Table 1.

Crohn’s Disease Algorithm Case Definitions, Characteristics of Validation Studies for Each Definition, and Studies Citing the Definition.

DefinitionSpecific Definition and Diagnostic AccuracyCharacteristics of Validation StudyReference
≥1 ICD diagnosis code≥1 ICD-8 563.0 or ICD-9 555.x code during hospitalization

No mention of exclusions

PPV 87%
United Kingdom
Barton 1989
Validation years: 1968-1983
Inpatient only
No minimum follow-up
Pediatric (≤20 y)
37
≥1 ICD diagnosis code≥1 ICD-8 563.01 during hospitalization

If 563.19 or 569.04 then exclude

Sensitivity 94%
Denmark
Fonager 1996
Validation years: 1988-1992
Inpatient only
No minimum follow-up
No age restriction
58
≥1 ICD diagnosis code≥1 ICD-9 555.x during hospitalization

If 556.x then exclude

Sensitivity 82%
Italy
Di Domenicantonio 2014
Validation years: 2000-2009
Inpatient only
No minimum follow-up
No age restriction
18
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

PPV 18%-67%
United States
Herrinton 2007
Validation years: 1999-2001
Inpatient or outpatient
No minimum follow-up
No age restriction
45
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 83%
PPV 74%-82%
United States
Herrinton 2008
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
55
≥1 ICD diagnosis code≥1 ICD-9 555.0, 555.1, 555.2 or 555.9 in inpatient or outpatient setting

No mention of exclusions for UC. Excluded unspecified intestinal obstruction (560.9).

Sensitivity 92%
Specificity 99%
PPV 88%
NPV 99%
United States
Thirumurthi 2010
Validation years: 2000-2004
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
34
≥1 ICD diagnosis code≥1 ICD-10 K50.x as primary diagnosis during hospitalization

No mention of exclusions

Sensitivity 98%
NPV 99%
Canada
Stepaniuk 2015
Validation years: 2007-2012
Inpatient only
No minimum follow-up
Adults (≥65 y)
8
≥1 ICD diagnosis code≥1 ICD-10 K50.0, K50.1 or K50.8 during hospitalization

If K51.x then exclude

Sensitivity 30%-95%
Specificity 89%-99%
PPV 67%-97%
NPV 66%-99%
Canada
Ma 2017
Validation year: 2011
Inpatient only
No minimum follow-up
Adults (≥18 y)
44
≥1 ICD diagnosis code≥1 ICD-10-CM code

No mention of exclusions

Sensitivity: 95%
Specificity: 93%
PPV: 91%
NPV: 97%
Denmark
Lo 2020
Validation years: 2003-2011
Inpatient and outpatient
No minimum follow-up
No age restriction
1
≥1 ICD diagnosis code and prescription≥1 ICD-10-CM K50.x code with 0 K51.x and 0 M35.x and ≥1 medication

If K51.x or M35.x then exclude

Sensitivity: 100%
Specificity: 99%
PPV: 97%
NPV: 100%
Japan
Morikubo 2021
Validation years: 2015-2019
Inpatient and Outpatient
No minimum follow-up
No age restriction
0
≥1 ICD diagnosis code≥1 OXMIS/Read code 5630CR, 5630C, 5630ER, 0092LR in primary care records

If 5631 then exclude

Sensitivity 94%
United Kingdom
Lewis 2002
Validation year: 1988-1997
Primary care only
No minimum follow-up
No age restrictions
46
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-9 555.x in electronic health record
AND ≥1 mention of 5-aminosalicylate, antibiotic, corticosteroid, immunomodulator, anti-TNF or natalizumab

Excluded if had code for rheumatoid arthritis (714.x) or multiple sclerosis (340, 341.9, 323.9). Determined CD vs UC based on proportion.

PPV 100%
United States
Restrepo 2016
Validation years: Not reported
Electronic health record (presumably inpatient or outpatient)
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription≥1 code and recorded in the SWIBREG Quality Register and received a biologic

No mention of exclusions

Sensitivity: 90%
Specificity: 96%
PPV: 97%
Sweden
Shrestha 2020
Validation years: 1999-2017
Included in Register
No minimum follow-up
No age restriction
3
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-10 K50.x code and ≥1 prescription for 5-aminosalicylate, immunomodulator, anti-TNF

No mention of exclusions

Sensitivity: 98%
Specificity: 98%
PPV: 98%
NPV: 98%
South Korea
Lee 2019
Validation year: 2011
Inpatient or outpatient
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription and met criteria for diagnosis based on NLP algorithm≥1 ICD-9 555.x in inpatient or outpatient setting AND ≥1 electronic prescription for 5-aminosalicylate, corticosteroids, immunomodulator or anti-TNF
AND NLP definition met

