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Evaluation of the Accuracy of a Computer Vision-based Tool for Assessment of Total Body Fat Percentage

Evaluation of the Accuracy of a Computer Vision-based Tool for Assessment of Total Body Fat Percentage

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT04854421
Acronym
MEASURE
Enrollment
138
Registered
2021-04-22
Start date
2020-08-12
Completion date
2020-12-21
Last updated
2024-08-22

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Obesity

Brief summary

This research study is designed to validate the precision and accuracy of body measurement and composition results from a novel 2D imaging device that operates through a smart-phone application. Measurement references will be obtained through dual energy x-ray absorptiometry, air displacement plethysmography, bioelectrical impedance analysis, manual anthropometry, and previously validated 3D optical scanners.

Detailed description

Participation in this study will require a single 3-hour visit to complete. Each person will be asked to arrive at PBRC wearing easily removable gym-style clothing. Upon checking in, they will first complete the informed consent process, then have their vital signs checked, and then women of child-bearing potential will also have a urine sample taken. Outpatient clinic procedures will be followed by a series of body size and composition assessments that will require an outfit of minimal clothing. Clean spandex shorts, sports bras, and lycra caps will be provided. * Anthropometric measurements including hip, waist, arms, and thighs circumferences will be collected by a trained observer using a calibrated tape measure. * Body shape will be measured digitally using 2D and 3D optical devices that optimize light patterns to calculate depth. * Bioelectrical Impedance Analysis measures the amount of fat and lean mass in the body using electrodes positioned close to the feet and hands. * Whole body dual-energy X-ray absorptiometry measures the amount of bone, muscle, and fat mass in the body using low energy X-rays. * Air displacement plethysmography estimates whole body volume, fat mass, and fat-free mass of the body using variations in air pressure

Interventions

DEVICEVBC

Body Composition will be measured using the VBC system that takes under 60 seconds per scan. Image capture for VBC will include taking a series of four photos using a smartphone camera. Data from the camera will be downloaded to a local computer and then securely sent to the cloud for automated analysis and results generation. We will conduct two consecutive scans (image captures) for each research participant.

Sponsors

Amazon, Inc.
CollaboratorINDUSTRY
Massachusetts General Hospital
CollaboratorOTHER
Pennington Biomedical Research Center
Lead SponsorOTHER

Study design

Observational model
ECOLOGIC_OR_COMMUNITY
Time perspective
CROSS_SECTIONAL

Eligibility

Sex/Gender
ALL
Age
21 Years to 80 Years
Healthy volunteers
Yes

Inclusion criteria

* Being either male or female * Being from 21 to 80 years of age * Having a body weight of less than 440 pounds * Being willing to comply with the study procedures

Exclusion criteria

* Being pregnant or attempting to become pregnant * Having medical implants such as a pacemaker or metal joint replacements * Having undergone any previous body altering procedures such as breast augmentation or amputation * Having a body weight greater than 440 pounds

Design outcomes

Primary

MeasureTime frameDescription
Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass Indexwithin a single, 3-hour evaluationComparison of Body Fat Percentage estimates to DXA references classified by Body Mass Index
Comparison of Body Fat Percentage Estimates to DXA References Classified by Sexwithin a single, 3-hour evaluationComparison of Body Fat Percentage estimates to DXA references classified by Sex

Countries

United States

Participant flow

Recruitment details

Participants were recruited from 8/12/2020 through 10/21/2020 to undergo body composition assessments at one of two locations, Pennington Biomedical Research Center (PBRC) in Baton Rouge, Louisiana or the Weight Center of Massachusetts General Hospital (MGH) in Boston Massachusetts. Participants assessed at PBRC were recruited from the surrounding community using advertisements promoted by the facility's Recruitment Department. Those assessed at MGH were ongoing patients seen at the center.

