.13%) | 75 (26.13%) | 212 (73.87%) | ||
3rd quartile | 276 (19.71%) | 1,124 (80.29%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 277 (20.01%) | 1,107 (79.99%) | 66 (21.64%) | 239 (78.36%) | ||
Census tract median income in quartile, n (%) | .088 | .416 | ||||
1st quartile | 284 (19.57%) | 1,167 (80.43%) | 81 (25.00%) | 243 (75.00%) | ||
2nd quartile | 284 (20.13%) | 1,127 (79.87%) | 74 (25.00%) | 222 (75.00%) | ||
3rd quartile | 300 (21.69%) | 1,083 (78.31%) | 70 (26.42%) | 195 (73.58%) | ||
4th quartile | 321 (23.13%) | 1,067 (76.87%) | 71 (30.74%) | 160 (69.26%) | ||
Census tract % with at least high school diploma education in quartile, n (%) | .847 | .476 | ||||
1st quartile | 290 (20.60%) | 1,118 (79.40%) | 69 (23.79%) | 221 (76.21%) | ||
2nd quartile | 298 (21.61%) | 1,081 (78.39%) | 82 (27.15%) | 220 (72.85%) | ||
3rd quartile | 307 (21.59%) | 1,115 (78.41%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 294 (20.65%) | 1,130 (79.35%) | 62 (25.62%) | 180 (74.38%) | ||
Comorbidity score, n (%) | .142 | .003 | ||||
0 | 593 (22.45%) | 2,049 (77.55%) | 108 (33.54%) | 214 (66.46%) | ||
1 | 307 (19.72%) | 1,250 (80.28%) | 74 (26.91%) | 201 (73.09%) | ||
2 | 144 (20.25%) | 567 (79.75%) | 37 (20.90%) | 140 (79.10%) | ||
≥3 | 145 (20.06%) | 578 (79.94%) | 77 (22.51%) | 265 (77.49%) | ||
Region, n (%) | .093 | .182 | ||||
Midwest | 146 (18.67%) | 636 (81.33%) | 40 (23.39%) | 131 (76.61%) | ||
Northeast | 247 (21.24%) | 916 (78.76%) | 58 (29.59%) | 138 (70.41%) | ||
South | 291 (20.11%) | 1,156 (79.89%) | 91 (29.84%) | 214 (70.16%) | ||
West | 505 (22.53%) | 1,736 (77.47%) | 107 (24.10%) | 337 (75.90%) | ||
Site, n (%) | < .001 | < .001 | ||||
Cecum and appendix | 75 (36.76%) | 129 (63.24%) | 18 (40.00%) | 27 (60.00%) | ||
Colon | 102 (10.79%) | 843 (89.21%) | 22 (23.16%) | 73 (76.84%) | ||
Larynx, bronchus, | 149 (9.55%) | 1,412 (90.45%) | 31 (12.02%) | 227 (87.98%) | ||
Others | 248 (24.48%) | 765 (75.52%) | 124 (40.52%) | 182 (59.48%) | ||
Small intestine | 614 (32.28%) | 1,288 (67.72%) | 101 (24.75%) | 307 (75.25%) | ||
Urban/rural status, n (%) | .138 | .806 | ||||
Metropolitan | 1,011 (21.46%) | 3,699 (78.54%) | 248 (26.38%) | 692 (73.62%) | ||
Nonmetropolitan | 178 (19.28%) | 745 (80.72%) | 48 (27.27%) | 128 (72.73%) | ||
Chemotherapy, n (%) | < .001 | .246 | ||||
Yes | 212 (34.87%) | 396 (65.13%) | 49 (30.25%) | 113 (69.75%) | ||
No | 977 (19.44%) | 4,048 (80.56%) | 247 (25.89%) | 707 (74.11%) | ||
Radiotherapy, n (%) | .149 | .074 | ||||
Yes | 53 (17.79%) | 245 (82.21%) | 19 (19.00%) | 81 (81.00%) | ||
No | 1,136 (21.29%) | 4199 (78.71%) | 277 (27.26%) | 739 (72.74%) | ||
Resection of liver metastasis, n (%) | < .001 | .591 | ||||
Yes | 50 (50.51%) | 49 (49.49%) | Maskeda | Maskeda | ||
No | 1,139 (20.58%) | 4395 (79.42%) | 292 (26.45%) | 812 (73.55%) | ||
Resection of primary tumors, n (%) | .005 | .045 | ||||
Yes | 819 (20.16%) | 3,244 (79.84%) | 120 (23.62%) | 388 (76.38%) | ||
No | 370 (23.57%) | 1200 (76.43%) | 176 (28.95%) | 432 (71.05%) | ||
Total monthly costs | < .0001 | .411 | ||||
Mean (SD) | 4,658.18 (3,730.74) | 3,170.32 (3,254.10) | 17,427.40 (16,658.5) | 18,058.28 (18,760.7) | ||
Median | 3801.85 | 2481.17 | 13,164.34 | 12392.73 | ||
Outpatient monthly costs | < .0001 | .0002 | ||||
Mean (SD) | 1,834.62 (1,768.50) | 1,041.62 (1,174.87) | 2,430.34 (2,538.51) | 2,100.98 (2,531.48) | ||
Median | 1,150.93 | 678.63 | 1,966.77 | 1258.73 | ||
Inpatient monthly costs | < .0001 | .6064 | ||||
Mean (SD) | 2,823.56 (3,058.87) | 2,128.70 (2,759.83) | 14,997.06 (17,165.3) | 15,957.30 (19,348.3) | ||
Median | 2,254.41 | 1625.35 | 10,665.19 | 10030.16 | ||
Any ER admissions, n (%) | < .001 | .068 | ||||
Yes | 496 (26.78%) | 1356 (73.22%) | 201 (28.35%) | 508 (71.65%) | ||
No | 693 (18.33%) | 3088 (81.67%) | 95 (23.34%) | 312 (76.66%) | ||
Any hospitalizations, n (%) | < .001 | .007 | ||||
Yes | 947 (23.39%) | 3102 (76.61%) | 263 (28.10%) | 673 (71.90%) | ||
No | 242 (15.28%) | 1342 (84.72%) | 33 (18.33%) | 147 (81.67%) |
. | Alive throughout the first year . | . | Dead within the first year . | . | ||
---|---|---|---|---|---|---|
Covariates . | With syndrome . | Without syndrome . | p value . | With syndrome . | Without syndrome . | p value . |
All, n (%) | 1,189 (21.11%) | 4,444 (78.89%) | 296 (26.52%) | 820 (73.48%) | ||
Demographic and clinical factors | ||||||
Age, n (%) | .227 | .93 | ||||
<70 | 315 (21.65%) | 1,140 (78.35%) | 40 (27.78%) | 104 (72.22%) | ||
70–74 | 310 (20.21%) | 1,224 (79.79%) | 61 (27.11%) | 164 (72.89%) | ||
75–79 | 259 (19.88%) | 1,044 (80.12%) | 68 (25.09%) | 203 (74.91%) | ||
≥80 | 305 (22.74%) | 1,036 (77.26%) | 127 (26.68%) | 349 (73.32%) | ||
Gender, n (%) | .703 | .003 | ||||
Male | 481 (20.86%) | 1,825 (79.14%) | 116 (22.35%) | 403 (77.65%) | ||
Female | 708 (21.28%) | 2,619 (78.72%) | 180 (30.15%) | 417 (69.85%) | ||
Race, n (%) | < .001 | .032 | ||||
Non‐Hispanic white | 997 (22.42%) | 3,450 (77.58%) | 249 (28.33%) | 630 (71.67%) | ||
Non‐Hispanic black | 99 (16.50%) | 501 (83.50%) | 27 (19.85%) | 109 (80.15%) | ||
Hispanic or others | 93 (15.87%) | 493 (84.13%) | 20 (19.80%) | 81 (80.20%) | ||
Histologic stage, n (%) | < .001 | < .001 | ||||
Localized | 381 (11.90%) | 2,822 (88.10%) | 65 (16.09%) | 339 (83.91%) | ||
Regional | 337 (32.16%) | 711 (67.84%) | 49 (25.26%) | 145 (74.74%) | ||
Distant | 290 (43.41%) | 378 (56.59%) | 94 (34.56%) | 178 (65.44%) | ||
Unstaged or unknown | 181 (25.35%) | 533 (74.65%) | 88 (35.77%) | 158 (64.23%) | ||
Grade, n (%) | .015 | .015 | ||||
Well‐differentiated | 1,092 (21.55%) | 3975 (78.45%) | 265 (27.87%) | 686 (72.13%) | ||
Moderately differentiated | 97 (17.14%) | 469 (82.86%) | 31 (18.79%) | 134 (81.21%) | ||
Census tract % below poverty level in quartile, n (%) | .025 | .099 | ||||
1st quartile | 293 (20.75%) | 1,119 (79.25%) | 72 (29.75%) | 170 (70.25%) | ||
2nd quartile | 343 (23.87%) | 1,094 (76.13%) | 75 (26.13%) | 212 (73.87%) | ||
3rd quartile | 276 (19.71%) | 1,124 (80.29%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 277 (20.01%) | 1,107 (79.99%) | 66 (21.64%) | 239 (78.36%) | ||
Census tract median income in quartile, n (%) | .088 | .416 | ||||
1st quartile | 284 (19.57%) | 1,167 (80.43%) | 81 (25.00%) | 243 (75.00%) | ||
2nd quartile | 284 (20.13%) | 1,127 (79.87%) | 74 (25.00%) | 222 (75.00%) | ||
3rd quartile | 300 (21.69%) | 1,083 (78.31%) | 70 (26.42%) | 195 (73.58%) | ||
4th quartile | 321 (23.13%) | 1,067 (76.87%) | 71 (30.74%) | 160 (69.26%) | ||
Census tract % with at least high school diploma education in quartile, n (%) | .847 | .476 | ||||
1st quartile | 290 (20.60%) | 1,118 (79.40%) | 69 (23.79%) | 221 (76.21%) | ||
2nd quartile | 298 (21.61%) | 1,081 (78.39%) | 82 (27.15%) | 220 (72.85%) | ||
3rd quartile | 307 (21.59%) | 1,115 (78.41%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 294 (20.65%) | 1,130 (79.35%) | 62 (25.62%) | 180 (74.38%) | ||
Comorbidity score, n (%) | .142 | .003 | ||||
0 | 593 (22.45%) | 2,049 (77.55%) | 108 (33.54%) | 214 (66.46%) | ||
1 | 307 (19.72%) | 1,250 (80.28%) | 74 (26.91%) | 201 (73.09%) | ||
2 | 144 (20.25%) | 567 (79.75%) | 37 (20.90%) | 140 (79.10%) | ||
≥3 | 145 (20.06%) | 578 (79.94%) | 77 (22.51%) | 265 (77.49%) | ||
Region, n (%) | .093 | .182 | ||||
Midwest | 146 (18.67%) | 636 (81.33%) | 40 (23.39%) | 131 (76.61%) | ||
Northeast | 247 (21.24%) | 916 (78.76%) | 58 (29.59%) | 138 (70.41%) | ||
South | 291 (20.11%) | 1,156 (79.89%) | 91 (29.84%) | 214 (70.16%) | ||
West | 505 (22.53%) | 1,736 (77.47%) | 107 (24.10%) | 337 (75.90%) | ||
Site, n (%) | < .001 | < .001 | ||||
Cecum and appendix | 75 (36.76%) | 129 (63.24%) | 18 (40.00%) | 27 (60.00%) | ||
Colon | 102 (10.79%) | 843 (89.21%) | 22 (23.16%) | 73 (76.84%) | ||