No mention of exclusions

Sensitivity 69%-72%
Specificity 97%
PPV 98%
AUC 0.95
United States
Ananthakrishnan 2013
Liao 2015
Validation years: Not reported
Inpatient or outpatient
No minimum follow-up
No age restriction
75 & 98
≥1 ICD diagnosis code and included in registry≥1 ICD-10 K50.x in inpatient or outpatient setting
AND registered in rare disease database as Crohn’s disease (RID V130)

No mention of exclusions

Sensitivity 94.5%-98.3%
Specificity 93.5%
South Korea
Soh 2019 validated 2010-2013
Park 2018 validated 2010-2013
Kim 2015 validated 2006-2012
Inpatient or outpatient
No minimum follow-up
No age restriction
10 & 19 & 58
≥1 ICD diagnosis code and included in registry≥1 ICD-7 572.00, 572.09; ICD-8 563.00; ICD-9 555.x; or ICD-10 K50.x code in inpatient or outpatient specialty visit AND registered at least once in a national IBD registry

Mixed CD and UC codes considered IBD-U

PPV 90%
Sweden
Jakobsson 2017
Validation years: 1987-2015
Inpatient or outpatient specialty visit
No minimum follow-up
No age restriction
28
≥2 diagnosis codes≥2 ICD-9 555.x codes with ≥1 outpatient

If 556.x then exclude

PPV 84%
United States
Hou 2014
Validation years: 1999-2009
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
35
≥2 diagnosis codes≥2 ICD-9-CM 555.x codes with ≥1 colonoscopy on same date as a 555.x code

If 556.x then exclude

Sensitivity: 49%
Specificity: 88%
PPV: 81%
United States
Singla 2020
Validation years: 1996-2012
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
1
≥3 diagnosis codes ≥3 ICD-9-CM 555.x codes from a gastroenterologist or surgeon

If 556.x or 558.x then exclude

Sensitivity: 71%
Specificity: 86%
PPV: 84%
United States
Limketkai 2019
Validation years: 1998-2011
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
2
≥2 ICD diagnosis codes≥2 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 82%
PPV 88%
United States
Liu 2009
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
21
≥3 diagnosis codes≥3 ICD-8 563.x or ICD-10 K50.x in inpatient or outpatient setting

No mention of exclusions

PPV: 75%
Denmark
Rye 2021
Validation years: 1998-2015
Inpatient or outpatient
No minimum follow-up
Age ≥50 y
0
Number of ICD encounters within a time period≥2 hospitalizations or ≥4 physician claims or ≥2 ambulatory surgery visits for ICD-9 555.x or ICD-10 K50.x within 2 y

Used number of CD visits among IBD visits to distinguish CD from UC

Sensitivity: 94%
Specificity: 99%
Canada
Rezaie 2012
Validation years: 1997-2007
Inpatient or outpatient
No minimum follow-up
No age restriction
24
Number of ICD encounters within a time period≥9 ICD-9 555.x or 556.x or ICD-10 K50.x or K51.x. 5/9 of the most recent visits must be for CD (ICD-9 555.x or ICD-10 K50.x). All 9 codes must occur within a 4-y period.

Accuracy 95.6%
Canada
Benchimol 2014
Validation years: 2001-2006
Inpatient or outpatient
No minimum follow-up
Adults (≥18 y)
58
Number of ICD encounters within a time period≥7 IBD physician visits: ≥5 of last 7 coded for CD (555.x, K50.x)
<7 IBD physician visits: All visits for ICD-9 555.x or ICD-10 K50.x
All visits within a 3-y period.

Sensitivity: 95%
Specificity: 86%
PPV: 92%
NPV: 91%
Canada
Benchimol 2009
Validation years: 2001-2005
Outpatient
No minimum follow-up
Pediatric (<18 y)
109
Number of ICD encounters within a time periodFor residents of the province for ≥2 years: ≥5 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x
For residents of the province for <2 years: ≥3 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x

If a combination of CD and UC codes observed, required at least 9 codes. If majority of 9 most recent codes are 555.x then CD.

