Measuring Abdominal Circumference and Skeletal Muscle From a Single Cross‐Sectional Computed Tomography Image: A Step‐by‐Step Guide for Clinicians Using National Institutes of Health ImageJ
Open accessAbstract
Diagnostic computed tomography (CT) scans provide numerous opportunities for body composition analysis, including quantification of abdominal circumference, abdominal adipose tissues (subcutaneous, visceral, and intermuscular), and skeletal muscle (SM). CT scans are commonly performed for diagnostic purposes in clinical settings, and methods for estimating abdominal circumference and whole‐body SM mass from them have been reported. A supine abdominal circumference is a valid measure of waist circumference (WC). The valid correlation between a single cross‐sectional CT image (slice) at third lumbar (L3) for abdominal SM and whole‐body SM is also well established. Sarcopenia refers to the age‐associated decreased in muscle mass and function. A single dimensional definition of sarcopenia using CT images that includes only assessment of low whole‐body SM has been validated in clinical populations and significantly associated with negative outcomes. However, despite the availability and precision of SM data from CT scans and the relationship between these measurements and clinical outcomes, they have not become a routine component of clinical nutrition assessment. Lack of time, training, and expense are potential barriers that prevent clinicians from fully embracing this technique. This tutorial presents a systematic, step‐by‐step guide to quickly quantify abdominal circumference as a proxy for WC and SM using a cross‐sectional CT image from a regional diagnostic CT scan for clinical identification of sarcopenia. Multiple software options are available, but this tutorial uses ImageJ, a free public‐domain software developed by the National Institutes of Health.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous studies tested the feasibility of obtaining waist circumference measurements from CT images by drawing a region of interest or by step-by-step image analysis, but those methods require time-consuming human intervention.
“Several previous studies [12, 13] have tested the feasibility of obtaining WC measurements from CT images by drawing a region of interest or by step-by-step image analysis; however, those methods require time-consuming human intervention.”
From Fully automated waist circumference measurement on abdominal CT: Comparison with manual measurements and potential value for identifying overweight and obesity as an adjunct output of CT scan (2021) · cites this paper as [12]
The Background describes CT-derived abdominal circumference as a proxy for waist circumference and identifies analysis time and training as barriers. The Methods give a step-by-step ImageJ procedure requiring a user to select and measure the abdominal perimeter. This paper is a tutorial rather than a study testing feasibility, and its waist-circumference step uses a tracing tool rather than manual drawing of a region of interest. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 50 · Cited by 275
Research works printed but not linked: 37
- [1]Waninge A Ligthart KA Kramer J Hoeve S van der Schans CP Haisma HH Measuring waist circumference in disabled adults Research in developmental disabilities May-Jun 2010 31 3 839 847 20227242
- [3]Grundy SM Neeland IJ Turer AT Vega GL Waist circumference as measure of abdominal fat compartments Journal of obesity 2013 2013 454285 PMC3665262 23762536
- [4]Prado CM Lieffers JR McCargar LJ Prevalence and clinical implications of sarcopenic obesity in patients with solid tumours of the respiratory and gastrointestinal tracts: a population-based study The lancet oncology 7 2008 9 7 629 635 18539529
- [5]Lieffers JR Bathe OF Fassbender K Winget M Baracos VE Sarcopenia is associated with postoperative infection and delayed recovery from colorectal cancer resection surgery British journal of cancer 2012 107 6 931 936 22871883 PMC3464761
- [6]Weijs PJ Looijaard WG Dekker IM Low skeletal muscle area is a risk factor for mortality in mechanically ventilated critically ill patients Critical care (London, England) 2014 18 1 R12 PMC4028783 24410863
- [7]Moisey LL Mourtzakis M Cotton BA Skeletal muscle predicts ventilator-free days, ICU-free days, and mortality in elderly ICU patients Critical care (London, England) 2013 17 5 R206 PMC4055977 24050662