Larynx, bronchus, | 149 (9.55%) | 1,412 (90.45%) | 31 (12.02%) | 227 (87.98%) | ||
Others | 248 (24.48%) | 765 (75.52%) | 124 (40.52%) | 182 (59.48%) | ||
Small intestine | 614 (32.28%) | 1,288 (67.72%) | 101 (24.75%) | 307 (75.25%) | ||
Urban/rural status, n (%) | .138 | .806 | ||||
Metropolitan | 1,011 (21.46%) | 3,699 (78.54%) | 248 (26.38%) | 692 (73.62%) | ||
Nonmetropolitan | 178 (19.28%) | 745 (80.72%) | 48 (27.27%) | 128 (72.73%) | ||
Chemotherapy, n (%) | < .001 | .246 | ||||
Yes | 212 (34.87%) | 396 (65.13%) | 49 (30.25%) | 113 (69.75%) | ||
No | 977 (19.44%) | 4,048 (80.56%) | 247 (25.89%) | 707 (74.11%) | ||
Radiotherapy, n (%) | .149 | .074 | ||||
Yes | 53 (17.79%) | 245 (82.21%) | 19 (19.00%) | 81 (81.00%) | ||
No | 1,136 (21.29%) | 4199 (78.71%) | 277 (27.26%) | 739 (72.74%) | ||
Resection of liver metastasis, n (%) | < .001 | .591 | ||||
Yes | 50 (50.51%) | 49 (49.49%) | Maskeda | Maskeda | ||
No | 1,139 (20.58%) | 4395 (79.42%) | 292 (26.45%) | 812 (73.55%) | ||
Resection of primary tumors, n (%) | .005 | .045 | ||||
Yes | 819 (20.16%) | 3,244 (79.84%) | 120 (23.62%) | 388 (76.38%) | ||
No | 370 (23.57%) | 1200 (76.43%) | 176 (28.95%) | 432 (71.05%) | ||
Total monthly costs | < .0001 | .411 | ||||
Mean (SD) | 4,658.18 (3,730.74) | 3,170.32 (3,254.10) | 17,427.40 (16,658.5) | 18,058.28 (18,760.7) | ||
Median | 3801.85 | 2481.17 | 13,164.34 | 12392.73 | ||
Outpatient monthly costs | < .0001 | .0002 | ||||
Mean (SD) | 1,834.62 (1,768.50) | 1,041.62 (1,174.87) | 2,430.34 (2,538.51) | 2,100.98 (2,531.48) | ||
Median | 1,150.93 | 678.63 | 1,966.77 | 1258.73 | ||
Inpatient monthly costs | < .0001 | .6064 | ||||
Mean (SD) | 2,823.56 (3,058.87) | 2,128.70 (2,759.83) | 14,997.06 (17,165.3) | 15,957.30 (19,348.3) | ||
Median | 2,254.41 | 1625.35 | 10,665.19 | 10030.16 | ||
Any ER admissions, n (%) | < .001 | .068 | ||||
Yes | 496 (26.78%) | 1356 (73.22%) | 201 (28.35%) | 508 (71.65%) | ||
No | 693 (18.33%) | 3088 (81.67%) | 95 (23.34%) | 312 (76.66%) | ||
Any hospitalizations, n (%) | < .001 | .007 | ||||
Yes | 947 (23.39%) | 3102 (76.61%) | 263 (28.10%) | 673 (71.90%) | ||
No | 242 (15.28%) | 1342 (84.72%) | 33 (18.33%) | 147 (81.67%) |
aMasked per Surveillance, Epidemiology, and End Results‐Medicare user agreement for confidentiality.
Description of the study sample by vital status and whether carcinoid syndrome was observed
. | Alive throughout the first year . | . | Dead within the first year . | . | ||
---|---|---|---|---|---|---|
Covariates . | With syndrome . | Without syndrome . | p value . | With syndrome . | Without syndrome . | p value . |
All, n (%) | 1,189 (21.11%) | 4,444 (78.89%) | 296 (26.52%) | 820 (73.48%) | ||
Demographic and clinical factors | ||||||
Age, n (%) | .227 | .93 | ||||
<70 | 315 (21.65%) | 1,140 (78.35%) | 40 (27.78%) | 104 (72.22%) | ||
70–74 | 310 (20.21%) | 1,224 (79.79%) | 61 (27.11%) | 164 (72.89%) | ||
75–79 | 259 (19.88%) | 1,044 (80.12%) | 68 (25.09%) | 203 (74.91%) | ||
≥80 | 305 (22.74%) | 1,036 (77.26%) | 127 (26.68%) | 349 (73.32%) | ||
Gender, n (%) | .703 | .003 | ||||
Male | 481 (20.86%) | 1,825 (79.14%) | 116 (22.35%) | 403 (77.65%) | ||
Female | 708 (21.28%) | 2,619 (78.72%) | 180 (30.15%) | 417 (69.85%) | ||
Race, n (%) | < .001 | .032 | ||||
Non‐Hispanic white | 997 (22.42%) | 3,450 (77.58%) | 249 (28.33%) | 630 (71.67%) | ||
Non‐Hispanic black | 99 (16.50%) | 501 (83.50%) | 27 (19.85%) | 109 (80.15%) | ||
Hispanic or others | 93 (15.87%) | 493 (84.13%) | 20 (19.80%) | 81 (80.20%) | ||
Histologic stage, n (%) | < .001 | < .001 | ||||
Localized | 381 (11.90%) | 2,822 (88.10%) | 65 (16.09%) | 339 (83.91%) | ||
Regional | 337 (32.16%) | 711 (67.84%) | 49 (25.26%) | 145 (74.74%) | ||
Distant | 290 (43.41%) | 378 (56.59%) | 94 (34.56%) | 178 (65.44%) | ||
Unstaged or unknown | 181 (25.35%) | 533 (74.65%) | 88 (35.77%) | 158 (64.23%) | ||
Grade, n (%) | .015 | .015 | ||||
Well‐differentiated | 1,092 (21.55%) | 3975 (78.45%) | 265 (27.87%) | 686 (72.13%) | ||
Moderately differentiated | 97 (17.14%) | 469 (82.86%) | 31 (18.79%) | 134 (81.21%) | ||
Census tract % below poverty level in quartile, n (%) | .025 | .099 | ||||
1st quartile | 293 (20.75%) | 1,119 (79.25%) | 72 (29.75%) | 170 (70.25%) | ||
2nd quartile | 343 (23.87%) | 1,094 (76.13%) | 75 (26.13%) | 212 (73.87%) | ||
3rd quartile | 276 (19.71%) | 1,124 (80.29%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 277 (20.01%) | 1,107 (79.99%) | 66 (21.64%) | 239 (78.36%) | ||
Census tract median income in quartile, n (%) | .088 | .416 | ||||
1st quartile | 284 (19.57%) | 1,167 (80.43%) | 81 (25.00%) | 243 (75.00%) | ||
2nd quartile | 284 (20.13%) | 1,127 (79.87%) | 74 (25.00%) | 222 (75.00%) | ||
3rd quartile | 300 (21.69%) | 1,083 (78.31%) | 70 (26.42%) | 195 (73.58%) | ||
4th quartile | 321 (23.13%) | 1,067 (76.87%) | 71 (30.74%) | 160 (69.26%) | ||
Census tract % with at least high school diploma education in quartile, n (%) | .847 | .476 | ||||
1st quartile | 290 (20.60%) | 1,118 (79.40%) | 69 (23.79%) | 221 (76.21%) | ||
2nd quartile | 298 (21.61%) | 1,081 (78.39%) | 82 (27.15%) | 220 (72.85%) | ||
3rd quartile | 307 (21.59%) | 1,115 (78.41%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 294 (20.65%) | 1,130 (79.35%) | 62 (25.62%) | 180 (74.38%) | ||
Comorbidity score, n (%) | .142 | .003 | ||||
0 | 593 (22.45%) | 2,049 (77.55%) | 108 (33.54%) | 214 (66.46%) | ||
1 | 307 (19.72%) | 1,250 (80.28%) | 74 (26.91%) | 201 (73.09%) | ||
2 | 144 (20.25%) | 567 (79.75%) | 37 (20.90%) | 140 (79.10%) | ||
≥3 | 145 (20.06%) | 578 (79.94%) | 77 (22.51%) | 265 (77.49%) | ||
Region, n (%) | .093 | .182 | ||||
Midwest | 146 (18.67%) | 636 (81.33%) | 40 (23.39%) | 131 (76.61%) | ||
Northeast | 247 (21.24%) | 916 (78.76%) | 58 (29.59%) | 138 (70.41%) | ||
South | 291 (20.11%) | 1,156 (79.89%) | 91 (29.84%) | 214 (70.16%) | ||
West | 505 (22.53%) | 1,736 (77.47%) | 107 (24.10%) | 337 (75.90%) | ||
Site, n (%) | < .001 | < .001 | ||||
Cecum and appendix | 75 (36.76%) | 129 (63.24%) | 18 (40.00%) | 27 (60.00%) | ||
Colon | 102 (10.79%) | 843 (89.21%) | 22 (23.16%) | 73 (76.84%) | ||
Larynx, bronchus, | 149 (9.55%) | 1,412 (90.45%) | 31 (12.02%) | 227 (87.98%) | ||
Others | 248 (24.48%) | 765 (75.52%) | 124 (40.52%) | 182 (59.48%) | ||
Small intestine | 614 (32.28%) | 1,288 (67.72%) | 101 (24.75%) | 307 (75.25%) | ||
Urban/rural status, n (%) | .138 | .806 | ||||
Metropolitan | 1,011 (21.46%) | 3,699 (78.54%) | 248 (26.38%) | 692 (73.62%) | ||
Nonmetropolitan | 178 (19.28%) | 745 (80.72%) | 48 (27.27%) | 128 (72.73%) | ||
Chemotherapy, n (%) | < .001 | .246 | ||||
Yes | 212 (34.87%) | 396 (65.13%) | 49 (30.25%) | 113 (69.75%) | ||
No | 977 (19.44%) | 4,048 (80.56%) | 247 (25.89%) | 707 (74.11%) | ||
Radiotherapy, n (%) | .149 | .074 | ||||
Yes | 53 (17.79%) | 245 (82.21%) | 19 (19.00%) | 81 (81.00%) | ||
No | 1,136 (21.29%) | 4199 (78.71%) | 277 (27.26%) | 739 (72.74%) | ||
Resection of liver metastasis, n (%) | < .001 | .591 | ||||
Yes | 50 (50.51%) | 49 (49.49%) | Maskeda | Maskeda | ||
No | 1,139 (20.58%) | 4395 (79.42%) | 292 (26.45%) | 812 (73.55%) | ||
Resection of primary tumors, n (%) | .005 | .045 | ||||
Yes | 819 (20.16%) | 3,244 (79.84%) | 120 (23.62%) | 388 (76.38%) | ||
No | 370 (23.57%) | 1200 (76.43%) | 176 (28.95%) | 432 (71.05%) | ||
Total monthly costs | < .0001 | .411 | ||||
Mean (SD) | 4,658.18 (3,730.74) | 3,170.32 (3,254.10) | 17,427.40 (16,658.5) | 18,058.28 (18,760.7) | ||
Median | 3801.85 | 2481.17 | 13,164.34 | 12392.73 | ||
Outpatient monthly costs | < .0001 | .0002 | ||||
Mean (SD) | 1,834.62 (1,768.50) | 1,041.62 (1,174.87) | 2,430.34 (2,538.51) | 2,100.98 (2,531.48) | ||
Median | 1,150.93 | 678.63 | 1,966.77 | 1258.73 | ||
Inpatient monthly costs | < .0001 | .6064 | ||||