Sensitivity 89%
Specificity 90%
Canada
Bernstein 1999
Validation years: 1984-1995
Inpatient or outpatient
No minimum follow-up
No age restriction
147
DefinitionSpecific Definition and Diagnostic AccuracyCharacteristics of Validation StudyReference
≥1 ICD diagnosis code≥1 ICD-8 563.0 or ICD-9 555.x code during hospitalization

No mention of exclusions

PPV 87%
United Kingdom
Barton 1989
Validation years: 1968-1983
Inpatient only
No minimum follow-up
Pediatric (≤20 y)
37
≥1 ICD diagnosis code≥1 ICD-8 563.01 during hospitalization

If 563.19 or 569.04 then exclude

Sensitivity 94%
Denmark
Fonager 1996
Validation years: 1988-1992
Inpatient only
No minimum follow-up
No age restriction
58
≥1 ICD diagnosis code≥1 ICD-9 555.x during hospitalization

If 556.x then exclude

Sensitivity 82%
Italy
Di Domenicantonio 2014
Validation years: 2000-2009
Inpatient only
No minimum follow-up
No age restriction
18
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

PPV 18%-67%
United States
Herrinton 2007
Validation years: 1999-2001
Inpatient or outpatient
No minimum follow-up
No age restriction
45
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 83%
PPV 74%-82%
United States
Herrinton 2008
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
55
≥1 ICD diagnosis code≥1 ICD-9 555.0, 555.1, 555.2 or 555.9 in inpatient or outpatient setting

No mention of exclusions for UC. Excluded unspecified intestinal obstruction (560.9).

Sensitivity 92%
Specificity 99%
PPV 88%
NPV 99%
United States
Thirumurthi 2010
Validation years: 2000-2004
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
34
≥1 ICD diagnosis code≥1 ICD-10 K50.x as primary diagnosis during hospitalization

No mention of exclusions

Sensitivity 98%
NPV 99%
Canada
Stepaniuk 2015
Validation years: 2007-2012
Inpatient only
No minimum follow-up
Adults (≥65 y)
8
≥1 ICD diagnosis code≥1 ICD-10 K50.0, K50.1 or K50.8 during hospitalization

If K51.x then exclude

Sensitivity 30%-95%
Specificity 89%-99%
PPV 67%-97%
NPV 66%-99%
Canada
Ma 2017
Validation year: 2011
Inpatient only
No minimum follow-up
Adults (≥18 y)
44
≥1 ICD diagnosis code≥1 ICD-10-CM code

No mention of exclusions

Sensitivity: 95%
Specificity: 93%
PPV: 91%
NPV: 97%
Denmark
Lo 2020
Validation years: 2003-2011
Inpatient and outpatient
No minimum follow-up
No age restriction
1
≥1 ICD diagnosis code and prescription≥1 ICD-10-CM K50.x code with 0 K51.x and 0 M35.x and ≥1 medication

If K51.x or M35.x then exclude

Sensitivity: 100%
Specificity: 99%
PPV: 97%
NPV: 100%
Japan
Morikubo 2021
Validation years: 2015-2019
Inpatient and Outpatient
No minimum follow-up
No age restriction
0
≥1 ICD diagnosis code≥1 OXMIS/Read code 5630CR, 5630C, 5630ER, 0092LR in primary care records

If 5631 then exclude

Sensitivity 94%
United Kingdom
Lewis 2002
Validation year: 1988-1997
Primary care only
No minimum follow-up
No age restrictions
46
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-9 555.x in electronic health record
AND ≥1 mention of 5-aminosalicylate, antibiotic, corticosteroid, immunomodulator, anti-TNF or natalizumab

Excluded if had code for rheumatoid arthritis (714.x) or multiple sclerosis (340, 341.9, 323.9). Determined CD vs UC based on proportion.

PPV 100%
United States
Restrepo 2016
Validation years: Not reported
Electronic health record (presumably inpatient or outpatient)
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription≥1 code and recorded in the SWIBREG Quality Register and received a biologic

No mention of exclusions

Sensitivity: 90%
Specificity: 96%
PPV: 97%
Sweden
Shrestha 2020
Validation years: 1999-2017
Included in Register
No minimum follow-up
No age restriction
3
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-10 K50.x code and ≥1 prescription for 5-aminosalicylate, immunomodulator, anti-TNF

No mention of exclusions

Sensitivity: 98%
Specificity: 98%
PPV: 98%
NPV: 98%
South Korea
Lee 2019
Validation year: 2011
Inpatient or outpatient
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription and met criteria for diagnosis based on NLP algorithm≥1 ICD-9 555.x in inpatient or outpatient setting AND ≥1 electronic prescription for 5-aminosalicylate, corticosteroids, immunomodulator or anti-TNF
AND NLP definition met

No mention of exclusions

Sensitivity 69%-72%
Specificity 97%
PPV 98%
AUC 0.95
United States
Ananthakrishnan 2013
Liao 2015
Validation years: Not reported
Inpatient or outpatient
No minimum follow-up
No age restriction
75 & 98
≥1 ICD diagnosis code and included in registry≥1 ICD-10 K50.x in inpatient or outpatient setting
AND registered in rare disease database as Crohn’s disease (RID V130)

