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1.
J Phys Ther Educ ; 2024 Jun 28.
Artigo em Inglês | MEDLINE | ID: mdl-38954766

RESUMO

INTRODUCTION: Given the impetus to improve accessibility for diverse learners seeking physical therapist education, it is critical that all entry points to access information have minimal barriers. This study identified Web site accessibility barriers among Doctor of Physical Therapy (DPT) programs in the United States. REVIEW OF LITERATURE: Web site accessibility has been evaluated among many institutions of higher education, but none focused on DPT education. Individuals with disabilities may be adversely affected by Web site accessibility barriers. SUBJECTS: This cross-sectional study included 262 DPT programs in the United States. Doctor of Physical Therapy program characteristics collected were geographic region, institutional control type (public/private), medical school affiliation, accreditation status, total institutional enrollment, and DPT class size. METHODS: The Web Accessibility Evaluation (WAVE) Tool assessed data related to accessibility barriers among DPT program homepage Uniform Resource Locators. Three primary outcomes from the WAVE Tool included WAVE Total Errors, Error Density, and Total Alerts. RESULTS: Web site homepage accessibility barriers varied among programs for WAVE Total Errors (range 0-150), Error Density (range 0-14.6%), and Total Alerts (range 1-331). Median Total Errors were greater among private (9.0) versus public (5.0) institution Web sites (P < .001). Median Total Errors were greater among those institutions not affiliated with a medical school (9.0) compared with those that had an affiliated medical school (7.0) (P = .04). No differences in accessibility barriers were identified according to geographic region or accreditation status (P > .05). Median Total Errors were significantly different between institutional enrollment quartiles (H[3] = 17.9, P < .001), with no differences noted between DPT class size quartiles for any outcome (P > .05). Generally, weak-fair inverse correlations were observed between student enrollment for the institution and Web site accessibility barrier outcomes. DISCUSSION AND CONCLUSION: Homepage accessibility barriers varied greatly among DPT programs in the United States. Factors, including being a private institution, no medical school affiliation, and lower institutional enrollment, were related to increased accessibility barriers.

2.
Cell Stem Cell ; 31(7): 1058-1071.e5, 2024 Jul 05.
Artigo em Inglês | MEDLINE | ID: mdl-38823388

RESUMO

The hypoblast is an essential extraembryonic tissue set aside within the inner cell mass in the blastocyst. Research with human embryos is challenging. Thus, stem cell models that reproduce hypoblast differentiation provide valuable alternatives. We show here that human naive pluripotent stem cell (PSC) to hypoblast differentiation proceeds via reversion to a transitional ICM-like state from which the hypoblast emerges in concordance with the trajectory in human blastocysts. We identified a window when fibroblast growth factor (FGF) signaling is critical for hypoblast specification. Revisiting FGF signaling in human embryos revealed that inhibition in the early blastocyst suppresses hypoblast formation. In vitro, the induction of hypoblast is synergistically enhanced by limiting trophectoderm and epiblast fates. This finding revises previous reports and establishes a conservation in lineage specification between mice and humans. Overall, this study demonstrates the utility of human naive PSC-based models in elucidating the mechanistic features of early human embryogenesis.


Assuntos
Diferenciação Celular , Linhagem da Célula , Fatores de Crescimento de Fibroblastos , Células-Tronco Pluripotentes , Humanos , Fatores de Crescimento de Fibroblastos/metabolismo , Células-Tronco Pluripotentes/metabolismo , Células-Tronco Pluripotentes/citologia , Blastocisto/metabolismo , Blastocisto/citologia , Animais , Transdução de Sinais , Camundongos , Modelos Biológicos , Camadas Germinativas/metabolismo , Camadas Germinativas/citologia
3.
Dev Cell ; 2024 Jun 12.
Artigo em Inglês | MEDLINE | ID: mdl-38889726

RESUMO

To implant in the uterus, mammalian embryos form blastocysts comprising trophectoderm (TE) surrounding an inner cell mass (ICM), confined to the polar region by the expanding blastocoel. The mode of implantation varies between species. Murine embryos maintain a single layered TE until they implant in the characteristic thick deciduum, whereas human blastocysts attach via polar TE directly to the uterine wall. Using immunofluorescence (IF) of rapidly isolated ICMs, blockade of RNA and protein synthesis in whole embryos, or 3D visualization of immunostained embryos, we provide evidence of multi-layering in human polar TE before implantation. This may be required for rapid uterine invasion to secure the developing human embryo and initiate formation of the placenta. Using sequential fluorescent labeling, we demonstrate that the majority of inner TE in human blastocysts arises from existing outer cells, with no evidence of conversion from the ICM in the context of the intact embryo.