Mean (SD) | 2,823.56 (3,058.87) | 2,128.70 (2,759.83) | 14,997.06 (17,165.3) | 15,957.30 (19,348.3) | ||
Median | 2,254.41 | 1625.35 | 10,665.19 | 10030.16 | ||
Any ER admissions, n (%) | < .001 | .068 | ||||
Yes | 496 (26.78%) | 1356 (73.22%) | 201 (28.35%) | 508 (71.65%) | ||
No | 693 (18.33%) | 3088 (81.67%) | 95 (23.34%) | 312 (76.66%) | ||
Any hospitalizations, n (%) | < .001 | .007 | ||||
Yes | 947 (23.39%) | 3102 (76.61%) | 263 (28.10%) | 673 (71.90%) | ||
No | 242 (15.28%) | 1342 (84.72%) | 33 (18.33%) | 147 (81.67%) |
. | Alive throughout the first year . | . | Dead within the first year . | . | ||
---|---|---|---|---|---|---|
Covariates . | With syndrome . | Without syndrome . | p value . | With syndrome . | Without syndrome . | p value . |
All, n (%) | 1,189 (21.11%) | 4,444 (78.89%) | 296 (26.52%) | 820 (73.48%) | ||
Demographic and clinical factors | ||||||
Age, n (%) | .227 | .93 | ||||
<70 | 315 (21.65%) | 1,140 (78.35%) | 40 (27.78%) | 104 (72.22%) | ||
70–74 | 310 (20.21%) | 1,224 (79.79%) | 61 (27.11%) | 164 (72.89%) | ||
75–79 | 259 (19.88%) | 1,044 (80.12%) | 68 (25.09%) | 203 (74.91%) | ||
≥80 | 305 (22.74%) | 1,036 (77.26%) | 127 (26.68%) | 349 (73.32%) | ||
Gender, n (%) | .703 | .003 | ||||
Male | 481 (20.86%) | 1,825 (79.14%) | 116 (22.35%) | 403 (77.65%) | ||
Female | 708 (21.28%) | 2,619 (78.72%) | 180 (30.15%) | 417 (69.85%) | ||
Race, n (%) | < .001 | .032 | ||||
Non‐Hispanic white | 997 (22.42%) | 3,450 (77.58%) | 249 (28.33%) | 630 (71.67%) | ||
Non‐Hispanic black | 99 (16.50%) | 501 (83.50%) | 27 (19.85%) | 109 (80.15%) | ||
Hispanic or others | 93 (15.87%) | 493 (84.13%) | 20 (19.80%) | 81 (80.20%) | ||
Histologic stage, n (%) | < .001 | < .001 | ||||
Localized | 381 (11.90%) | 2,822 (88.10%) | 65 (16.09%) | 339 (83.91%) | ||
Regional | 337 (32.16%) | 711 (67.84%) | 49 (25.26%) | 145 (74.74%) | ||
Distant | 290 (43.41%) | 378 (56.59%) | 94 (34.56%) | 178 (65.44%) | ||
Unstaged or unknown | 181 (25.35%) | 533 (74.65%) | 88 (35.77%) | 158 (64.23%) | ||
Grade, n (%) | .015 | .015 | ||||
Well‐differentiated | 1,092 (21.55%) | 3975 (78.45%) | 265 (27.87%) | 686 (72.13%) | ||
Moderately differentiated | 97 (17.14%) | 469 (82.86%) | 31 (18.79%) | 134 (81.21%) | ||
Census tract % below poverty level in quartile, n (%) | .025 | .099 | ||||
1st quartile | 293 (20.75%) | 1,119 (79.25%) | 72 (29.75%) | 170 (70.25%) | ||
2nd quartile | 343 (23.87%) | 1,094 (76.13%) | 75 (26.13%) | 212 (73.87%) | ||
3rd quartile | 276 (19.71%) | 1,124 (80.29%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 277 (20.01%) | 1,107 (79.99%) | 66 (21.64%) | 239 (78.36%) | ||
Census tract median income in quartile, n (%) | .088 | .416 | ||||
1st quartile | 284 (19.57%) | 1,167 (80.43%) | 81 (25.00%) | 243 (75.00%) | ||
2nd quartile | 284 (20.13%) | 1,127 (79.87%) | 74 (25.00%) | 222 (75.00%) | ||
3rd quartile | 300 (21.69%) | 1,083 (78.31%) | 70 (26.42%) | 195 (73.58%) | ||
4th quartile | 321 (23.13%) | 1,067 (76.87%) | 71 (30.74%) | 160 (69.26%) | ||
Census tract % with at least high school diploma education in quartile, n (%) | .847 | .476 | ||||
1st quartile | 290 (20.60%) | 1,118 (79.40%) | 69 (23.79%) | 221 (76.21%) | ||
2nd quartile | 298 (21.61%) | 1,081 (78.39%) | 82 (27.15%) | 220 (72.85%) | ||
3rd quartile | 307 (21.59%) | 1,115 (78.41%) | 83 (29.43%) | 199 (70.57%) | ||
4th quartile | 294 (20.65%) | 1,130 (79.35%) | 62 (25.62%) | 180 (74.38%) | ||
Comorbidity score, n (%) | .142 | .003 | ||||
0 | 593 (22.45%) | 2,049 (77.55%) | 108 (33.54%) | 214 (66.46%) | ||
1 | 307 (19.72%) | 1,250 (80.28%) | 74 (26.91%) | 201 (73.09%) | ||
2 | 144 (20.25%) | 567 (79.75%) | 37 (20.90%) | 140 (79.10%) | ||
≥3 | 145 (20.06%) | 578 (79.94%) | 77 (22.51%) | 265 (77.49%) | ||
Region, n (%) | .093 | .182 | ||||
Midwest | 146 (18.67%) | 636 (81.33%) | 40 (23.39%) | 131 (76.61%) | ||
Northeast | 247 (21.24%) | 916 (78.76%) | 58 (29.59%) | 138 (70.41%) | ||
South | 291 (20.11%) | 1,156 (79.89%) | 91 (29.84%) | 214 (70.16%) | ||
West | 505 (22.53%) | 1,736 (77.47%) | 107 (24.10%) | 337 (75.90%) | ||
Site, n (%) | < .001 | < .001 | ||||
Cecum and appendix | 75 (36.76%) | 129 (63.24%) | 18 (40.00%) | 27 (60.00%) | ||
Colon | 102 (10.79%) | 843 (89.21%) | 22 (23.16%) | 73 (76.84%) | ||
Larynx, bronchus, | 149 (9.55%) | 1,412 (90.45%) | 31 (12.02%) | 227 (87.98%) | ||
Others | 248 (24.48%) | 765 (75.52%) | 124 (40.52%) | 182 (59.48%) | ||
Small intestine | 614 (32.28%) | 1,288 (67.72%) | 101 (24.75%) | 307 (75.25%) | ||
Urban/rural status, n (%) | .138 | .806 | ||||
Metropolitan | 1,011 (21.46%) | 3,699 (78.54%) | 248 (26.38%) | 692 (73.62%) | ||
Nonmetropolitan | 178 (19.28%) | 745 (80.72%) | 48 (27.27%) | 128 (72.73%) | ||
Chemotherapy, n (%) | < .001 | .246 | ||||
Yes | 212 (34.87%) | 396 (65.13%) | 49 (30.25%) | 113 (69.75%) | ||
No | 977 (19.44%) | 4,048 (80.56%) | 247 (25.89%) | 707 (74.11%) | ||
Radiotherapy, n (%) | .149 | .074 | ||||
Yes | 53 (17.79%) | 245 (82.21%) | 19 (19.00%) | 81 (81.00%) | ||
No | 1,136 (21.29%) | 4199 (78.71%) | 277 (27.26%) | 739 (72.74%) | ||
Resection of liver metastasis, n (%) | < .001 | .591 | ||||
Yes | 50 (50.51%) | 49 (49.49%) | Maskeda | Maskeda | ||
No | 1,139 (20.58%) | 4395 (79.42%) | 292 (26.45%) | 812 (73.55%) | ||
Resection of primary tumors, n (%) | .005 | .045 | ||||
Yes | 819 (20.16%) | 3,244 (79.84%) | 120 (23.62%) | 388 (76.38%) | ||
No | 370 (23.57%) | 1200 (76.43%) | 176 (28.95%) | 432 (71.05%) | ||
Total monthly costs | < .0001 | .411 | ||||
Mean (SD) | 4,658.18 (3,730.74) | 3,170.32 (3,254.10) | 17,427.40 (16,658.5) | 18,058.28 (18,760.7) | ||
Median | 3801.85 | 2481.17 | 13,164.34 | 12392.73 | ||
Outpatient monthly costs | < .0001 | .0002 | ||||
Mean (SD) | 1,834.62 (1,768.50) | 1,041.62 (1,174.87) | 2,430.34 (2,538.51) | 2,100.98 (2,531.48) | ||
Median | 1,150.93 | 678.63 | 1,966.77 | 1258.73 | ||
Inpatient monthly costs | < .0001 | .6064 | ||||
Mean (SD) | 2,823.56 (3,058.87) | 2,128.70 (2,759.83) | 14,997.06 (17,165.3) | 15,957.30 (19,348.3) | ||
Median | 2,254.41 | 1625.35 | 10,665.19 | 10030.16 | ||
Any ER admissions, n (%) | < .001 | .068 | ||||
Yes | 496 (26.78%) | 1356 (73.22%) | 201 (28.35%) | 508 (71.65%) | ||
No | 693 (18.33%) | 3088 (81.67%) | 95 (23.34%) | 312 (76.66%) | ||
Any hospitalizations, n (%) | < .001 | .007 | ||||
Yes | 947 (23.39%) | 3102 (76.61%) | 263 (28.10%) | 673 (71.90%) | ||
No | 242 (15.28%) | 1342 (84.72%) | 33 (18.33%) | 147 (81.67%) |
aMasked per Surveillance, Epidemiology, and End Results‐Medicare user agreement for confidentiality.
More importantly, Table 1 shows that there are significant differences in terms of costs for patients with and without carcinoid syndrome. Among the cohort who survived the whole first year after diagnosis, the patients with carcinoid syndrome had a median monthly total cost of $3,802, which is significantly higher (p < .0001) than $2,481 for patients without syndrome. Both outpatient and inpatient median monthly costs were also significantly higher (p < .0001) for patients with carcinoid syndrome compared with those without syndrome ($1,151 vs. $679 and $2,254 vs. $1,625, respectively). Similarly, among patients who died within the first year, the presence of carcinoid syndrome was associated with higher costs. Patients who died within the year had much higher monthly costs than patients who survived the first year as expected. We also found that among patients who survived the first year, those with the syndrome were significantly (p < .001) more likely to have ER admissions and hospitalization; among patients who died within the first year, the association remained significant (p = .007) for hospitalizations but was insignificant (p = .068) for ER admissions.