- [8]Martin L Birdsell L Macdonald N Cancer cachexia in the age of obesity: skeletal muscle depletion is a powerful prognostic factor, independent of body mass index Journal of clinical oncology: official journal of the American Society of Clinical Oncology 4 20 2013 31 12 1539 1547 23530101
- [9]Cruz-Jentoft AJ Baeyens JP Bauer JM Sarcopenia: European consensus on definition and diagnosis: Report of the European Working Group on Sarcopenia in Older People Age and ageing 7 2010 39 4 412 423 20392703 PMC2886201
- [10]Baumgartner RN Koehler KM Gallagher D Epidemiology of sarcopenia among the elderly in New Mexico Am J Epidemiol 4 15 1998 147 8 755 763 9554417
- [11]Epidemiologic and methodologic problems in determining nutritional status of older persons. Proceedings of a conference. Albuquerque, New Mexico, October 19-21, 1988 The American journal of clinical nutrition 11 1989 50 5 Suppl 1121 1235 2816807
- [12]Evans WJ Campbell WW Sarcopenia and age-related changes in body composition and functional capacity The Journal of nutrition 2 1993 123 2 Suppl 465 468 8429405
- [13]Mourtzakis M Prado CM Lieffers JR Reiman T McCargar LJ Baracos VE A practical and precise approach to quantification of body composition in cancer patients using computed tomography images acquired during routine care Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme 2008 33 5 997 1006 18923576
- [14]Tan BH Birdsell LA Martin L Baracos VE Fearon KC Sarcopenia in an overweight or obese patient is an adverse prognostic factor in pancreatic cancer Clin Cancer Res 11 15 2009 15 22 6973 6979 19887488
- [15]Montano-Loza AJ Meza-Junco J Baracos VE Severe muscle depletion predicts postoperative length of stay but is not associated with survival after liver transplantation Liver transplantation: official publication of the American Association for the Study of Liver Diseases and the International Liver Transplantation Society 6 2014 20 6 640 648 24678005
- [16]Sheean PM Peterson SJ Gomez Perez S The prevalence of sarcopenia in patients with respiratory failure classified as normally nourished using computed tomography and subjective global assessment JPEN Journal of parenteral and enteral nutrition 9 2014 38 7 873 879 23980135 PMC3935982
- [18]Prado CM Heymsfield SB Lean tissue imaging: a new era for nutritional assessment and intervention JPEN Journal of parenteral and enteral nutrition 11 2014 38 8 940 953 25239112 PMC4361695
- [20]Goldman LW Principles of CT and CT technology Journal of nuclear medicine technology 2007 35 3 115 128 quiz 129-130 17823453
- [21]Lee GH Cohen AJ CT imaging of abdominal hernias AJR American journal of roentgenology 1993 161 6 1209 1213 8249727
- [22]Prado CM Birdsell LA Baracos VE The emerging role of computerized tomography in assessing cancer cachexia Current opinion in supportive and palliative care 12 2009 3 4 269 275 19667996
- [23]Lee JK Evens RG Computed tomography of the body Disease-a-month: DM 4 1980 26 7 1 56 6989574
- [24]Rossner S Bo WJ Hiltbrandt E Adipose tissue determinations in cadavers--a comparison between cross-sectional planimetry and computed tomography International journal of obesity 1990 14 10 893 902 2269582
- [25]Abrams HL McNeil BJ Medical implications of computed tomography (“CAT scanning”) (first of two parts) The New England journal of medicine 2 2 1978 298 5 255 261 619266
- [26]Smith-Bindman R Lipson J Marcus R Radiation dose associated with common computed tomography examinations and the associated lifetime attributable risk of cancer Archives of internal medicine 2009 169 22 2078 2086 20008690 PMC4635397
- [27]Lieffers JR Mourtzakis M Hall KD McCargar LJ Prado CM Baracos VE A viscerally driven cachexia syndrome in patients with advanced colorectal cancer: contributions of organ and tumor mass to whole-body energy demands The American Journal of Clinical Nutrition 2009 89 4 1173 1179 19244378 PMC2667460
- [28]Prado CM Body composition in chemotherapy: the promising role of CT scans Curr Opin Clin Nutr Metab Care 9 2013 16 5 525 533 23799328
- [29]Prado CM Lieffers JR Bowthorpe L Baracos VE Mourtzakis M McCargar LJ Sarcopenia and physical function in overweight patients with advanced cancer Canadian journal of dietetic practice and research: a publication of Dietitians of Canada = Revue canadienne de la pratique et de la recherche en dietetique: une publication des Dietetistes du Canada Summer 2013 74 2 69 74 23750978