4.
Nat Commun ; 15(1): 5210, 2024 Jun 18.
Artigo em Inglês | MEDLINE | ID: mdl-38890321

RESUMO

Cell-fate decisions during mammalian gastrulation are poorly understood outside of rodent embryos. The embryonic disc of pig embryos mirrors humans, making them a useful proxy for studying gastrulation. Here we present a single-cell transcriptomic atlas of pig gastrulation, revealing cell-fate emergence dynamics, as well as conserved and divergent gene programs governing early porcine, primate, and murine development. We highlight heterochronicity in extraembryonic cell-types, despite the broad conservation of cell-type-specific transcriptional programs. We apply these findings in combination with functional investigations, to outline conserved spatial, molecular, and temporal events during definitive endoderm specification. We find early FOXA2 + /TBXT- embryonic disc cells directly form definitive endoderm, contrasting later-emerging FOXA2/TBXT+ node/notochord progenitors. Unlike mesoderm, none of these progenitors undergo epithelial-to-mesenchymal transition. Endoderm/Node fate hinges on balanced WNT and hypoblast-derived NODAL, which is extinguished upon endodermal differentiation. These findings emphasise the interplay between temporal and topological signalling in fate determination during gastrulation.


Assuntos
Embrião de Mamíferos , Endoderma , Gastrulação , Regulação da Expressão Gênica no Desenvolvimento , Análise de Célula Única , Animais , Endoderma/citologia , Endoderma/metabolismo , Endoderma/embriologia , Suínos , Camundongos , Embrião de Mamíferos/citologia , Embrião de Mamíferos/metabolismo , Diferenciação Celular , Mesoderma/citologia , Mesoderma/embriologia , Mesoderma/metabolismo , Transcriptoma , Fator 3-beta Nuclear de Hepatócito/metabolismo , Fator 3-beta Nuclear de Hepatócito/genética , Linhagem da Célula , Proteínas com Domínio T/metabolismo , Proteínas com Domínio T/genética , Transição Epitelial-Mesenquimal/genética
5.
Foot Ankle Int ; : 10711007241251829, 2024 May 30.
Artigo em Inglês | MEDLINE | ID: mdl-38817041
7.
J Orthop Res ; 42(8): 1710-1718, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38483094

RESUMO

In carpometacarpal osteoarthritis (CMC OA) of the thumb, to what extent treatments should be directed by radiographic disease severity versus pain-based indicators remains an open question. To address this gap, this study investigated the relative impact of disease severity and pain severity on the range of motion in participants with CMC OA. We hypothesized larger differences would exist between extremes in the pain severity cohort than the disease severity cohort, suggesting pain modulates movement to a greater extent than joint degradation. Thirty-one female participants (64.6 ± 10.9 years) were grouped as symptomatic or asymptomatic (pain severity cohort) and early stage OA or end-stage OA (disease severity cohort) using radiographs and questionnaires. Kinematics were measured during single-planar and multiplanar range of motion tasks. Joint angle differences between groups were statistically compared. Differences in self-reported pain, function, and disability were evident in both participant cohorts. Notably, substantial distinctions emerged exclusively during multiplanar tasks, with a greater prevalence in the disease severity cohort compared to the pain severity cohort. Participants with end-stage OA also exhibited similar overall area covered during circumduction in comparison to those with early-stage OA, despite having a decreased range of motion at the CMC joint. The study underscores the importance of assessing multiplanar tasks, potentially leading to earlier identification of CMC OA. While movement compensations such as employing the distal thumb joints over the CMC joint were observed, delving deeper into the interplay between pain and movement could yield greater insight into the underlying factors steering these compensatory mechanisms.