The results from the multivariable GLM analyses are presented in Table 2 and Table 3 for the cohort alive throughout the first year and the cohort who died within the first year, respectively. Among patients alive throughout the first year of diagnosis, carcinoid syndrome was associated with significantly higher total costs ($505), higher inpatient costs ($188), and higher outpatient costs ($294), with p values less than .005 even after controlling for clinical factors, treatment received, patient demographics, comorbidities, and neighborhood SES. The analyses also showed that the comorbidities had a large impact on the health care costs. Patients who had a comorbidity score above two were estimated to incur $594 more total monthly costs compared with patients who had zero comorbidity. Patients with distant stage NET had higher overall, inpatient, and outpatient costs than patients who had local or regional stage disease ($532, p < .001; $242, p = .002; and $303, p < .001, respectively).
Multivariate Regression Analysis for the cohort alive throughout the first year
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs compared to reference . | ||||||
---|---|---|---|---|---|---|---|---|---|
. | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 504.9 | (324, 749) | <.001 | 187.9 | (58, 371) | .002 | 293.8 | (211, 401) | <.001 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | 110.8 | (4, 264) | .04 | 9.68 | (−95, 164) | .879 | 46.39 | (9, 99) | .012 |
75–79 | 92.69 | (−14, 248) | .099 | 41.61 | (−73, 211) | .535 | 32.01 | (−5, 84) | .094 |
≥80 | 256.7 | (116, 455) | <.001 | 207.4 | (59, 419) | .003 | 17.22 | (−17, 65) | .363 |
Gender | |||||||||
Female (reference) | |||||||||
Male | 75.38 | (−3, 187) | .063 | 100.8 | (4, 239) | .041 | 7.84 | (−16, 41) | .563 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 228.9 | (73, 452) | .001 | 432.5 | (207, 752) | <.001 | 68.75 | (18, 140) | .004 |
Hispanic or Others | −239 | (−293, −144) | <.001 | 45.98 | (−109, 281) | .619 | −59.1 | (−84, −20) | .006 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 296.2 | (164, 478) | <.001 | 258.9 | (118, 455) | <.001 | 100.9 | (57, 160) | <.001 |
2 | 593.5 | (372, 897) | <.001 | 528.5 | (303, 841) | <.001 | 189.5 | (119, 284) | <.001 |
≥3 | 1,359 | (967, 1881) | <.001 | 1,058 | (716, 1518) | <.001 | 441 | (319, 601) | <.001 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | 77.5 | (−108, 368) | .478 | 136.8 | (−78, 465) | .253 | −33.4 | (−83, 44) | .345 |
Colon | −767 | (−702, −827) | <.001 | −268 | (−349, −131) | .001 | −91.1 | (−107, −63) | <.001 |
Others | −132 | (−205, −15) | .031 | −27.4 | (−149, 157) | .729 | 133 | (72, 216) | <.001 |
Small intestine | 58.94 | (−37, 199) | .267 | 243.3 | (99, 446) | <.001 | 2.55 | (−27, 45) | .887 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | 117.8 | (−10, 305) | .076 | −62.4 | (−167, 97) | .389 | 85.09 | (32, 158) | <.001 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 135.1 | (8, 320) | .035 | 103.3 | (−38, 311) | .178 | 51.01 | (7, 113) | .02 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | 531.8 | (315, 832) | <.001 | 242.4 | (74, 483) | .002 | 303.2 | (206, 432) | <.001 |
Unknown | −44.4 | (−146, 113) | .522 | −81.5 | (−215, 128) | .387 | −11.2 | (−47, 42) | .631 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | 1272 | (896, 1,773) | <.001 | 269.3 | (96, 516) | <.001 | 994.4 | (762, 1293) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | 820.3 | (490, 1,286) | <.001 | 198.6 | (−6, 502) | 0.058 | 625.3 | (441, 872) | <.001 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 563.8 | (365, 832) | <.001 | 342 | (161, 597) | <.001 | −77.5 | (−91, −55) | <.001 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 973.1 | (465, 1,747) | <.001 | 976.8 | (471, 1733) | <.001 | 149 | (30, 330) | .008 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | 89.89 | (−49, 298) | .243 | 132.3 | (−39, 387) | 0.151 | 14.8 | (−30, 80) | .571 |
South | −198 | (−264, −87) | .002 | −322 | (−383, −212) | <.001 | −30.7 | (−62, 17) | .178 |
West | −22.9 | (−129, 140) | .741 | 1.64 | (−132, 204) | 0.984 | 4.65 | (−35, 63) | .847 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −88.5 | (−169, 37) | .145 | −149 | (−237, −9) | .039 | −32.6 | (−61, 10) | .118 |
3rd quartile | −49.6 | (−147, 101) | .46 | −99.7 | (−209, 70) | .213 | −41.2 | (−70, 4) | .067 |
4th quartile | −116 | (−208, 31) | .108 | −107 | (−226, 81) | .224 | −66.2 | (−93, −24) | .005 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 30.97 | (−93, 218) | .677 | −106 | (−222, 76) | .216 | 59.32 | (6, 135) | .024 |
3rd quartile | 85.92 | (−87, 352) | .386 | −26.3 | (−201, 249) | .819 | 64.79 | (−2, 163) | 0.06 |
4th quartile | 250.5 | (8, 622) | .041 | 153.1 | (−99, 545) | .28 | 134.2 | (41, 271) | .002 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 40.35 | (−74, 211) | .547 | 15.16 | (−115, 211) | .849 | 10.72 | (−28, 68) | .642 |
3rd quartile | 276.5 | (63, 594) | .006 | 200.5 | (−24, 539) | .088 | 54.02 | (−8, 145) | .099 |
4th quartile | 183.4 | (−37, 524) | .119 | 80.6 | (−149, 441) | .556 | 50.13 | (−21, 156) | .196 |
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs compared to reference . | ||||||
---|---|---|---|---|---|---|---|---|---|
. | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 504.9 | (324, 749) | <.001 | 187.9 | (58, 371) | .002 | 293.8 | (211, 401) | <.001 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | 110.8 | (4, 264) | .04 | 9.68 | (−95, 164) | .879 | 46.39 | (9, 99) | .012 |
75–79 | 92.69 | (−14, 248) | .099 | 41.61 | (−73, 211) | .535 | 32.01 | (−5, 84) | .094 |
≥80 | 256.7 | (116, 455) | <.001 | 207.4 | (59, 419) | .003 | 17.22 | (−17, 65) | .363 |
Gender | |||||||||
Female (reference) | |||||||||
Male | 75.38 | (−3, 187) | .063 | 100.8 | (4, 239) | .041 | 7.84 | (−16, 41) | .563 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 228.9 | (73, 452) | .001 | 432.5 | (207, 752) | <.001 | 68.75 | (18, 140) | .004 |
Hispanic or Others | −239 | (−293, −144) | <.001 | 45.98 | (−109, 281) | .619 | −59.1 | (−84, −20) | .006 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 296.2 | (164, 478) | <.001 | 258.9 | (118, 455) | <.001 | 100.9 | (57, 160) | <.001 |
2 | 593.5 | (372, 897) | <.001 | 528.5 | (303, 841) | <.001 | 189.5 | (119, 284) | <.001 |
≥3 | 1,359 | (967, 1881) | <.001 | 1,058 | (716, 1518) | <.001 | 441 | (319, 601) | <.001 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | 77.5 | (−108, 368) | .478 | 136.8 | (−78, 465) | .253 | −33.4 | (−83, 44) | .345 |
Colon | −767 | (−702, −827) | <.001 | −268 | (−349, −131) | .001 | −91.1 | (−107, −63) | <.001 |
Others | −132 | (−205, −15) | .031 | −27.4 | (−149, 157) | .729 | 133 | (72, 216) | <.001 |
Small intestine | 58.94 | (−37, 199) | .267 | 243.3 | (99, 446) | <.001 | 2.55 | (−27, 45) | .887 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | 117.8 | (−10, 305) | .076 | −62.4 | (−167, 97) | .389 | 85.09 | (32, 158) | <.001 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 135.1 | (8, 320) | .035 | 103.3 | (−38, 311) | .178 | 51.01 | (7, 113) | .02 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | 531.8 | (315, 832) | <.001 | 242.4 | (74, 483) | .002 | 303.2 | (206, 432) | <.001 |
Unknown | −44.4 | (−146, 113) | .522 | −81.5 | (−215, 128) | .387 | −11.2 | (−47, 42) | .631 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | 1272 | (896, 1,773) | <.001 | 269.3 | (96, 516) | <.001 | 994.4 | (762, 1293) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | 820.3 | (490, 1,286) | <.001 | 198.6 | (−6, 502) | 0.058 | 625.3 | (441, 872) | <.001 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 563.8 | (365, 832) | <.001 | 342 | (161, 597) | <.001 | −77.5 | (−91, −55) | <.001 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 973.1 | (465, 1,747) | <.001 | 976.8 | (471, 1733) | <.001 | 149 | (30, 330) | .008 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | 89.89 | (−49, 298) | .243 | 132.3 | (−39, 387) | 0.151 | 14.8 | (−30, 80) | .571 |
South | −198 | (−264, −87) | .002 | −322 | (−383, −212) | <.001 | −30.7 | (−62, 17) | .178 |
West | −22.9 | (−129, 140) | .741 | 1.64 | (−132, 204) | 0.984 | 4.65 | (−35, 63) | .847 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −88.5 | (−169, 37) | .145 | −149 | (−237, −9) | .039 | −32.6 | (−61, 10) | .118 |
3rd quartile | −49.6 | (−147, 101) | .46 | −99.7 | (−209, 70) | .213 | −41.2 | (−70, 4) | .067 |
4th quartile | −116 | (−208, 31) | .108 | −107 | (−226, 81) | .224 | −66.2 | (−93, −24) | .005 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 30.97 | (−93, 218) | .677 | −106 | (−222, 76) | .216 | 59.32 | (6, 135) | .024 |
3rd quartile | 85.92 | (−87, 352) | .386 | −26.3 | (−201, 249) | .819 | 64.79 | (−2, 163) | 0.06 |
4th quartile | 250.5 | (8, 622) | .041 | 153.1 | (−99, 545) | .28 | 134.2 | (41, 271) | .002 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 40.35 | (−74, 211) | .547 | 15.16 | (−115, 211) | .849 | 10.72 | (−28, 68) | .642 |
3rd quartile | 276.5 | (63, 594) | .006 | 200.5 | (−24, 539) | .088 | 54.02 | (−8, 145) | .099 |
4th quartile | 183.4 | (−37, 524) | .119 | 80.6 | (−149, 441) | .556 | 50.13 | (−21, 156) | .196 |
Abbreviation: CI, confidence interval.