- [30]Goodpaster BH Kelley DE Thaete FL He J Ross R Skeletal muscle attenuation determined by computed tomography is associated with skeletal muscle lipid content Journal of applied physiology (Bethesda, Md: 1985) 2000 89 1 104 110 10904041
- [31]Goodpaster BH Thaete FL Simoneau JA Kelley DE Subcutaneous abdominal fat and thigh muscle composition predict insulin sensitivity independently of visceral fat Diabetes 1997 46 10 1579 1585 9313753
- [32]Haus JM Kashyap SR Kasumov T Plasma ceramides are elevated in obese subjects with type 2 diabetes and correlate with the severity of insulin resistance Diabetes 2009 58 2 337 343 19008343 PMC2628606
- [33]Haus JM Solomon TP Marchetti CM Decreased visfatin after exercise training correlates with improved glucose tolerance Medicine and science in sports and exercise 2009 41 6 1255 1260 19461540
- [34]Solomon TP Haus JM Li Y Kirwan JP Progressive hyperglycemia across the glucose tolerance continuum in older obese adults is related to skeletal muscle capillarization and nitric oxide bioavailability The Journal of clinical endocrinology and metabolism 2011 96 5 1377 1384 21289242 PMC3085198
- [35]Casaer MP Langouche L Coudyzer W Impact of Early Parenteral Nutrition on Muscle and Adipose Tissue Compartments During Critical Illness Critical care medicine 7 15 2013 23860247
- [36]Ciudin A Salvador R Budoy A Measurement of waist circumference for retrospective studies - prospective validation of use of CT images to assess abdominal circumference Endocrinologia y nutricion: organo de la Sociedad Espanola de Endocrinologia y Nutricion 3 2014 61 3 147 152 24342428
- [37]Bredella MA Ghomi RH Thomas BJ Comparison of DXA and CT in the assessment of body composition in premenopausal women with obesity and anorexia nervosa Obesity (Silver Spring) 11 2010 18 11 2227 2233 20111013 PMC3607308
- [38]Geraghty EM Boone JM Determination of height, weight, body mass index, and body surface area with a single abdominal CT image Radiology 9 2003 228 3 857 863 12881576
- [40]Meza-Junco J Montano-Loza AJ Baracos VE Sarcopenia as a Prognostic Index of Nutritional Status in Concurrent Cirrhosis and Hepatocellular Carcinoma Journal of clinical gastroenterology 6 6 2013 23751844
- [41]Baracos V Kazemi-Bajestani SM Clinical outcomes related to muscle mass in humans with cancer and catabolic illnesses The international journal of biochemistry & cell biology 10 2013 45 10 2302 2308 23819995
- Authors
- Gomez‐Perez, S. L., Haus, J. M., Sheean, P., Patel, B., Mar, W., Chaudhry, V., McKeever, L., & Braunschweig, C.
- Affiliations
- University of Illinois Chicago (US)
- Loyola University Chicago (US)
- University of Illinois Hospital & Health Sciences System (US)
- Corresponding author
- Braunschweig, Carol
- ORCID
- Venue
- Journal of Parenteral and Enteral Nutrition
- Publisher
- Wiley
- Published
- 2015-09-21
- Volume
- 40
- Issue
- 3
- Pages
- 308-318
- ISSN
- 0148-6071 (ISSN-L)
- 1941-2444
- PMC
- PMC4767633
- OpenAlex
- W2181635775
- Cited by
- 275
- References
- 50
- Citations by year
- 2026: 15 · 2025: 20 · 2024: 34 · 2023: 40 · 2022: 38 · 2021: 35 · 2020: 37 · 2019: 23 · 2018: 21 · 2017: 8 · 2016: 4
- FWCI
- 8.10
- Type
- journal article
- Language
- en
- Update notices
- correction (2016-04-29)
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- Locations
- Journal of Parenteral and Enteral Nutrition (publishedVersion, public-domain)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Cancer Institute (5R25‐CA057699)
- Topics
- Health Sciences › Medicine › Physiology › Nutrition and Health in Aging
- Health Sciences › Medicine › Physiology › Body Composition Measurement Techniques
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Radiomics and Machine Learning in Medical Imaging
- Keywords
- abdominal circumference, waist circumference, skeletal muscle mass, sarcopenia, body composition, ImageJ, abdominal fat
- MeSH terms
- Adipose Tissue, Body Composition, Female, Humans, Lumbosacral Region, Male, National Institutes of Health (U.S.), Software, Tomography, X-Ray Computed, United States, Guidelines as Topic, Muscle, Skeletal, Waist Circumference, Sarcopenia
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review