No mention of exclusions

Sensitivity 94.5%-98.3%
Specificity 93.5%
South Korea
Soh 2019 validated 2010-2013
Park 2018 validated 2010-2013
Kim 2015 validated 2006-2012
Inpatient or outpatient
No minimum follow-up
No age restriction
10 & 19 & 58
≥1 ICD diagnosis code and included in registry≥1 ICD-7 572.00, 572.09; ICD-8 563.00; ICD-9 555.x; or ICD-10 K50.x code in inpatient or outpatient specialty visit AND registered at least once in a national IBD registry

Mixed CD and UC codes considered IBD-U

PPV 90%
Sweden
Jakobsson 2017
Validation years: 1987-2015
Inpatient or outpatient specialty visit
No minimum follow-up
No age restriction
28
≥2 diagnosis codes≥2 ICD-9 555.x codes with ≥1 outpatient

If 556.x then exclude

PPV 84%
United States
Hou 2014
Validation years: 1999-2009
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
35
≥2 diagnosis codes≥2 ICD-9-CM 555.x codes with ≥1 colonoscopy on same date as a 555.x code

If 556.x then exclude

Sensitivity: 49%
Specificity: 88%
PPV: 81%
United States
Singla 2020
Validation years: 1996-2012
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
1
≥3 diagnosis codes ≥3 ICD-9-CM 555.x codes from a gastroenterologist or surgeon

If 556.x or 558.x then exclude

Sensitivity: 71%
Specificity: 86%
PPV: 84%
United States
Limketkai 2019
Validation years: 1998-2011
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
2
≥2 ICD diagnosis codes≥2 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 82%
PPV 88%
United States
Liu 2009
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
21
≥3 diagnosis codes≥3 ICD-8 563.x or ICD-10 K50.x in inpatient or outpatient setting

No mention of exclusions

PPV: 75%
Denmark
Rye 2021
Validation years: 1998-2015
Inpatient or outpatient
No minimum follow-up
Age ≥50 y
0
Number of ICD encounters within a time period≥2 hospitalizations or ≥4 physician claims or ≥2 ambulatory surgery visits for ICD-9 555.x or ICD-10 K50.x within 2 y

Used number of CD visits among IBD visits to distinguish CD from UC

Sensitivity: 94%
Specificity: 99%
Canada
Rezaie 2012
Validation years: 1997-2007
Inpatient or outpatient
No minimum follow-up
No age restriction
24
Number of ICD encounters within a time period≥9 ICD-9 555.x or 556.x or ICD-10 K50.x or K51.x. 5/9 of the most recent visits must be for CD (ICD-9 555.x or ICD-10 K50.x). All 9 codes must occur within a 4-y period.

Accuracy 95.6%
Canada
Benchimol 2014
Validation years: 2001-2006
Inpatient or outpatient
No minimum follow-up
Adults (≥18 y)
58
Number of ICD encounters within a time period≥7 IBD physician visits: ≥5 of last 7 coded for CD (555.x, K50.x)
<7 IBD physician visits: All visits for ICD-9 555.x or ICD-10 K50.x
All visits within a 3-y period.

Sensitivity: 95%
Specificity: 86%
PPV: 92%
NPV: 91%
Canada
Benchimol 2009
Validation years: 2001-2005
Outpatient
No minimum follow-up
Pediatric (<18 y)
109
Number of ICD encounters within a time periodFor residents of the province for ≥2 years: ≥5 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x
For residents of the province for <2 years: ≥3 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x

If a combination of CD and UC codes observed, required at least 9 codes. If majority of 9 most recent codes are 555.x then CD.

Sensitivity 89%
Specificity 90%
Canada
Bernstein 1999
Validation years: 1984-1995
Inpatient or outpatient
No minimum follow-up
No age restriction
147

Abbreviations: AUC, area under the curve; CD, Crohn’s disease; IBD, inflammatory bowel disease; IBD-U, inflammatory bowel disease unclassified; ICD-9, International Classification of Diseases–Ninth Revision; ICD-9-CM, International Classification of Diseases–Ninth Revision–Clinical Modification; ICD-10, International Classification of Diseases–Tenth Revision; NLP, natural language processing; NPV, negative predictive value; PPV, positive predictive value; TNF, tumor necrosis factor alpha; UC, ulcerative colitis.

Table 1.

Crohn’s Disease Algorithm Case Definitions, Characteristics of Validation Studies for Each Definition, and Studies Citing the Definition.