Multivariate Regression Analysis for the cohort alive throughout the first year
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs compared to reference . | ||||||
---|---|---|---|---|---|---|---|---|---|
. | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 504.9 | (324, 749) | <.001 | 187.9 | (58, 371) | .002 | 293.8 | (211, 401) | <.001 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | 110.8 | (4, 264) | .04 | 9.68 | (−95, 164) | .879 | 46.39 | (9, 99) | .012 |
75–79 | 92.69 | (−14, 248) | .099 | 41.61 | (−73, 211) | .535 | 32.01 | (−5, 84) | .094 |
≥80 | 256.7 | (116, 455) | <.001 | 207.4 | (59, 419) | .003 | 17.22 | (−17, 65) | .363 |
Gender | |||||||||
Female (reference) | |||||||||
Male | 75.38 | (−3, 187) | .063 | 100.8 | (4, 239) | .041 | 7.84 | (−16, 41) | .563 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 228.9 | (73, 452) | .001 | 432.5 | (207, 752) | <.001 | 68.75 | (18, 140) | .004 |
Hispanic or Others | −239 | (−293, −144) | <.001 | 45.98 | (−109, 281) | .619 | −59.1 | (−84, −20) | .006 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 296.2 | (164, 478) | <.001 | 258.9 | (118, 455) | <.001 | 100.9 | (57, 160) | <.001 |
2 | 593.5 | (372, 897) | <.001 | 528.5 | (303, 841) | <.001 | 189.5 | (119, 284) | <.001 |
≥3 | 1,359 | (967, 1881) | <.001 | 1,058 | (716, 1518) | <.001 | 441 | (319, 601) | <.001 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | 77.5 | (−108, 368) | .478 | 136.8 | (−78, 465) | .253 | −33.4 | (−83, 44) | .345 |
Colon | −767 | (−702, −827) | <.001 | −268 | (−349, −131) | .001 | −91.1 | (−107, −63) | <.001 |
Others | −132 | (−205, −15) | .031 | −27.4 | (−149, 157) | .729 | 133 | (72, 216) | <.001 |
Small intestine | 58.94 | (−37, 199) | .267 | 243.3 | (99, 446) | <.001 | 2.55 | (−27, 45) | .887 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | 117.8 | (−10, 305) | .076 | −62.4 | (−167, 97) | .389 | 85.09 | (32, 158) | <.001 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 135.1 | (8, 320) | .035 | 103.3 | (−38, 311) | .178 | 51.01 | (7, 113) | .02 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | 531.8 | (315, 832) | <.001 | 242.4 | (74, 483) | .002 | 303.2 | (206, 432) | <.001 |
Unknown | −44.4 | (−146, 113) | .522 | −81.5 | (−215, 128) | .387 | −11.2 | (−47, 42) | .631 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | 1272 | (896, 1,773) | <.001 | 269.3 | (96, 516) | <.001 | 994.4 | (762, 1293) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | 820.3 | (490, 1,286) | <.001 | 198.6 | (−6, 502) | 0.058 | 625.3 | (441, 872) | <.001 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 563.8 | (365, 832) | <.001 | 342 | (161, 597) | <.001 | −77.5 | (−91, −55) | <.001 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 973.1 | (465, 1,747) | <.001 | 976.8 | (471, 1733) | <.001 | 149 | (30, 330) | .008 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | 89.89 | (−49, 298) | .243 | 132.3 | (−39, 387) | 0.151 | 14.8 | (−30, 80) | .571 |
South | −198 | (−264, −87) | .002 | −322 | (−383, −212) | <.001 | −30.7 | (−62, 17) | .178 |
West | −22.9 | (−129, 140) | .741 | 1.64 | (−132, 204) | 0.984 | 4.65 | (−35, 63) | .847 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −88.5 | (−169, 37) | .145 | −149 | (−237, −9) | .039 | −32.6 | (−61, 10) | .118 |
3rd quartile | −49.6 | (−147, 101) | .46 | −99.7 | (−209, 70) | .213 | −41.2 | (−70, 4) | .067 |
4th quartile | −116 | (−208, 31) | .108 | −107 | (−226, 81) | .224 | −66.2 | (−93, −24) | .005 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 30.97 | (−93, 218) | .677 | −106 | (−222, 76) | .216 | 59.32 | (6, 135) | .024 |
3rd quartile | 85.92 | (−87, 352) | .386 | −26.3 | (−201, 249) | .819 | 64.79 | (−2, 163) | 0.06 |
4th quartile | 250.5 | (8, 622) | .041 | 153.1 | (−99, 545) | .28 | 134.2 | (41, 271) | .002 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 40.35 | (−74, 211) | .547 | 15.16 | (−115, 211) | .849 | 10.72 | (−28, 68) | .642 |
3rd quartile | 276.5 | (63, 594) | .006 | 200.5 | (−24, 539) | .088 | 54.02 | (−8, 145) | .099 |
4th quartile | 183.4 | (−37, 524) | .119 | 80.6 | (−149, 441) | .556 | 50.13 | (−21, 156) | .196 |
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs compared to reference . | ||||||
---|---|---|---|---|---|---|---|---|---|
. | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . | Estimate ($) . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 504.9 | (324, 749) | <.001 | 187.9 | (58, 371) | .002 | 293.8 | (211, 401) | <.001 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | 110.8 | (4, 264) | .04 | 9.68 | (−95, 164) | .879 | 46.39 | (9, 99) | .012 |
75–79 | 92.69 | (−14, 248) | .099 | 41.61 | (−73, 211) | .535 | 32.01 | (−5, 84) | .094 |
≥80 | 256.7 | (116, 455) | <.001 | 207.4 | (59, 419) | .003 | 17.22 | (−17, 65) | .363 |
Gender | |||||||||
Female (reference) | |||||||||
Male | 75.38 | (−3, 187) | .063 | 100.8 | (4, 239) | .041 | 7.84 | (−16, 41) | .563 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 228.9 | (73, 452) | .001 | 432.5 | (207, 752) | <.001 | 68.75 | (18, 140) | .004 |
Hispanic or Others | −239 | (−293, −144) | <.001 | 45.98 | (−109, 281) | .619 | −59.1 | (−84, −20) | .006 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 296.2 | (164, 478) | <.001 | 258.9 | (118, 455) | <.001 | 100.9 | (57, 160) | <.001 |
2 | 593.5 | (372, 897) | <.001 | 528.5 | (303, 841) | <.001 | 189.5 | (119, 284) | <.001 |
≥3 | 1,359 | (967, 1881) | <.001 | 1,058 | (716, 1518) | <.001 | 441 | (319, 601) | <.001 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | 77.5 | (−108, 368) | .478 | 136.8 | (−78, 465) | .253 | −33.4 | (−83, 44) | .345 |
Colon | −767 | (−702, −827) | <.001 | −268 | (−349, −131) | .001 | −91.1 | (−107, −63) | <.001 |
Others | −132 | (−205, −15) | .031 | −27.4 | (−149, 157) | .729 | 133 | (72, 216) | <.001 |
Small intestine | 58.94 | (−37, 199) | .267 | 243.3 | (99, 446) | <.001 | 2.55 | (−27, 45) | .887 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | 117.8 | (−10, 305) | .076 | −62.4 | (−167, 97) | .389 | 85.09 | (32, 158) | <.001 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 135.1 | (8, 320) | .035 | 103.3 | (−38, 311) | .178 | 51.01 | (7, 113) | .02 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | 531.8 | (315, 832) | <.001 | 242.4 | (74, 483) | .002 | 303.2 | (206, 432) | <.001 |
Unknown | −44.4 | (−146, 113) | .522 | −81.5 | (−215, 128) | .387 | −11.2 | (−47, 42) | .631 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | 1272 | (896, 1,773) | <.001 | 269.3 | (96, 516) | <.001 | 994.4 | (762, 1293) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | 820.3 | (490, 1,286) | <.001 | 198.6 | (−6, 502) | 0.058 | 625.3 | (441, 872) | <.001 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 563.8 | (365, 832) | <.001 | 342 | (161, 597) | <.001 | −77.5 | (−91, −55) | <.001 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 973.1 | (465, 1,747) | <.001 | 976.8 | (471, 1733) | <.001 | 149 | (30, 330) | .008 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | 89.89 | (−49, 298) | .243 | 132.3 | (−39, 387) | 0.151 | 14.8 | (−30, 80) | .571 |
South | −198 | (−264, −87) | .002 | −322 | (−383, −212) | <.001 | −30.7 | (−62, 17) | .178 |
West | −22.9 | (−129, 140) | .741 | 1.64 | (−132, 204) | 0.984 | 4.65 | (−35, 63) | .847 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −88.5 | (−169, 37) | .145 | −149 | (−237, −9) | .039 | −32.6 | (−61, 10) | .118 |
3rd quartile | −49.6 | (−147, 101) | .46 | −99.7 | (−209, 70) | .213 | −41.2 | (−70, 4) | .067 |
4th quartile | −116 | (−208, 31) | .108 | −107 | (−226, 81) | .224 | −66.2 | (−93, −24) | .005 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 30.97 | (−93, 218) | .677 | −106 | (−222, 76) | .216 | 59.32 | (6, 135) | .024 |
3rd quartile | 85.92 | (−87, 352) | .386 | −26.3 | (−201, 249) | .819 | 64.79 | (−2, 163) | 0.06 |
4th quartile | 250.5 | (8, 622) | .041 | 153.1 | (−99, 545) | .28 | 134.2 | (41, 271) | .002 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 40.35 | (−74, 211) | .547 | 15.16 | (−115, 211) | .849 | 10.72 | (−28, 68) | .642 |
3rd quartile | 276.5 | (63, 594) | .006 | 200.5 | (−24, 539) | .088 | 54.02 | (−8, 145) | .099 |
4th quartile | 183.4 | (−37, 524) | .119 | 80.6 | (−149, 441) | .556 | 50.13 | (−21, 156) | .196 |
Abbreviation: CI, confidence interval.
