Evidence map›Paper›PMID 41999352›Full record

ArticleScandinavian journal of medicine & science in sports2026

Lower-Body Muscle Volumes Can Explain Half of the Variance in Sprint Speed Between Collegiate American Football Players.

Jack A Martin, Mikel R Joachim, Silvia S Blemker, David A Opar, Brett Mortensen, Bryan C Heiderscheit, HAMIR Study Group

Abstract read
In one paragraph

Article in Scandinavian journal of medicine & science in sports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Jack A MartinDepartment of Orthopedics and Rehabilitation, Badger Athletic Performance, University of Wisconsin-Madison, Madison, WI, USA.
Mikel R JoachimDepartment of Orthopedics and Rehabilitation, Badger Athletic Performance, University of Wisconsin-Madison, Madison, WI, USA.
Silvia S BlemkerSpringbok Analytics, Charlottesville, VA, USA.
David A OparSports Performance, Recovery, Injury and New Technologies (SPRINT) Research Centre, School of Behavioral and Health Sciences, Australian Catholic University, Melbourne, VIC, Australia.
Brett MortensenBYU Athletics and Department of Exercise Sciences, Brigham Young University, Provo, UT, USA.ORCID https://orcid.org/0000-0003-2775-6994
Bryan C HeiderscheitDepartment of Orthopedics and Rehabilitation, Badger Athletic Performance, University of Wisconsin-Madison, Madison, WI, USA.
HAMIR Study Group

Funding

National Football League
6 · The paper itself

Abstract

Sprinting speed is critical for success across many sports. Lower-body muscle size is important, but it is difficult to determine which muscles have the greatest influence on speed, and it is unclear how much variance in speed between athletes can be explained by variance in muscle size alone. The purpose of this study was to determine how much variance in on-field sprinting speed can be explained by individual and combined lower-body muscle volumes. Sprint speed was measured in sixty-six collegiate football players using inertial measurement units, and muscle volumes were determined using magnetic resonance imaging. Coefficients of determination were calculated between speed and individual muscle volumes, summed volumes, and optimized linear combinations of volumes. Psoas major volume explained the most variance in sprint speed (50%), followed by gluteus medius (45%) and gluteus maximus (37%). The top sum of three muscle volumes (psoas major, gluteus medius, piriformis) explained an additional 7% of the variance in speed compared with psoas major alone. Similarly, the top optimized linear combination of muscle volumes (psoas major, gluteus medius, piriformis) explained 9% more variance than psoas major alone. These results indicate that psoas major volume is most predictive of sprinting speed, and that accounting for multiple muscle volumes may have limited additional benefit.

Indexed as

Athletic PerformanceFootballMuscle, SkeletalPsoas MusclesRunningAdolescentHumansMagnetic Resonance ImagingMaleOrgan SizeUnited StatesYoung Adultautomated segmentationinertial measurement unitsmachine learningmagnetic resonance imagingrunning speed

Identifiers

PMID41999352
PMCPMC13091570

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.