DefinitionSpecific Definition and Diagnostic AccuracyCharacteristics of Validation StudyReference
≥1 ICD diagnosis code≥1 ICD-8 563.0 or ICD-9 555.x code during hospitalization

No mention of exclusions

PPV 87%
United Kingdom
Barton 1989
Validation years: 1968-1983
Inpatient only
No minimum follow-up
Pediatric (≤20 y)
37
≥1 ICD diagnosis code≥1 ICD-8 563.01 during hospitalization

If 563.19 or 569.04 then exclude

Sensitivity 94%
Denmark
Fonager 1996
Validation years: 1988-1992
Inpatient only
No minimum follow-up
No age restriction
58
≥1 ICD diagnosis code≥1 ICD-9 555.x during hospitalization

If 556.x then exclude

Sensitivity 82%
Italy
Di Domenicantonio 2014
Validation years: 2000-2009
Inpatient only
No minimum follow-up
No age restriction
18
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

PPV 18%-67%
United States
Herrinton 2007
Validation years: 1999-2001
Inpatient or outpatient
No minimum follow-up
No age restriction
45
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 83%
PPV 74%-82%
United States
Herrinton 2008
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
55
≥1 ICD diagnosis code≥1 ICD-9 555.0, 555.1, 555.2 or 555.9 in inpatient or outpatient setting

No mention of exclusions for UC. Excluded unspecified intestinal obstruction (560.9).

Sensitivity 92%
Specificity 99%
PPV 88%
NPV 99%
United States
Thirumurthi 2010
Validation years: 2000-2004
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
34
≥1 ICD diagnosis code≥1 ICD-10 K50.x as primary diagnosis during hospitalization

No mention of exclusions

Sensitivity 98%
NPV 99%
Canada
Stepaniuk 2015
Validation years: 2007-2012
Inpatient only
No minimum follow-up
Adults (≥65 y)
8
≥1 ICD diagnosis code≥1 ICD-10 K50.0, K50.1 or K50.8 during hospitalization

If K51.x then exclude

Sensitivity 30%-95%
Specificity 89%-99%
PPV 67%-97%
NPV 66%-99%
Canada
Ma 2017
Validation year: 2011
Inpatient only
No minimum follow-up
Adults (≥18 y)
44
≥1 ICD diagnosis code≥1 ICD-10-CM code

No mention of exclusions

Sensitivity: 95%
Specificity: 93%
PPV: 91%
NPV: 97%
Denmark
Lo 2020
Validation years: 2003-2011
Inpatient and outpatient
No minimum follow-up
No age restriction
1
≥1 ICD diagnosis code and prescription≥1 ICD-10-CM K50.x code with 0 K51.x and 0 M35.x and ≥1 medication

If K51.x or M35.x then exclude

Sensitivity: 100%
Specificity: 99%
PPV: 97%
NPV: 100%
Japan
Morikubo 2021
Validation years: 2015-2019
Inpatient and Outpatient
No minimum follow-up
No age restriction
0
≥1 ICD diagnosis code≥1 OXMIS/Read code 5630CR, 5630C, 5630ER, 0092LR in primary care records

If 5631 then exclude

Sensitivity 94%
United Kingdom
Lewis 2002
Validation year: 1988-1997
Primary care only
No minimum follow-up
No age restrictions
46
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-9 555.x in electronic health record
AND ≥1 mention of 5-aminosalicylate, antibiotic, corticosteroid, immunomodulator, anti-TNF or natalizumab

Excluded if had code for rheumatoid arthritis (714.x) or multiple sclerosis (340, 341.9, 323.9). Determined CD vs UC based on proportion.

PPV 100%
United States
Restrepo 2016
Validation years: Not reported
Electronic health record (presumably inpatient or outpatient)
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription≥1 code and recorded in the SWIBREG Quality Register and received a biologic

No mention of exclusions

Sensitivity: 90%
Specificity: 96%
PPV: 97%
Sweden
Shrestha 2020
Validation years: 1999-2017
Included in Register
No minimum follow-up
No age restriction
3
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-10 K50.x code and ≥1 prescription for 5-aminosalicylate, immunomodulator, anti-TNF

No mention of exclusions

Sensitivity: 98%
Specificity: 98%
PPV: 98%
NPV: 98%
South Korea
Lee 2019
Validation year: 2011
Inpatient or outpatient
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription and met criteria for diagnosis based on NLP algorithm≥1 ICD-9 555.x in inpatient or outpatient setting AND ≥1 electronic prescription for 5-aminosalicylate, corticosteroids, immunomodulator or anti-TNF
AND NLP definition met

No mention of exclusions

Sensitivity 69%-72%
Specificity 97%
PPV 98%
AUC 0.95
United States
Ananthakrishnan 2013
Liao 2015
Validation years: Not reported
Inpatient or outpatient
No minimum follow-up
No age restriction
75 & 98
≥1 ICD diagnosis code and included in registry≥1 ICD-10 K50.x in inpatient or outpatient setting
AND registered in rare disease database as Crohn’s disease (RID V130)