Multivariate Regression Analysis for the cohort that died within the first year
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs . | ||||||
---|---|---|---|---|---|---|---|---|---|
Parameter . | Estimate . | CI . | p value . | Estimate . | CI . | p value . | Estimate . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 506.3 | (−694, 3,317) | .535 | −477 | (−1608, 2829) | .669 | 260.2 | (−28, 1009) | .1 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | −1,021 | (−2,054, 2,087) | .385 | −2,132 | (−3,139, 1,894) | .197 | 35.17 | (−221, 872) | .875 |
75–79 | −1,693 | (−2,408, 819) | .131 | −1,532 | (−2,799, 2,948) | .356 | −290 | (−375, 188) | .149 |
≥80 | −1,630 | (−2,289, 672) | .119 | −3,068 | (−3,498, −359) | .035 | −357 | (−398, 9) | .053 |
Gender | |||||||||
Female (reference) | |||||||||
Male | −944 | (−1,454, 598) | .163 | −1,270 | (−1,928, 1,032) | .189 | 64.32 | (−109, 557) | .62 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 959.5 | (−798, 5,169) | .402 | 1,165 | (−1,179, 7,365) | .471 | −59.6 | (−254, 623) | .771 |
Hispanic or others | 3,157 | (214, 9,779) | .028 | 2,459 | (−770, 10,783) | .203 | −283 | (−385, 255) | .188 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 3,046 | (636, 8,100) | .003 | 3,797 | (515, 11,326) | .011 | 100.9 | (−140, 809) | .573 |
2 | 4,407 | (1,217, 11,066) | <.001 | 5,205 | (1,047, 14,695) | .003 | −128 | (−281, 456) | .509 |
≥3 | 4,185 | (1,346, 9,925) | <.001 | 4,944 | (1,213, 13,194) | <.001 | 281.2 | (−46, 1,154) | .129 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | −38.2 | (−2,225, 6,361) | .984 | −1035 | (−3,361, 7,140) | .684 | −655 | (−643, −134) | .029 |
Colon | −2,644 | (−3,122, −294) | .036 | −4072 | (−4,343, −1,119) | .02 | 68.46 | (−237, 1,077) | .792 |
Others | −3,711 | (−3,470, −2,994) | <.001 | −5,457 | (−4772, −4838) | <.001 | 51.39 | (−192, 818) | .801 |
Small intestine | 1,435 | (−405, 5,635) | .177 | 1,868 | (−655, 8,176) | .218 | −77.4 | (−244, 511) | .675 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | −1,220 | (−1,941, 1,048) | .202 | −2,078 | (−2,813, 965) | .124 | 50.67 | (−174, 744) | .785 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 263.8 | (−1,213, 4,006) | .816 | 837.7 | (−1,429, 7,013) | .616 | −93.7 | (−266, 531) | .635 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | −286 | (−1,308, 2,393) | .755 | −1,799 | (−2,528, 1,036) | .145 | 560.3 | (96, 1,705) | .005 |
Unknown | −30.5 | (−1,338, 3,359) | .977 | 188.4 | (−1,714, 5,583) | .905 | −50 | (−245, 623) | .803 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | −1,970 | (−2,443, −45) | .047 | −5,898 | (−4,997, −5,701) | <.001 | 1811 | (723, 4,198) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | −3,092 | (−3,288, −1,374) | .007 | −6,570 | (−5,581, −6,154) | <.001 | 802.7 | (152, 2,450) | .003 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 6,194 | (2,588, 13,165) | <.001 | 6,586 | (2,235, 15,795) | <.001 | −70.2 | (−218, 440) | .664 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 1,336 | (−2,880, 15,434) | .698 | 1,148 | (−3,930, 20,282) | .801 | 155.7 | (−479, 3043) | .799 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | −348 | (−1,795, 3,667) | .792 | −1,078 | (−2,716, 4,373) | .558 | 44.14 | (−240, 990) | .859 |
South | −1,814 | (−2,447, 512) | .095 | −3,306 | (−3,692, −568) | .029 | −316 | (−387, 127) | .108 |
West | −1,810 | (−2,485, 645) | .108 | −2,144 | (−3,135, 1,834) | .191 | 166.7 | (−161, 1,159) | .48 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 45.97 | (−1,287, 3,469) | .966 | −215 | (−1,893, 4,706) | .888 | 295.3 | (−73, 1,319) | .177 |
3rd quartile | −1,241 | (−2,182, 1,711) | .289 | −2,232 | (−3,185, 1,680) | .173 | 119.4 | (−182, 1,051) | .605 |
4th quartile | −2,809 | (−3,199, −641) | .023 | −4,258 | (−4,430, −1,515) | .014 | −177 | (−358, 583) | .478 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 1,861 | (−493, 7.402) | .171 | 848.3 | (−1,633, 7,780) | .649 | 109.4 | (−199, 1,084) | .652 |
3rd quartile | 4,592 | (387, 14,500) | .022 | 4075 | (−754, 17,120) | .141 | 256.4 | (−211, 1,775) | .447 |
4th quartile | 7,043 | (1.184, 21,041) | .006 | 8173 | (621, 28,296) | .023 | 74.23 | (−342, 1,632) | .845 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −315 | (−1,655, 3,336) | .794 | −580 | (−2,316, 4,817) | .737 | 41.22 | (−229, 930) | .861 |
3rd quartile | 2,083 | (−971, 9,870) | .273 | 2024 | (−1,789, 13,064) | .448 | −105 | (−375, 977) | .736 |
4th quartile | 2,385 | (−1,125, 1,1641) | .28 | 1647 | (−2,361, 14,016) | .588 | −93.6 | (−419, 1275) | .802 |
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs . | ||||||
---|---|---|---|---|---|---|---|---|---|
Parameter . | Estimate . | CI . | p value . | Estimate . | CI . | p value . | Estimate . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 506.3 | (−694, 3,317) | .535 | −477 | (−1608, 2829) | .669 | 260.2 | (−28, 1009) | .1 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | −1,021 | (−2,054, 2,087) | .385 | −2,132 | (−3,139, 1,894) | .197 | 35.17 | (−221, 872) | .875 |
75–79 | −1,693 | (−2,408, 819) | .131 | −1,532 | (−2,799, 2,948) | .356 | −290 | (−375, 188) | .149 |
≥80 | −1,630 | (−2,289, 672) | .119 | −3,068 | (−3,498, −359) | .035 | −357 | (−398, 9) | .053 |
Gender | |||||||||
Female (reference) | |||||||||
Male | −944 | (−1,454, 598) | .163 | −1,270 | (−1,928, 1,032) | .189 | 64.32 | (−109, 557) | .62 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 959.5 | (−798, 5,169) | .402 | 1,165 | (−1,179, 7,365) | .471 | −59.6 | (−254, 623) | .771 |
Hispanic or others | 3,157 | (214, 9,779) | .028 | 2,459 | (−770, 10,783) | .203 | −283 | (−385, 255) | .188 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 3,046 | (636, 8,100) | .003 | 3,797 | (515, 11,326) | .011 | 100.9 | (−140, 809) | .573 |
2 | 4,407 | (1,217, 11,066) | <.001 | 5,205 | (1,047, 14,695) | .003 | −128 | (−281, 456) | .509 |
≥3 | 4,185 | (1,346, 9,925) | <.001 | 4,944 | (1,213, 13,194) | <.001 | 281.2 | (−46, 1,154) | .129 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | −38.2 | (−2,225, 6,361) | .984 | −1035 | (−3,361, 7,140) | .684 | −655 | (−643, −134) | .029 |
Colon | −2,644 | (−3,122, −294) | .036 | −4072 | (−4,343, −1,119) | .02 | 68.46 | (−237, 1,077) | .792 |
Others | −3,711 | (−3,470, −2,994) | <.001 | −5,457 | (−4772, −4838) | <.001 | 51.39 | (−192, 818) | .801 |
Small intestine | 1,435 | (−405, 5,635) | .177 | 1,868 | (−655, 8,176) | .218 | −77.4 | (−244, 511) | .675 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | −1,220 | (−1,941, 1,048) | .202 | −2,078 | (−2,813, 965) | .124 | 50.67 | (−174, 744) | .785 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 263.8 | (−1,213, 4,006) | .816 | 837.7 | (−1,429, 7,013) | .616 | −93.7 | (−266, 531) | .635 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | −286 | (−1,308, 2,393) | .755 | −1,799 | (−2,528, 1,036) | .145 | 560.3 | (96, 1,705) | .005 |
Unknown | −30.5 | (−1,338, 3,359) | .977 | 188.4 | (−1,714, 5,583) | .905 | −50 | (−245, 623) | .803 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | −1,970 | (−2,443, −45) | .047 | −5,898 | (−4,997, −5,701) | <.001 | 1811 | (723, 4,198) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | −3,092 | (−3,288, −1,374) | .007 | −6,570 | (−5,581, −6,154) | <.001 | 802.7 | (152, 2,450) | .003 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 6,194 | (2,588, 13,165) | <.001 | 6,586 | (2,235, 15,795) | <.001 | −70.2 | (−218, 440) | .664 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 1,336 | (−2,880, 15,434) | .698 | 1,148 | (−3,930, 20,282) | .801 | 155.7 | (−479, 3043) | .799 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | −348 | (−1,795, 3,667) | .792 | −1,078 | (−2,716, 4,373) | .558 | 44.14 | (−240, 990) | .859 |
South | −1,814 | (−2,447, 512) | .095 | −3,306 | (−3,692, −568) | .029 | −316 | (−387, 127) | .108 |
West | −1,810 | (−2,485, 645) | .108 | −2,144 | (−3,135, 1,834) | .191 | 166.7 | (−161, 1,159) | .48 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 45.97 | (−1,287, 3,469) | .966 | −215 | (−1,893, 4,706) | .888 | 295.3 | (−73, 1,319) | .177 |
3rd quartile | −1,241 | (−2,182, 1,711) | .289 | −2,232 | (−3,185, 1,680) | .173 | 119.4 | (−182, 1,051) | .605 |
4th quartile | −2,809 | (−3,199, −641) | .023 | −4,258 | (−4,430, −1,515) | .014 | −177 | (−358, 583) | .478 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 1,861 | (−493, 7.402) | .171 | 848.3 | (−1,633, 7,780) | .649 | 109.4 | (−199, 1,084) | .652 |
3rd quartile | 4,592 | (387, 14,500) | .022 | 4075 | (−754, 17,120) | .141 | 256.4 | (−211, 1,775) | .447 |
4th quartile | 7,043 | (1.184, 21,041) | .006 | 8173 | (621, 28,296) | .023 | 74.23 | (−342, 1,632) | .845 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −315 | (−1,655, 3,336) | .794 | −580 | (−2,316, 4,817) | .737 | 41.22 | (−229, 930) | .861 |
3rd quartile | 2,083 | (−971, 9,870) | .273 | 2024 | (−1,789, 13,064) | .448 | −105 | (−375, 977) | .736 |
4th quartile | 2,385 | (−1,125, 1,1641) | .28 | 1647 | (−2,361, 14,016) | .588 | −93.6 | (−419, 1275) | .802 |
Abbreviation: CI, confidence interval.