Assuntos
Articulações Carpometacarpais , Osteoartrite , Amplitude de Movimento Articular , Índice de Gravidade de Doença , Humanos , Feminino , Pessoa de Meia-Idade , Osteoartrite/fisiopatologia , Osteoartrite/diagnóstico por imagem , Articulações Carpometacarpais/fisiopatologia , Articulações Carpometacarpais/diagnóstico por imagem , Idoso , Fenômenos Biomecânicos
8.
Arthritis Rheumatol ; 76(7): 1062-1070, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38403452

RESUMO

OBJECTIVE: Knee osteoarthritis (OA) is a leading cause of chronic pain in adults and shows wide interindividual variability, with peripheral and central factors contributing to the pain experience. Periarticular factors, such as muscle quality (eg, echo intensity [EI] and shear wave velocity [SWV]), may contribute to knee OA pain; however, the role of muscle quality in OA symptoms has yet to be fully established. METHODS: Twenty-six adults (age >50 years) meeting clinical criteria for knee OA were included in this cross-sectional study. Quantitative ultrasound imaging was used to quantify EI and SWV in the rectus femoris of the index leg. Pearson correlations followed by multiple linear regression was used to determine associations between muscle quality and pain, controlling for strength, age, sex, and body mass index. RESULTS: EI and SWV were significantly associated with movement-evoked pain (b = 0.452-0.839, P = 0.024-0.029). Clinical pain intensity was significantly associated with SWV (b = 0.45, P = 0.034), as were pressure pain thresholds at the medial (b = -0.41, P = 0.025) and lateral (b = -0.54, P = 0.009) index knee joint line, adjusting for all covariates. Pain interference was significantly associated with knee extension strength (b = -0.51, P = 0.041). CONCLUSION: These preliminary findings suggest that EI and SWV may impact knee OA pain and could serve as malleable treatment targets. Findings also demonstrate that muscle quality is a unique construct, distinct from muscle strength, which may impact pain and treatment outcomes. More research is needed to fully understand the role of muscle quality in knee OA.


Assuntos
Força Muscular , Osteoartrite do Joelho , Músculo Quadríceps , Ultrassonografia , Humanos , Osteoartrite do Joelho/fisiopatologia , Osteoartrite do Joelho/diagnóstico por imagem , Feminino , Masculino , Estudos Transversais , Pessoa de Meia-Idade , Força Muscular/fisiologia , Idoso , Músculo Quadríceps/fisiopatologia , Músculo Quadríceps/diagnóstico por imagem , Medição da Dor , Artralgia/fisiopatologia , Artralgia/etiologia , Articulação do Joelho/fisiopatologia , Articulação do Joelho/diagnóstico por imagem
9.
Foot Ankle Int ; 45(3): 236-242, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38240153

RESUMO

BACKGROUND: Fibula shortening can compromise ankle stability and force transmission, thereby impacting clinical outcomes. Because radiographs depict 3-dimensional anatomy in 2 dimensions, accurate radiographic assessment of fibula length is a commonly encountered clinical challenge. The talocrural angle (TCA), Shenton line, and dime sign are useful parameters of fibula length. Yet, the impact of 3-dimensional limb positioning on these radiographic parameters is not established. METHODS: Bone models were constructed from CT scans of 30 lower limbs. Fibula length was computationally manipulated, and digitally reconstructed radiographs were generated reflecting 1-degree increments of sagittal and axial plane rotation of each limb for each fibula length condition. The TCA was computationally measured on each image. The presence of an aligned mortise view, intact Shenton line, and intact dime sign was assessed by 2 observers. RESULTS: The mean TCA, which was 78.0 (95% CI ± 1.6) degrees for a true mortise projection with anatomic fibula length, changed by approximately 1 degree per millimeter of fibula length change. On average, 14.7 degrees of caudal rotation obscured 2 mm of fibular shortening by virtue of producing the same TCA as a true mortise view with anatomic fibula length, designated a false positive view. Axial rotation had a comparatively small effect. Observers 1 and 2 were, respectively, 91% and 88% less likely to accurately judge the image alignment of the false positive images compared to true mortise images. Moreover, intraobserver agreement was poor to moderate (mean 0.47, range 0.13-0.59) and interobserver agreement was uniformly poor (mean 0.08, range 0.01-0.20). CONCLUSION: In our study using digitally reconstructed radiographs from CT scans of 30 limbs, we found that sagittal plane rotation impacts the radiographic appearance of fibula length as measured by the TCA. Limb axial rotation had a comparatively small effect. Further study of human perception of Shenton line and dime sign is needed before the effect of rotation on these parameters can be fully understood. LEVEL OF EVIDENCE: Level IV, case series.