No mention of exclusions

Sensitivity 94.5%-98.3%
Specificity 93.5%
South Korea
Soh 2019 validated 2010-2013
Park 2018 validated 2010-2013
Kim 2015 validated 2006-2012
Inpatient or outpatient
No minimum follow-up
No age restriction
10 & 19 & 58
≥1 ICD diagnosis code and included in registry≥1 ICD-7 572.00, 572.09; ICD-8 563.00; ICD-9 555.x; or ICD-10 K50.x code in inpatient or outpatient specialty visit AND registered at least once in a national IBD registry

Mixed CD and UC codes considered IBD-U

PPV 90%
Sweden
Jakobsson 2017
Validation years: 1987-2015
Inpatient or outpatient specialty visit
No minimum follow-up
No age restriction
28
≥2 diagnosis codes≥2 ICD-9 555.x codes with ≥1 outpatient

If 556.x then exclude

PPV 84%
United States
Hou 2014
Validation years: 1999-2009
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
35
≥2 diagnosis codes≥2 ICD-9-CM 555.x codes with ≥1 colonoscopy on same date as a 555.x code

If 556.x then exclude

Sensitivity: 49%
Specificity: 88%
PPV: 81%
United States
Singla 2020
Validation years: 1996-2012
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
1
≥3 diagnosis codes ≥3 ICD-9-CM 555.x codes from a gastroenterologist or surgeon

If 556.x or 558.x then exclude

Sensitivity: 71%
Specificity: 86%
PPV: 84%
United States
Limketkai 2019
Validation years: 1998-2011
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
2
≥2 ICD diagnosis codes≥2 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 82%
PPV 88%
United States
Liu 2009
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
21
≥3 diagnosis codes≥3 ICD-8 563.x or ICD-10 K50.x in inpatient or outpatient setting

No mention of exclusions

PPV: 75%
Denmark
Rye 2021
Validation years: 1998-2015
Inpatient or outpatient
No minimum follow-up
Age ≥50 y
0
Number of ICD encounters within a time period≥2 hospitalizations or ≥4 physician claims or ≥2 ambulatory surgery visits for ICD-9 555.x or ICD-10 K50.x within 2 y

Used number of CD visits among IBD visits to distinguish CD from UC

Sensitivity: 94%
Specificity: 99%
Canada
Rezaie 2012
Validation years: 1997-2007
Inpatient or outpatient
No minimum follow-up
No age restriction
24
Number of ICD encounters within a time period≥9 ICD-9 555.x or 556.x or ICD-10 K50.x or K51.x. 5/9 of the most recent visits must be for CD (ICD-9 555.x or ICD-10 K50.x). All 9 codes must occur within a 4-y period.

Accuracy 95.6%
Canada
Benchimol 2014
Validation years: 2001-2006
Inpatient or outpatient
No minimum follow-up
Adults (≥18 y)
58
Number of ICD encounters within a time period≥7 IBD physician visits: ≥5 of last 7 coded for CD (555.x, K50.x)
<7 IBD physician visits: All visits for ICD-9 555.x or ICD-10 K50.x
All visits within a 3-y period.

Sensitivity: 95%
Specificity: 86%
PPV: 92%
NPV: 91%
Canada
Benchimol 2009
Validation years: 2001-2005
Outpatient
No minimum follow-up
Pediatric (<18 y)
109
Number of ICD encounters within a time periodFor residents of the province for ≥2 years: ≥5 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x
For residents of the province for <2 years: ≥3 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x

If a combination of CD and UC codes observed, required at least 9 codes. If majority of 9 most recent codes are 555.x then CD.

Sensitivity 89%
Specificity 90%
Canada
Bernstein 1999
Validation years: 1984-1995
Inpatient or outpatient
No minimum follow-up
No age restriction
147
DefinitionSpecific Definition and Diagnostic AccuracyCharacteristics of Validation StudyReference
≥1 ICD diagnosis code≥1 ICD-8 563.0 or ICD-9 555.x code during hospitalization

No mention of exclusions

PPV 87%
United Kingdom
Barton 1989
Validation years: 1968-1983
Inpatient only
No minimum follow-up
Pediatric (≤20 y)
37
≥1 ICD diagnosis code≥1 ICD-8 563.01 during hospitalization

If 563.19 or 569.04 then exclude

Sensitivity 94%
Denmark
Fonager 1996
Validation years: 1988-1992
Inpatient only
No minimum follow-up
No age restriction
58
≥1 ICD diagnosis code≥1 ICD-9 555.x during hospitalization

If 556.x then exclude

Sensitivity 82%
Italy
Di Domenicantonio 2014
Validation years: 2000-2009
Inpatient only
No minimum follow-up
No age restriction
18
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

PPV 18%-67%
United States
Herrinton 2007
Validation years: 1999-2001
Inpatient or outpatient
No minimum follow-up
No age restriction
45
≥1 ICD diagnosis code≥1 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 83%
PPV 74%-82%
United States
Herrinton 2008
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
55
≥1 ICD diagnosis code≥1 ICD-9 555.0, 555.1, 555.2 or 555.9 in inpatient or outpatient setting

No mention of exclusions for UC. Excluded unspecified intestinal obstruction (560.9).