Multivariate Regression Analysis for the cohort that died within the first year
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs . | ||||||
---|---|---|---|---|---|---|---|---|---|
Parameter . | Estimate . | CI . | p value . | Estimate . | CI . | p value . | Estimate . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 506.3 | (−694, 3,317) | .535 | −477 | (−1608, 2829) | .669 | 260.2 | (−28, 1009) | .1 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | −1,021 | (−2,054, 2,087) | .385 | −2,132 | (−3,139, 1,894) | .197 | 35.17 | (−221, 872) | .875 |
75–79 | −1,693 | (−2,408, 819) | .131 | −1,532 | (−2,799, 2,948) | .356 | −290 | (−375, 188) | .149 |
≥80 | −1,630 | (−2,289, 672) | .119 | −3,068 | (−3,498, −359) | .035 | −357 | (−398, 9) | .053 |
Gender | |||||||||
Female (reference) | |||||||||
Male | −944 | (−1,454, 598) | .163 | −1,270 | (−1,928, 1,032) | .189 | 64.32 | (−109, 557) | .62 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 959.5 | (−798, 5,169) | .402 | 1,165 | (−1,179, 7,365) | .471 | −59.6 | (−254, 623) | .771 |
Hispanic or others | 3,157 | (214, 9,779) | .028 | 2,459 | (−770, 10,783) | .203 | −283 | (−385, 255) | .188 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 3,046 | (636, 8,100) | .003 | 3,797 | (515, 11,326) | .011 | 100.9 | (−140, 809) | .573 |
2 | 4,407 | (1,217, 11,066) | <.001 | 5,205 | (1,047, 14,695) | .003 | −128 | (−281, 456) | .509 |
≥3 | 4,185 | (1,346, 9,925) | <.001 | 4,944 | (1,213, 13,194) | <.001 | 281.2 | (−46, 1,154) | .129 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | −38.2 | (−2,225, 6,361) | .984 | −1035 | (−3,361, 7,140) | .684 | −655 | (−643, −134) | .029 |
Colon | −2,644 | (−3,122, −294) | .036 | −4072 | (−4,343, −1,119) | .02 | 68.46 | (−237, 1,077) | .792 |
Others | −3,711 | (−3,470, −2,994) | <.001 | −5,457 | (−4772, −4838) | <.001 | 51.39 | (−192, 818) | .801 |
Small intestine | 1,435 | (−405, 5,635) | .177 | 1,868 | (−655, 8,176) | .218 | −77.4 | (−244, 511) | .675 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | −1,220 | (−1,941, 1,048) | .202 | −2,078 | (−2,813, 965) | .124 | 50.67 | (−174, 744) | .785 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 263.8 | (−1,213, 4,006) | .816 | 837.7 | (−1,429, 7,013) | .616 | −93.7 | (−266, 531) | .635 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | −286 | (−1,308, 2,393) | .755 | −1,799 | (−2,528, 1,036) | .145 | 560.3 | (96, 1,705) | .005 |
Unknown | −30.5 | (−1,338, 3,359) | .977 | 188.4 | (−1,714, 5,583) | .905 | −50 | (−245, 623) | .803 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | −1,970 | (−2,443, −45) | .047 | −5,898 | (−4,997, −5,701) | <.001 | 1811 | (723, 4,198) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | −3,092 | (−3,288, −1,374) | .007 | −6,570 | (−5,581, −6,154) | <.001 | 802.7 | (152, 2,450) | .003 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 6,194 | (2,588, 13,165) | <.001 | 6,586 | (2,235, 15,795) | <.001 | −70.2 | (−218, 440) | .664 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 1,336 | (−2,880, 15,434) | .698 | 1,148 | (−3,930, 20,282) | .801 | 155.7 | (−479, 3043) | .799 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | −348 | (−1,795, 3,667) | .792 | −1,078 | (−2,716, 4,373) | .558 | 44.14 | (−240, 990) | .859 |
South | −1,814 | (−2,447, 512) | .095 | −3,306 | (−3,692, −568) | .029 | −316 | (−387, 127) | .108 |
West | −1,810 | (−2,485, 645) | .108 | −2,144 | (−3,135, 1,834) | .191 | 166.7 | (−161, 1,159) | .48 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 45.97 | (−1,287, 3,469) | .966 | −215 | (−1,893, 4,706) | .888 | 295.3 | (−73, 1,319) | .177 |
3rd quartile | −1,241 | (−2,182, 1,711) | .289 | −2,232 | (−3,185, 1,680) | .173 | 119.4 | (−182, 1,051) | .605 |
4th quartile | −2,809 | (−3,199, −641) | .023 | −4,258 | (−4,430, −1,515) | .014 | −177 | (−358, 583) | .478 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 1,861 | (−493, 7.402) | .171 | 848.3 | (−1,633, 7,780) | .649 | 109.4 | (−199, 1,084) | .652 |
3rd quartile | 4,592 | (387, 14,500) | .022 | 4075 | (−754, 17,120) | .141 | 256.4 | (−211, 1,775) | .447 |
4th quartile | 7,043 | (1.184, 21,041) | .006 | 8173 | (621, 28,296) | .023 | 74.23 | (−342, 1,632) | .845 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −315 | (−1,655, 3,336) | .794 | −580 | (−2,316, 4,817) | .737 | 41.22 | (−229, 930) | .861 |
3rd quartile | 2,083 | (−971, 9,870) | .273 | 2024 | (−1,789, 13,064) | .448 | −105 | (−375, 977) | .736 |
4th quartile | 2,385 | (−1,125, 1,1641) | .28 | 1647 | (−2,361, 14,016) | .588 | −93.6 | (−419, 1275) | .802 |
. | Overall incremental monthly costs compared to reference . | Incremental inpatient monthly costs compared to reference . | Incremental outpatient monthly costs . | ||||||
---|---|---|---|---|---|---|---|---|---|
Parameter . | Estimate . | CI . | p value . | Estimate . | CI . | p value . | Estimate . | CI . | p value . |
Carcinoid syndrome | |||||||||
Yes | 506.3 | (−694, 3,317) | .535 | −477 | (−1608, 2829) | .669 | 260.2 | (−28, 1009) | .1 |
No (reference) | |||||||||
Age | |||||||||
65–69 (reference) | |||||||||
70–74 | −1,021 | (−2,054, 2,087) | .385 | −2,132 | (−3,139, 1,894) | .197 | 35.17 | (−221, 872) | .875 |
75–79 | −1,693 | (−2,408, 819) | .131 | −1,532 | (−2,799, 2,948) | .356 | −290 | (−375, 188) | .149 |
≥80 | −1,630 | (−2,289, 672) | .119 | −3,068 | (−3,498, −359) | .035 | −357 | (−398, 9) | .053 |
Gender | |||||||||
Female (reference) | |||||||||
Male | −944 | (−1,454, 598) | .163 | −1,270 | (−1,928, 1,032) | .189 | 64.32 | (−109, 557) | .62 |
Race | |||||||||
Non‐Hispanic white (reference) | |||||||||
Non‐Hispanic black | 959.5 | (−798, 5,169) | .402 | 1,165 | (−1,179, 7,365) | .471 | −59.6 | (−254, 623) | .771 |
Hispanic or others | 3,157 | (214, 9,779) | .028 | 2,459 | (−770, 10,783) | .203 | −283 | (−385, 255) | .188 |
Comorbidity score | |||||||||
0 (reference) | |||||||||
1 | 3,046 | (636, 8,100) | .003 | 3,797 | (515, 11,326) | .011 | 100.9 | (−140, 809) | .573 |
2 | 4,407 | (1,217, 11,066) | <.001 | 5,205 | (1,047, 14,695) | .003 | −128 | (−281, 456) | .509 |
≥3 | 4,185 | (1,346, 9,925) | <.001 | 4,944 | (1,213, 13,194) | <.001 | 281.2 | (−46, 1,154) | .129 |
Site | |||||||||
Larynx, bronchus, lung, trachea, and other (reference) | |||||||||
Cecum and appendix | −38.2 | (−2,225, 6,361) | .984 | −1035 | (−3,361, 7,140) | .684 | −655 | (−643, −134) | .029 |
Colon | −2,644 | (−3,122, −294) | .036 | −4072 | (−4,343, −1,119) | .02 | 68.46 | (−237, 1,077) | .792 |
Others | −3,711 | (−3,470, −2,994) | <.001 | −5,457 | (−4772, −4838) | <.001 | 51.39 | (−192, 818) | .801 |
Small intestine | 1,435 | (−405, 5,635) | .177 | 1,868 | (−655, 8,176) | .218 | −77.4 | (−244, 511) | .675 |
Grade | |||||||||
Well‐differentiated (reference) | |||||||||
Moderately differentiated | −1,220 | (−1,941, 1,048) | .202 | −2,078 | (−2,813, 965) | .124 | 50.67 | (−174, 744) | .785 |
Urban/rural status | |||||||||
Nonmetropolitan (reference) | |||||||||
Metropolitan | 263.8 | (−1,213, 4,006) | .816 | 837.7 | (−1,429, 7,013) | .616 | −93.7 | (−266, 531) | .635 |
Stage | |||||||||
Local/regional (reference) | |||||||||
Distant | −286 | (−1,308, 2,393) | .755 | −1,799 | (−2,528, 1,036) | .145 | 560.3 | (96, 1,705) | .005 |
Unknown | −30.5 | (−1,338, 3,359) | .977 | 188.4 | (−1,714, 5,583) | .905 | −50 | (−245, 623) | .803 |
Chemotherapy | |||||||||
No (reference) | |||||||||
Yes | −1,970 | (−2,443, −45) | .047 | −5,898 | (−4,997, −5,701) | <.001 | 1811 | (723, 4,198) | <.001 |
Radiotherapy | |||||||||
No (reference) | |||||||||
Yes | −3,092 | (−3,288, −1,374) | .007 | −6,570 | (−5,581, −6,154) | <.001 | 802.7 | (152, 2,450) | .003 |
Resection of primary tumors | |||||||||
No (reference) | |||||||||
Yes | 6,194 | (2,588, 13,165) | <.001 | 6,586 | (2,235, 15,795) | <.001 | −70.2 | (−218, 440) | .664 |
Resection of liver metastasis | |||||||||
No (reference) | |||||||||
Yes | 1,336 | (−2,880, 15,434) | .698 | 1,148 | (−3,930, 20,282) | .801 | 155.7 | (−479, 3043) | .799 |
Region | |||||||||
Midwest (reference) | |||||||||
Northeast | −348 | (−1,795, 3,667) | .792 | −1,078 | (−2,716, 4,373) | .558 | 44.14 | (−240, 990) | .859 |
South | −1,814 | (−2,447, 512) | .095 | −3,306 | (−3,692, −568) | .029 | −316 | (−387, 127) | .108 |
West | −1,810 | (−2,485, 645) | .108 | −2,144 | (−3,135, 1,834) | .191 | 166.7 | (−161, 1,159) | .48 |
Census tract % with at least high school diploma education in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 45.97 | (−1,287, 3,469) | .966 | −215 | (−1,893, 4,706) | .888 | 295.3 | (−73, 1,319) | .177 |
3rd quartile | −1,241 | (−2,182, 1,711) | .289 | −2,232 | (−3,185, 1,680) | .173 | 119.4 | (−182, 1,051) | .605 |
4th quartile | −2,809 | (−3,199, −641) | .023 | −4,258 | (−4,430, −1,515) | .014 | −177 | (−358, 583) | .478 |
Census tract median income in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | 1,861 | (−493, 7.402) | .171 | 848.3 | (−1,633, 7,780) | .649 | 109.4 | (−199, 1,084) | .652 |
3rd quartile | 4,592 | (387, 14,500) | .022 | 4075 | (−754, 17,120) | .141 | 256.4 | (−211, 1,775) | .447 |
4th quartile | 7,043 | (1.184, 21,041) | .006 | 8173 | (621, 28,296) | .023 | 74.23 | (−342, 1,632) | .845 |
Census tract % below poverty level in quartile | |||||||||
1st quartile (reference) | |||||||||
2nd quartile | −315 | (−1,655, 3,336) | .794 | −580 | (−2,316, 4,817) | .737 | 41.22 | (−229, 930) | .861 |
3rd quartile | 2,083 | (−971, 9,870) | .273 | 2024 | (−1,789, 13,064) | .448 | −105 | (−375, 977) | .736 |
4th quartile | 2,385 | (−1,125, 1,1641) | .28 | 1647 | (−2,361, 14,016) | .588 | −93.6 | (−419, 1275) | .802 |
Abbreviation: CI, confidence interval.
Among the group who died within the first year of diagnosis, the association between carcinoid syndrome and costs were much less prominent. The associations for total, inpatient, and outpatient monthly costs were no longer significant at p values of 0.535, 0.669, and 0.1, respectively.
Figure 1A–1C depict the time trend pattern of monthly costs during the first year of diagnosis for total, inpatient, and outpatient costs. Figure 1A shows that all patients incurred high costs in the initial months; patients who survived the whole year had much lower costs after the initial time period, while patients who died within the first year incurred high costs towards the end of life and showed a classic U‐shape with high costs during initial and terminal phases. Figure 1A also shows that patients with carcinoid syndrome had higher costs than patients without. Figure 1B showed a similar time trend for inpatient costs. Patient who survived the whole year had a downward trend in inpatient costs, while patients who died had a U‐shaped curve. The difference between patients with and without syndrome was not as obvious as in Figure 1A. Figure 1C shows the pattern for outpatient costs. It is interesting that among patients alive throughout the first year, those without the syndrome had a substantial drop in outpatient costs, while patients with the syndrome maintained a stable outpatient cost during the year. Figure 1C also showed that the outpatient costs for patients who died within the year did not show the U‐shape observed in total and inpatient costs.

(A): Total costs by month after diagnosis. (B): Inpatient costs by month after diagnosis. (C): Outpatient costs by month after diagnosis.
Abbreviations: syndrome, carcinoid syndrome.