Participants by arm

ArmCount
Male Participants
Community dwelling and have no life-threatening conditions or diseases that would alter body composition from what is typical for their age, sex, ethnicity, and BMI.
52
Female Participants
Community dwelling and have no life-threatening conditions or diseases that would alter body composition from what is typical for their age, sex, ethnicity, and BMI.
82
Total134

Withdrawals & dropouts

PeriodReasonFG000FG001
Overall StudyRemoved from the final analysis due to poor image quality.22

Baseline characteristics

CharacteristicTotalMale ParticipantsFemale Participants
Age, Continuous43 Years
STANDARD_DEVIATION 14.7
43.1 Years
STANDARD_DEVIATION 14.4
43 Years
STANDARD_DEVIATION 14.8
Body Mass Index (BMI)29.7 Kilogram per square meter
STANDARD_DEVIATION 6.5
30.0 Kilogram per square meter
STANDARD_DEVIATION 5.6
29.5 Kilogram per square meter
STANDARD_DEVIATION 7
DXA %BF35.2 Percentage
STANDARD_DEVIATION 8.7
28.6 Percentage
STANDARD_DEVIATION 6.4
39.4 Percentage
STANDARD_DEVIATION 7.2
Ethnicity (NIH/OMB)
Hispanic or Latino
4 Participants2 Participants2 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
123 Participants47 Participants76 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
7 Participants3 Participants4 Participants
Height167.8 Centimeters
STANDARD_DEVIATION 10.2
175.6 Centimeters
STANDARD_DEVIATION 8.7
163.0 Centimeters
STANDARD_DEVIATION 7.6
Hip Circumference109.4 Centimeters
STANDARD_DEVIATION 13.2
108.2 Centimeters
STANDARD_DEVIATION 11.5
110.1 Centimeters
STANDARD_DEVIATION 14.3
Race (NIH/OMB)
American Indian or Alaska Native
1 Participants0 Participants1 Participants
Race (NIH/OMB)
Asian
9 Participants5 Participants4 Participants
Race (NIH/OMB)
Black or African American
32 Participants11 Participants21 Participants
Race (NIH/OMB)
More than one race
4 Participants2 Participants2 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Unknown or Not Reported
7 Participants3 Participants4 Participants
Race (NIH/OMB)
White
81 Participants31 Participants50 Participants
Sex: Female, Male
Female
82 Participants0 Participants82 Participants
Sex: Female, Male
Male
52 Participants52 Participants0 Participants
Waist Circumference98.5 Centimeters
STANDARD_DEVIATION 15.7
102.2 Centimeters
STANDARD_DEVIATION 14.3
92.2 Centimeters
STANDARD_DEVIATION 16.3
Waist-to-hip Ratio0.90 Ratio
STANDARD_DEVIATION 0.08
0.94 Ratio
STANDARD_DEVIATION 0.08
0.87 Ratio
STANDARD_DEVIATION 0.07
Weight84.0 Kilograms
STANDARD_DEVIATION 20.8
92.8 Kilograms
STANDARD_DEVIATION 19.7
78.3 Kilograms
STANDARD_DEVIATION 19.4

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
deaths
Total, all-cause mortality
0 / 520 / 82
other
Total, other adverse events
0 / 520 / 82
serious
Total, serious adverse events
0 / 520 / 82

Outcome results

Primary

Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass Index

Comparison of Body Fat Percentage estimates to DXA references classified by Body Mass Index

Time frame: within a single, 3-hour evaluation

Population: A total of 406 adults were screened for this study. Of those,199 met all inclusion and exclusion criteria and were considered eligible. 138 participants were enrolled into the clinical study and 134 participants (64 from MGH and 70 from PBRC) were included in the final analysis; four participants (2.9%) were removed from the final analysis due to poor image quality. Participants at PBRC underwent ADP (N = 70). Note that DXA images were never used, only their derived Body Fat percentage.