Sensitivity 92%
Specificity 99%
PPV 88%
NPV 99%
United States
Thirumurthi 2010
Validation years: 2000-2004
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
34
≥1 ICD diagnosis code≥1 ICD-10 K50.x as primary diagnosis during hospitalization

No mention of exclusions

Sensitivity 98%
NPV 99%
Canada
Stepaniuk 2015
Validation years: 2007-2012
Inpatient only
No minimum follow-up
Adults (≥65 y)
8
≥1 ICD diagnosis code≥1 ICD-10 K50.0, K50.1 or K50.8 during hospitalization

If K51.x then exclude

Sensitivity 30%-95%
Specificity 89%-99%
PPV 67%-97%
NPV 66%-99%
Canada
Ma 2017
Validation year: 2011
Inpatient only
No minimum follow-up
Adults (≥18 y)
44
≥1 ICD diagnosis code≥1 ICD-10-CM code

No mention of exclusions

Sensitivity: 95%
Specificity: 93%
PPV: 91%
NPV: 97%
Denmark
Lo 2020
Validation years: 2003-2011
Inpatient and outpatient
No minimum follow-up
No age restriction
1
≥1 ICD diagnosis code and prescription≥1 ICD-10-CM K50.x code with 0 K51.x and 0 M35.x and ≥1 medication

If K51.x or M35.x then exclude

Sensitivity: 100%
Specificity: 99%
PPV: 97%
NPV: 100%
Japan
Morikubo 2021
Validation years: 2015-2019
Inpatient and Outpatient
No minimum follow-up
No age restriction
0
≥1 ICD diagnosis code≥1 OXMIS/Read code 5630CR, 5630C, 5630ER, 0092LR in primary care records

If 5631 then exclude

Sensitivity 94%
United Kingdom
Lewis 2002
Validation year: 1988-1997
Primary care only
No minimum follow-up
No age restrictions
46
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-9 555.x in electronic health record
AND ≥1 mention of 5-aminosalicylate, antibiotic, corticosteroid, immunomodulator, anti-TNF or natalizumab

Excluded if had code for rheumatoid arthritis (714.x) or multiple sclerosis (340, 341.9, 323.9). Determined CD vs UC based on proportion.

PPV 100%
United States
Restrepo 2016
Validation years: Not reported
Electronic health record (presumably inpatient or outpatient)
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription≥1 code and recorded in the SWIBREG Quality Register and received a biologic

No mention of exclusions

Sensitivity: 90%
Specificity: 96%
PPV: 97%
Sweden
Shrestha 2020
Validation years: 1999-2017
Included in Register
No minimum follow-up
No age restriction
3
≥1 ICD diagnosis code and ≥1 prescription≥1 ICD-10 K50.x code and ≥1 prescription for 5-aminosalicylate, immunomodulator, anti-TNF

No mention of exclusions

Sensitivity: 98%
Specificity: 98%
PPV: 98%
NPV: 98%
South Korea
Lee 2019
Validation year: 2011
Inpatient or outpatient
No minimum follow-up
No age restriction
6
≥1 ICD diagnosis code and ≥1 prescription and met criteria for diagnosis based on NLP algorithm≥1 ICD-9 555.x in inpatient or outpatient setting AND ≥1 electronic prescription for 5-aminosalicylate, corticosteroids, immunomodulator or anti-TNF
AND NLP definition met

No mention of exclusions

Sensitivity 69%-72%
Specificity 97%
PPV 98%
AUC 0.95
United States
Ananthakrishnan 2013
Liao 2015
Validation years: Not reported
Inpatient or outpatient
No minimum follow-up
No age restriction
75 & 98
≥1 ICD diagnosis code and included in registry≥1 ICD-10 K50.x in inpatient or outpatient setting
AND registered in rare disease database as Crohn’s disease (RID V130)