Discussion
This study is the first one in the literature that examines the health care costs associated with carcinoid syndrome among NET patients. We compared the overall, inpatient, and outpatient costs between patients with and without the syndrome from the payer's perspective. We separately analyzed patients who survived the first year of diagnosis and patients who died within the first year. Among patients alive throughout the first year, the unadjusted analyses showed that total median monthly costs were above $1,000 higher ($3,801 vs. $2,481) for patients with the syndrome compared with patients without, with approximately half of the difference each coming from inpatient and outpatient costs. We found that carcinoid syndrome was significantly associated with higher health care costs including overall, inpatient and outpatient costs even after controlling for clinical factors, treatment received, demographics, and neighborhood SES among patients alive throughout the first year. We found that patients with a comorbidity score above two incurred much higher costs compared to patients who had no comorbidities. This finding is consistent with the literature on the impact of comorbidities on health care costs among cancer patients. For example, one study on newly diagnosed cancer patients found that patients with four or more comorbid conditions were much more likely (OR = 2.5, 95% CI: 2.26 to 2.76) to be in the top 10% in terms of health spending [17]. Another study estimated that the increase in cancer treatment cost associated with the chronic conditions during the first 6 months after cancer diagnosis ranged from $4,385 for cardiac disease to $11,009 for mental health disorders [18]. Our estimates of increase in health care costs per month ranging from $296 to $1,359 depending on the number of comorbidities is in line with the above estimates and confirms the large impact of comorbidities on health care costs in the NET population.
As patients with the syndrome were much more likely to receive somatostatin analog, which could be a major source of higher cost, we further examined the overall, inpatient, and outpatient costs, excluding somatostatin analog related claims. We identified claims related to somatostatin analog usage based on Healthcare Common Procedure Coding System codes (J‐2353, J‐2352, J‐1930) and National Drug Code codes (00078034061, 00078034084, 00078034161, 00078034184, 00078034261, 00078034284, 15054006001, 15054009001, 15054012001, 15054012002). The detailed results are presented in Table 4. We found that the median overall monthly cost of patients with the syndrome was reduced by about $600 a month after excluding somatostatin analog‐related costs with most of the difference originating from outpatient costs, while the median costs for patients without the syndrome did not change much after the exclusion. After excluding somatostatin analog‐related costs, the difference in outpatient costs was much smaller at around $200. However, patients with the syndrome still had higher inpatient costs than patients without the syndrome. It suggests that patients with the syndrome have a higher disease burden even after controlling for the use of symptom control drugs, or that initial therapy involves more frequent use of surgery and/or selective internal radiotherapy in the inpatient setting to reduce symptom burden in patients with carcinoid syndrome. This is in line with our finding in Table 1 that patients with the syndrome were much more likely to have ER admission and hospitalizations. This could be related to delayed initiation of somatostatin analogue therapy after diagnosis. Secondly, even in patients initiated on somatostatin analogue therapy, they could be on subtherapeutic doses. In fact, we have previously shown that the majority of elderly patients with carcinoid syndrome do not have somatostatin analogue therapy initiated within the first 6 months after diagnosis [19], and even in those who received somatostatin analogue therapy, 36% received dosages lower than the recommended 20 mg per 28 days [20]. Further, data from clinical studies of octreotide showed that patients who received appropriate therapy may have improved but still residual diarrhea [8]. Finally, these inpatient admissions and ER visits could be related to other complications of carcinoid syndrome, such as abdominal cramping or carcinoid heart disease.
Comparison of the non‐somatostatin‐analogue‐related costs between patients with or without syndrome in the cohort alive throughout the first year
. | With syndrome (n = 1,092) . | Without syndrome (n = 3,975) . | p value . |
---|---|---|---|
Total monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 4,073.78 (3,501.48) | 3,121.87 (3,232.27) | |
Median | 3,318.23 | 2,437.81 | |
Outpatient monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 1,252.69 (1,289.17) | 993.32(1,127.85) | |
Median | 868.41 | 664.08 | |
Inpatient monthly costs excluding somatostatin‐analogue ‐related costs ($) | < .0001 | ||
Mean (SD) | 2,821.09 (3,051.76) | 2,128.55 (2,759.75) | |
Median | 2,251.39 | 1,625.35 |
. | With syndrome (n = 1,092) . | Without syndrome (n = 3,975) . | p value . |
---|---|---|---|
Total monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 4,073.78 (3,501.48) | 3,121.87 (3,232.27) | |
Median | 3,318.23 | 2,437.81 | |
Outpatient monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 1,252.69 (1,289.17) | 993.32(1,127.85) | |
Median | 868.41 | 664.08 | |
Inpatient monthly costs excluding somatostatin‐analogue ‐related costs ($) | < .0001 | ||
Mean (SD) | 2,821.09 (3,051.76) | 2,128.55 (2,759.75) | |
Median | 2,251.39 | 1,625.35 |
Comparison of the non‐somatostatin‐analogue‐related costs between patients with or without syndrome in the cohort alive throughout the first year
. | With syndrome (n = 1,092) . | Without syndrome (n = 3,975) . | p value . |
---|---|---|---|
Total monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 4,073.78 (3,501.48) | 3,121.87 (3,232.27) | |
Median | 3,318.23 | 2,437.81 | |
Outpatient monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 1,252.69 (1,289.17) | 993.32(1,127.85) | |
Median | 868.41 | 664.08 | |
Inpatient monthly costs excluding somatostatin‐analogue ‐related costs ($) | < .0001 | ||
Mean (SD) | 2,821.09 (3,051.76) | 2,128.55 (2,759.75) | |
Median | 2,251.39 | 1,625.35 |
. | With syndrome (n = 1,092) . | Without syndrome (n = 3,975) . | p value . |
---|---|---|---|
Total monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 4,073.78 (3,501.48) | 3,121.87 (3,232.27) | |
Median | 3,318.23 | 2,437.81 | |
Outpatient monthly costs excluding somatostatin‐analogue‐related costs ($) | < .0001 | ||
Mean (SD) | 1,252.69 (1,289.17) | 993.32(1,127.85) | |
Median | 868.41 | 664.08 | |
Inpatient monthly costs excluding somatostatin‐analogue ‐related costs ($) | < .0001 | ||
Mean (SD) | 2,821.09 (3,051.76) | 2,128.55 (2,759.75) | |
Median | 2,251.39 | 1,625.35 |
Patients who died within the first year incurred much higher costs, with total monthly costs above $15,000 regardless of carcinoid syndrome presence. Among this group, after adjusting for clinical factors, treatment received, demographics, and neighborhood SES, the significant association between carcinoid syndrome and costs vanished. This is probably due to the overwhelmingly higher cost of terminal care, which is often accompanied by more frequent hospital admissions than earlier phases of disease.
Additionally, we showed the time pattern of health care costs incurred during the first year. All NET patients incurred very high costs during the initial months, when a substantial amount of diagnostic testing and possible interventions (such as surgeries) occur. The total cost in the first month was above $10,000 for almost all patients and was above $30,000 for some groups. Patients who survived had a clear downward trend in total costs, stabilizing around $3,000 in later months, while patients who died had the typical U‐shaped curve showing high terminal care costs. The figures also showed that the high terminal care was mostly originated from high inpatient costs, while outpatient costs were much lower. One interesting observation is that among patients who survived the whole year, outpatient costs dropped significantly towards the later months for those who did not have carcinoid syndrome, while outpatient costs remained high during the whole year for those who had carcinoid syndrome. This is probably because some patients who did not have syndrome might have been on active surveillance without much need for office visits, while patients with the syndrome visited the physician's office regularly for somatostatin analogues treatment to control the symptoms. Additionally, since carcinoid syndrome is generally associated with more advanced stages of disease, it is possible that patients with carcinoid syndrome were seen more often due to complications of more advanced disease.
Our study is based on SEER‐Medicare data and, therefore, has the limitations common among observational studies. First, the presence of carcinoid syndrome was derived from Medicare claims. It is possible that there might be miscoding and inaccuracies in the claims. Second, in this study we focused on the health care costs of NET patients during the first year after diagnosis, for which we have sufficient complete data. In examining the health care cost time pattern for patients who survived the full year and patients who died within the year, we found that patients who survived the first year had relatively stable costs during the second half of the year, while patients who died showed high terminal care costs. Therefore, we expect that patients who survived for more than 1 year will continue to have reasonably stable health care costs at a level close to the end of the first year until they reach their terminal phase when the costs rise up again. Last, we focused on elderly patients because the data source used was SEER‐Medicare and the Medicare program mainly covers patients above 65 years old. This may limit the generalizability of this study to younger groups who are more likely to have private insurance, possibly of greatest relevance in thymic and appendiceal NETs, which have younger median ages of diagnosis. Nevertheless, as Medicare is the single largest payer for health care in the U.S. and Medicare reimbursement rate is widely accepted as a benchmark in the industry, studying the health care costs from the perspective of Medicare is common and widely accepted in the literature [21].
Of particular note, the temporal pattern of resource utilization is different for patients with carcinoid syndrome as compared with that of patients with nonfunctional tumors. Therefore, it is less likely that patients with carcinoid syndrome merely represent a more advanced stage of the same disease, and, rather, suggests that carcinoid syndrome is an independent predictor of health care costs. An economic argument for improved carcinoid syndrome control is therefore feasible, depending upon the cost of any intervention to further reduce symptom burden and the resultant health care costs.
Conclusion
This study demonstrated and quantified for the first time in the literature the additional costs associated with carcinoid syndrome in elderly NET patients during the first year of diagnosis. Such information may help stakeholders in the health care industry to efficiently allocate resources for NET patients.
Acknowledgments
This study used the linked the Surveillance, Epidemiology, and End Results (SEER) Medicare database. The interpretation and reporting of these data are the sole responsibility of the authors. We acknowledge the efforts of the Applied Research Program, National Cancer Institute; the Office of Research, Development and Information, CMS; Information Management Services (IMS), Inc.; and the SEER Program tumor registries in the creation of the SEER‐Medicare database. This work was supported in part by Ipsen. The funder sponsored the purchase of Surveillance, Epidemiology, and End Results Medicare data and provided funding for analytical support. All authors had unrestricted access to the final study data on request, were responsible for data interpretation, manuscript preparation, and the decision to submit for publication, and attest to the completeness and accuracy of the data and statistical analysis.
Author Contributions
Conception/design: Chan Shen, Daniel M. Halperin, Arvind Dasari, Shouhao Zhou, James C. Yao, Ya‐Chen Tina Shih
Collection and/or assembly of data: Chan Shen, Yiyi Chu, Shouhao Zhou
Data analysis and interpretation: Chan Shen, Yiyi Chu, Daniel M. Halperin, Arvind Dasari, Shouhao Zhou, Ying Xu, James C. Yao, Ya‐Chen Tina Shih
Manuscript writing: Chan Shen, Yiyi Chu, Daniel M. Halperin, Arvind Dasari, Shouhao Zhou, Ying Xu, James C. Yao, Ya‐Chen Tina Shih
Final approval of manuscript: Chan Shen, Yiyi Chu, Daniel M. Halperin, Arvind Dasari, Shouhao Zhou, Ying Xu, James C. Yao, Ya‐Chen Tina Shih
Disclosures
Daniel Halperin: Novartis (C/A, RF), Ipsen, Dicerna, Genentech/Roche (RF), Oxigene (C/A). The other authors indicated no financial relationships.
(C/A) Consulting/advisory relationship; (RF) Research funding; (E) Employment; (ET) Expert testimony; (H) Honoraria received; (OI) Ownership interests; (IP) Intellectual property rights/inventor/patent holder; (SAB) Scientific advisory board
References
Overview of the SEER Program. Available at http://seer.cancer.gov/about/overview.html. Accessed May 19,
Databases, Tables & Calculators by Subject. Available at http://www.bls.gov/data/. Accessed May 19,
Author notes
Disclosures of potential conflicts of interest may be found at the end of this article.