ArmMeasureGroupValue (MEAN)Dispersion
Smartphone Visual Body Composition (VBC)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 302.16 Total Body Fat PercentageStandard Deviation 1.4
Smartphone Visual Body Composition (VBC)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.91.90 Total Body Fat PercentageStandard Deviation 1.4
Smartphone Visual Body Composition (VBC)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 252.50 Total Body Fat PercentageStandard Deviation 1.8
FitBit Aria 2 (cBIA 1)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.93.02 Total Body Fat PercentageStandard Deviation 2.3
FitBit Aria 2 (cBIA 1)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 256.36 Total Body Fat PercentageStandard Deviation 3.5
FitBit Aria 2 (cBIA 1)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 304.44 Total Body Fat PercentageStandard Deviation 1.8
Tanita BF-684W (cBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 304.31 Total Body Fat PercentageStandard Deviation 3.6
Tanita BF-684W (cBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 255.75 Total Body Fat PercentageStandard Deviation 3.3
Tanita BF-684W (cBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.95.04 Total Body Fat PercentageStandard Deviation 14.3
Renpho ES-24M-W/B (cBIA 3)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.96.00 Total Body Fat PercentageStandard Deviation 4.9
Renpho ES-24M-W/B (cBIA 3)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 257.66 Total Body Fat PercentageStandard Deviation 4.6
Renpho ES-24M-W/B (cBIA 3)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 304.60 Total Body Fat PercentageStandard Deviation 4.6
InBody S10 (pBIA1)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.92.49 Total Body Fat PercentageStandard Deviation 1.4
InBody S10 (pBIA1)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 254.29 Total Body Fat PercentageStandard Deviation 2.2
InBody S10 (pBIA1)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 302.63 Total Body Fat PercentageStandard Deviation 2
Quantum IV (pBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 254.41 Total Body Fat PercentageStandard Deviation 2.8
Quantum IV (pBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 305.58 Total Body Fat PercentageStandard Deviation 2.6
Quantum IV (pBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.93.82 Total Body Fat PercentageStandard Deviation 3.1
BOD POD ADPComparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI > 303.67 Total Body Fat PercentageStandard Deviation 2.3
BOD POD ADPComparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI 25-29.92.30 Total Body Fat PercentageStandard Deviation 1.9
BOD POD ADPComparison of Body Fat Percentage Estimates to DXA References Classified by Body Mass IndexBMI < 253.31 Total Body Fat PercentageStandard Deviation 2.2
Primary

Comparison of Body Fat Percentage Estimates to DXA References Classified by Sex

Comparison of Body Fat Percentage estimates to DXA references classified by Sex

Time frame: within a single, 3-hour evaluation

Population: total of 406 adults were screened for this study. Of those,199 met all inclusion and exclusion criteria and were considered eligible. 138 participants were enrolled into the clinical study and 134 participants (64 from MGH and 70 from PBRC) were included in the final analysis; four participants (2.9%) were removed from the final analysis due to poor image quality. Participants at PBRC underwent ADP (N = 70). Note that DXA images were never used, only their derived Body Fat percentage.

ArmMeasureGroupValue (MEAN)Dispersion
Smartphone Visual Body Composition (VBC)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants1.88 Total Body Fat PercentageStandard Deviation 1.3
Smartphone Visual Body Composition (VBC)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants2.34 Total Body Fat PercentageStandard Deviation 1.6
FitBit Aria 2 (cBIA 1)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants4.53 Total Body Fat PercentageStandard Deviation 5
FitBit Aria 2 (cBIA 1)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants4.45 Total Body Fat PercentageStandard Deviation 3.3
Tanita BF-684W (cBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants6.23 Total Body Fat PercentageStandard Deviation 13.4
Tanita BF-684W (cBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants4.10 Total Body Fat PercentageStandard Deviation 3.1
Renpho ES-24M-W/B (cBIA 3)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants4.11 Total Body Fat PercentageStandard Deviation 3.3
Renpho ES-24M-W/B (cBIA 3)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants6.89 Total Body Fat PercentageStandard Deviation 5.3
InBody S10 (pBIA1)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants3.37 Total Body Fat PercentageStandard Deviation 2.4
InBody S10 (pBIA1)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants2.98 Total Body Fat PercentageStandard Deviation 1.8
Quantum IV (pBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants5.01 Total Body Fat PercentageStandard Deviation 3
Quantum IV (pBIA 2)Comparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants4.54 Total Body Fat PercentageStandard Deviation 2.9
BOD POD ADPComparison of Body Fat Percentage Estimates to DXA References Classified by SexMale Participants3.50 Total Body Fat PercentageStandard Deviation 2.4
BOD POD ADPComparison of Body Fat Percentage Estimates to DXA References Classified by SexFemale Participants2.90 Total Body Fat PercentageStandard Deviation 2.1

Source: ClinicalTrials.gov · Data processed: Feb 17, 2026