No mention of exclusions

Sensitivity 94.5%-98.3%
Specificity 93.5%
South Korea
Soh 2019 validated 2010-2013
Park 2018 validated 2010-2013
Kim 2015 validated 2006-2012
Inpatient or outpatient
No minimum follow-up
No age restriction
10 & 19 & 58
≥1 ICD diagnosis code and included in registry≥1 ICD-7 572.00, 572.09; ICD-8 563.00; ICD-9 555.x; or ICD-10 K50.x code in inpatient or outpatient specialty visit AND registered at least once in a national IBD registry

Mixed CD and UC codes considered IBD-U

PPV 90%
Sweden
Jakobsson 2017
Validation years: 1987-2015
Inpatient or outpatient specialty visit
No minimum follow-up
No age restriction
28
≥2 diagnosis codes≥2 ICD-9 555.x codes with ≥1 outpatient

If 556.x then exclude

PPV 84%
United States
Hou 2014
Validation years: 1999-2009
Inpatient or outpatient
No minimum follow-up
Adults (military veterans)
35
≥2 diagnosis codes≥2 ICD-9-CM 555.x codes with ≥1 colonoscopy on same date as a 555.x code

If 556.x then exclude

Sensitivity: 49%
Specificity: 88%
PPV: 81%
United States
Singla 2020
Validation years: 1996-2012
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
1
≥3 diagnosis codes ≥3 ICD-9-CM 555.x codes from a gastroenterologist or surgeon

If 556.x or 558.x then exclude

Sensitivity: 71%
Specificity: 86%
PPV: 84%
United States
Limketkai 2019
Validation years: 1998-2011
Inpatient or outpatient
3-y minimum follow-up
Adults (active duty military)
2
≥2 ICD diagnosis codes≥2 ICD-9 555.x in inpatient or outpatient setting

No mention of exclusions

Sensitivity 82%
PPV 88%
United States
Liu 2009
Validation years: 1996-2002
Inpatient or outpatient
≥12 mo of enrollment
No age restriction
21
≥3 diagnosis codes≥3 ICD-8 563.x or ICD-10 K50.x in inpatient or outpatient setting

No mention of exclusions

PPV: 75%
Denmark
Rye 2021
Validation years: 1998-2015
Inpatient or outpatient
No minimum follow-up
Age ≥50 y
0
Number of ICD encounters within a time period≥2 hospitalizations or ≥4 physician claims or ≥2 ambulatory surgery visits for ICD-9 555.x or ICD-10 K50.x within 2 y

Used number of CD visits among IBD visits to distinguish CD from UC

Sensitivity: 94%
Specificity: 99%
Canada
Rezaie 2012
Validation years: 1997-2007
Inpatient or outpatient
No minimum follow-up
No age restriction
24
Number of ICD encounters within a time period≥9 ICD-9 555.x or 556.x or ICD-10 K50.x or K51.x. 5/9 of the most recent visits must be for CD (ICD-9 555.x or ICD-10 K50.x). All 9 codes must occur within a 4-y period.

Accuracy 95.6%
Canada
Benchimol 2014
Validation years: 2001-2006
Inpatient or outpatient
No minimum follow-up
Adults (≥18 y)
58
Number of ICD encounters within a time period≥7 IBD physician visits: ≥5 of last 7 coded for CD (555.x, K50.x)
<7 IBD physician visits: All visits for ICD-9 555.x or ICD-10 K50.x
All visits within a 3-y period.

Sensitivity: 95%
Specificity: 86%
PPV: 92%
NPV: 91%
Canada
Benchimol 2009
Validation years: 2001-2005
Outpatient
No minimum follow-up
Pediatric (<18 y)
109
Number of ICD encounters within a time periodFor residents of the province for ≥2 years: ≥5 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x
For residents of the province for <2 years: ≥3 outpatient encounters or hospitalizations for ICD-9 555.x or 556.x

If a combination of CD and UC codes observed, required at least 9 codes. If majority of 9 most recent codes are 555.x then CD.

Sensitivity 89%
Specificity 90%
Canada
Bernstein 1999
Validation years: 1984-1995
Inpatient or outpatient
No minimum follow-up
No age restriction
147

Abbreviations: AUC, area under the curve; CD, Crohn’s disease; IBD, inflammatory bowel disease; IBD-U, inflammatory bowel disease unclassified; ICD-9, International Classification of Diseases–Ninth Revision; ICD-9-CM, International Classification of Diseases–Ninth Revision–Clinical Modification; ICD-10, International Classification of Diseases–Tenth Revision; NLP, natural language processing; NPV, negative predictive value; PPV, positive predictive value; TNF, tumor necrosis factor alpha; UC, ulcerative colitis.

Close
This Feature Is Available To Subscribers Only

Sign In or Create an Account

Close

This PDF is available to Subscribers Only

View Article Abstract & Purchase Options

For full access to this pdf, sign in to an existing account, or purchase an annual subscription.

Close