Assuntos
Fíbula , Extremidade Inferior , Humanos , Fíbula/diagnóstico por imagem , Rotação , Radiografia , Tomografia Computadorizada por Raios X
10.
Milbank Q ; 102(1): 212-232, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38219274

RESUMO

Policy Points Our research reveals the similarities and differences among the lobbying activities of tobacco, alcohol, gambling, and ultraprocessed food industries, which are often a barrier to the implementation of public health policies. Over 23 years, we found that just six organizations dominated lobbying expenses in the tobacco and alcohol sectors, whereas the gambling sector outsourced most of their lobbying to professional firms. Databases like OpenSecrets are a useful resource to monitor the commercial determinants of health. CONTEXT: Commercial lobbying is often a barrier to the development and implementation of public health policies. Yet, little is known about the similarities and differences in the lobbying practices of different industry sectors or types of commercial actors. This study compares the lobbying practices of four industry sectors that have been the focus of much public health research and advocacy: tobacco, alcohol, gambling, and ultraprocessed foods. METHODS: Data on lobbying expenditures and lobbyist backgrounds were sourced from the OpenSecrets database, which monitors lobbying in the United States. Lobbying expenditure data were analyzed for the 1998-2020 period. We classified commercial actors as companies or trade associations. We used Power BI software to link, analyze, and visualize data sets. FINDINGS: We found that the ultraprocessed food industry spent the most on lobbying ($1.15 billion), followed by gambling ($817 million), tobacco ($755 million), and alcohol ($541 million). Overall, companies were more active than trade associations, with associations being least active in the tobacco industry. Spending was often highly concentrated, with two organizations accounting for almost 60% of tobacco spending and four organizations accounting for more than half of alcohol spending. Lobbyists that had formerly worked in government were mainly employed by third-party lobby firms. CONCLUSIONS: Our study shows how comparing the lobbying practices of different industry sectors offers a deeper appreciation of the diversity and similarities of commercial actors. Understanding these patterns can help public health actors to develop effective counterstrategies.


Assuntos
Indústrias , Manobras Políticas , Estados Unidos , Política Pública , Indústria Alimentícia
11.
Ann Biomed Eng ; 52(3): 498-509, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-37943340

RESUMO

As datasets increase in size and complexity, biomechanists have turned to artificial intelligence (AI) to aid their analyses. This paper explores how explainable AI (XAI) can enhance the interpretability of biomechanics data derived from musculoskeletal simulations. We use machine learning to classify the simulated lateral pinch data as belonging to models with healthy or one of two types of surgically altered wrists. This simulation-based classification task is analogous to using biomechanical movement and force data to clinically diagnose a pathological state. The XAI describes which musculoskeletal features best explain the classifications and, in turn, the pathological states, at both the local (individual decision) level and global (entire algorithm) level. We demonstrate that these descriptions agree with assessments in the literature and additionally identify the blind spots that can be missed with traditional statistical techniques.


Assuntos
Inteligência Artificial , Punho , Fenômenos Biomecânicos , Algoritmos , Aprendizado de Máquina
12.
Development ; 151(3)2024 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-37982461

RESUMO

Early organogenesis represents a key step in animal development, during which pluripotent cells diversify to initiate organ formation. Here, we sampled 300,000 single-cell transcriptomes from mouse embryos between E8.5 and E9.5 in 6-h intervals and combined this new dataset with our previous atlas (E6.5-E8.5) to produce a densely sampled timecourse of >400,000 cells from early gastrulation to organogenesis. Computational lineage reconstruction identified complex waves of blood and endothelial development, including a new programme for somite-derived endothelium. We also dissected the E7.5 primitive streak into four adjacent regions, performed scRNA-seq and predicted cell fates computationally. Finally, we defined developmental state/fate relationships by combining orthotopic grafting, microscopic analysis and scRNA-seq to transcriptionally determine cell fates of grafted primitive streak regions after 24 h of in vitro embryo culture. Experimentally determined fate outcomes were in good agreement with computationally predicted fates, demonstrating how classical grafting experiments can be revisited to establish high-resolution cell state/fate relationships. Such interdisciplinary approaches will benefit future studies in developmental biology and guide the in vitro production of cells for organ regeneration and repair.


