ArticleBioengineering (Basel, Switzerland)2026
Development and Surface Indentation Assessment of an MRI-Based Subject-Specific Hand-Forearm Finite Element Model: A Preliminary Study.
Article in Bioengineering (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
backgroundExcessive or poorly distributed contact loading of the hand and forearm can cause pain, functional limitation, skin breakdown, and deep soft-tissue injury, motivating reliable quantification of local soft-tissue deformation and stress. Although anatomically detailed finite element models of the hand and forearm have been developed separately, their integration within a continuous subject-specific hand-forearm model remains limited.
methodsThis preliminary single-subject study developed an MRI-based subject-specific finite element model of the hand and forearm from one healthy adult male volunteer. The model incorporated the complete anatomical structures of the hand and forearm, together with the humerus, which provided proximal attachment sites for the forearm muscles and the extrinsic muscles of the hand. Selected muscle-tendon paths were refined using published hand-wrist musculoskeletal parameters. Skin-, fat-, and muscle-thickness fields were quantified using an anatomy-informed thickness-estimation framework centered on a modified bidirectional ray-projection (mBRP) procedure. Representative indentation sites were selected by thickness fields. A material combination selected from the P1 and P2 analyses was evaluated unchanged at the held-out P3 site, followed by exploratory post hoc screening at P3; agreement was assessed using root-mean-square error (RMSE), normalized root-mean-square error (NRMSE), coefficient of determination (R
resultsThe model comprised 179 components, including bones, muscles, ligaments, tendons, cartilage, skin, and subcutaneous fat, with 120,563 tetrahedral elements and 56,944 pentahedral wedge elements. All five anthropometric measurements differed by less than 5% from the male P50 reference values. In total, 27 of the 29 comparable muscle-belly lengths fell within published ranges or agreed with available single-specimen values. The mBRP-derived skin-thickness measurements differed from the prescribed values by only 0.00-1.67%. The best-fitting combinations were Skin2-Fat2 at P1 (R2 = 0.972) and Skin3-Fat3-Muscle3 at P2 (R2 = 0.973). The Skin3-Fat2-Muscle3 combination retained good agreement at the held-out P3 site (R2 = 0.877). In comparison, the P2-optimal Skin3-Fat3-Muscle3 combination showed substantially poorer agreement at P3 (R
conclusionsWithin this preliminary single-subject study, the model showed anatomical consistency and reproduced the passive indentation responses at the three investigated sites. Cross-site transferability was material-combination dependent: the jointly selected P1-P2 combination retained good agreement at P3, whereas the P2-specific optimum did not. This study demonstrates the technical feasibility of an individualized hand-forearm modeling workflow but does not establish universally transferable tissue parameters or population-level generalizability. Evaluation in additional participants is required.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.