Table 4

Imaging modalities to assess adipose tissue

ModalityMeasurements characteristicsStrengthsLimitations
Echocardiography
graphic
EAT thickness
  • ✓ Clinical availability

  • ✓ Low cost

  • ✓ Lack of radiation exposure

  • ✓ Ease of use

  • ✓ Safe

  • No PVAT assessment

  • Lack of reproducibility

  • Low/intermediate spatial resolution

  • No 3D analysis/volumetric data

  • No qualitative analysis

  • Can image only epicardial or subcutaneous fat but not PVAT

  • Lack of experience

  • Image quality is dependent on subject characteristics

Computed tomography
graphic
EAT thickness, area, volume, attenuation & quality, i.e. peri-vascular FAI, peri-vascular fat radiomic profile
  • ✓ PVAT assessment

  • ✓ Clinical availability

  • ✓ Reproducibility

  • ✓ Excellent spatial resolution

  • ✓ Easy to perform

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Incorporation of AI and machine learning algorithms

  • ✓ Simultaneous assessment of coronary calcium and coronary plaque

  • Intermediate cost

  • Iodine contrast use

  • Radiation exposure

Magnetic resonance imaging
graphic
EAT thickness, area, volume proton density fat fraction
  • ✓ Lack of radiation exposure

  • ✓ Reproducibility

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Simultaneous assessment of myocardial structure and function

  • PVAT assessment for large arteries like the aorta/carotids only, not the coronaries

  • Lack of availability

  • Intermediate/high cost

  • Intermediate spatial resolution (inferior to CT)

  • Time consuming

Positron emission tomography
graphic
SUV, TBR
  • ✓ Gold standard to assess tissue inflammation by imaging

  • Cannot be used to image EAT or PVAT

  • High cost

  • Limitedavailability

  • Radiation exposure

ModalityMeasurements characteristicsStrengthsLimitations
Echocardiography
graphic
EAT thickness
  • ✓ Clinical availability

  • ✓ Low cost

  • ✓ Lack of radiation exposure

  • ✓ Ease of use

  • ✓ Safe

  • No PVAT assessment

  • Lack of reproducibility

  • Low/intermediate spatial resolution

  • No 3D analysis/volumetric data

  • No qualitative analysis

  • Can image only epicardial or subcutaneous fat but not PVAT

  • Lack of experience

  • Image quality is dependent on subject characteristics

Computed tomography
graphic
EAT thickness, area, volume, attenuation & quality, i.e. peri-vascular FAI, peri-vascular fat radiomic profile
  • ✓ PVAT assessment

  • ✓ Clinical availability

  • ✓ Reproducibility

  • ✓ Excellent spatial resolution

  • ✓ Easy to perform

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Incorporation of AI and machine learning algorithms

  • ✓ Simultaneous assessment of coronary calcium and coronary plaque

  • Intermediate cost

  • Iodine contrast use

  • Radiation exposure

Magnetic resonance imaging
graphic
EAT thickness, area, volume proton density fat fraction
  • ✓ Lack of radiation exposure

  • ✓ Reproducibility

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Simultaneous assessment of myocardial structure and function

  • PVAT assessment for large arteries like the aorta/carotids only, not the coronaries

  • Lack of availability

  • Intermediate/high cost

  • Intermediate spatial resolution (inferior to CT)

  • Time consuming

Positron emission tomography
graphic
SUV, TBR
  • ✓ Gold standard to assess tissue inflammation by imaging

  • Cannot be used to image EAT or PVAT

  • High cost

  • Limitedavailability

  • Radiation exposure

3D, three-dimensional; AI, artificial intelligence; CT, computed tomography; EAT, epicardial adipose tissue; FAI, fat attenuation index; PVAT, peri-vascular adipose tissue; SUV, standardized uptake values; TBR, target-to-background ratio.

Table 4

Imaging modalities to assess adipose tissue

ModalityMeasurements characteristicsStrengthsLimitations
Echocardiography
graphic
EAT thickness
  • ✓ Clinical availability

  • ✓ Low cost

  • ✓ Lack of radiation exposure

  • ✓ Ease of use

  • ✓ Safe

  • No PVAT assessment

  • Lack of reproducibility

  • Low/intermediate spatial resolution

  • No 3D analysis/volumetric data

  • No qualitative analysis

  • Can image only epicardial or subcutaneous fat but not PVAT

  • Lack of experience

  • Image quality is dependent on subject characteristics

Computed tomography
graphic
EAT thickness, area, volume, attenuation & quality, i.e. peri-vascular FAI, peri-vascular fat radiomic profile
  • ✓ PVAT assessment

  • ✓ Clinical availability

  • ✓ Reproducibility

  • ✓ Excellent spatial resolution

  • ✓ Easy to perform

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Incorporation of AI and machine learning algorithms

  • ✓ Simultaneous assessment of coronary calcium and coronary plaque

  • Intermediate cost

  • Iodine contrast use

  • Radiation exposure

Magnetic resonance imaging
graphic
EAT thickness, area, volume proton density fat fraction
  • ✓ Lack of radiation exposure

  • ✓ Reproducibility

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Simultaneous assessment of myocardial structure and function

  • PVAT assessment for large arteries like the aorta/carotids only, not the coronaries

  • Lack of availability

  • Intermediate/high cost

  • Intermediate spatial resolution (inferior to CT)

  • Time consuming

Positron emission tomography
graphic
SUV, TBR
  • ✓ Gold standard to assess tissue inflammation by imaging

  • Cannot be used to image EAT or PVAT

  • High cost

  • Limitedavailability

  • Radiation exposure

ModalityMeasurements characteristicsStrengthsLimitations
Echocardiography
graphic
EAT thickness
  • ✓ Clinical availability

  • ✓ Low cost

  • ✓ Lack of radiation exposure

  • ✓ Ease of use

  • ✓ Safe

  • No PVAT assessment

  • Lack of reproducibility

  • Low/intermediate spatial resolution

  • No 3D analysis/volumetric data

  • No qualitative analysis

  • Can image only epicardial or subcutaneous fat but not PVAT

  • Lack of experience

  • Image quality is dependent on subject characteristics

Computed tomography
graphic
EAT thickness, area, volume, attenuation & quality, i.e. peri-vascular FAI, peri-vascular fat radiomic profile
  • ✓ PVAT assessment

  • ✓ Clinical availability

  • ✓ Reproducibility

  • ✓ Excellent spatial resolution

  • ✓ Easy to perform

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Incorporation of AI and machine learning algorithms

  • ✓ Simultaneous assessment of coronary calcium and coronary plaque

  • Intermediate cost

  • Iodine contrast use

  • Radiation exposure

Magnetic resonance imaging
graphic
EAT thickness, area, volume proton density fat fraction
  • ✓ Lack of radiation exposure

  • ✓ Reproducibility

  • ✓ Quantitative and qualitative data

  • ✓ 3D volume data

  • ✓ Simultaneous assessment of myocardial structure and function

  • PVAT assessment for large arteries like the aorta/carotids only, not the coronaries

  • Lack of availability

  • Intermediate/high cost

  • Intermediate spatial resolution (inferior to CT)

  • Time consuming

Positron emission tomography
graphic
SUV, TBR
  • ✓ Gold standard to assess tissue inflammation by imaging

  • Cannot be used to image EAT or PVAT

  • High cost

  • Limitedavailability

  • Radiation exposure

3D, three-dimensional; AI, artificial intelligence; CT, computed tomography; EAT, epicardial adipose tissue; FAI, fat attenuation index; PVAT, peri-vascular adipose tissue; SUV, standardized uptake values; TBR, target-to-background ratio.

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