Assuntos
Gastrulação , Organogênese , Camundongos , Animais , Diferenciação Celular , Organogênese/genética , Linha Primitiva , Endotélio , Embrião de Mamíferos , Mamíferos
13.
J Biomech Eng ; 146(2)2024 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-37978046

RESUMO

Sensitivity coefficients are used to understand how errors in subject-specific musculoskeletal model parameters influence model predictions. Previous sensitivity studies in the lower limb calculated sensitivity using perturbations that do not fully represent the diversity of the population. Hence, the present study performs sensitivity analysis in the upper limb using a large synthetic dataset to capture greater physiological diversity. The large dataset (n = 401 synthetic subjects) was created by adjusting maximum isometric force, optimal fiber length, pennation angle, and bone mass to induce atrophy, hypertrophy, osteoporosis, and osteopetrosis in two upper limb musculoskeletal models. Simulations of three isometric and two isokinetic upper limb tasks were performed using each synthetic subject to predict muscle activations. Sensitivity coefficients were calculated using three different methods (two point, linear regression, and sensitivity functions) to understand how changes in Hill-type parameters influenced predicted muscle activations. The sensitivity coefficient methods were then compared by evaluating how well the coefficients accounted for measurement uncertainty. This was done by using the sensitivity coefficients to predict the range of muscle activations given known errors in measuring musculoskeletal parameters from medical imaging. Sensitivity functions were found to best account for measurement uncertainty. Simulated muscle activations were most sensitive to optimal fiber length and maximum isometric force during upper limb tasks. Importantly, the level of sensitivity was muscle and task dependent. These findings provide a foundation for how large synthetic datasets can be applied to capture physiologically diverse populations and understand how model parameters influence predictions.


Assuntos
Modelos Biológicos , Sistema Musculoesquelético , Humanos , Músculos , Extremidade Superior , Extremidade Inferior , Músculo Esquelético/fisiologia , Contração Isométrica/fisiologia
15.
Front Public Health ; 11: 1305512, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38045971

RESUMO

[This corrects the article DOI: 10.3389/fpubh.2022.981039.].

16.
J Pain Res ; 16: 4139-4149, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38078018

RESUMO

Purpose: Evaluate sensory and psychological differences in individuals with thumb carpometacarpal (CMC) and/or knee osteoarthritis (OA) pain. This secondary analysis focuses on comparing the effects of OA at large and small joints in community-dwelling adults. Patients and Methods: A total of 434 individuals were recruited from communities in Gainesville, FL and Birmingham, AL. Each participant completed health and clinical history questionnaires, quantitative sensory testing, and physical functional tests. Participants were divided into four groups based on their pain ("CMC pain" (n = 33), "knee pain" (n = 71), "CMC + knee pain" (n = 81), and "pain-free" controls (n = 60)). ANCOVAs were performed to identify significant differences in experimental pain and psychological variables across groups. Results: The "CMC + knee pain" group had lower pressure pain thresholds (lateral knee site, p < 0.01) and higher temporal summation of mechanical pain (knee, p < 0.01) when compared to "CMC pain" and "pain-free" groups. The "knee pain" group had lower heat pain tolerance at the forearm site (p = 0.02) and higher mechanical pain (p < 0.01) at both tested sites in comparison to the "CMC pain" group. Lastly, the "CMC + knee pain" group had the highest self-reported pain (p < 0.01) and disability (p < 0.01) compared to all other groups. Conclusion: Results suggest knee OA compounded with CMC OA increases disease impact and decreases emotional health compared to OA at either the CMC or knee joint alone. Results also support a relationship between the number of painful joints and enhanced widespread pain sensitivity. Measuring pain at sites other than the primary OA location is important and could contribute to more holistic treatment and prevention of OA progression.

17.
Foot Ankle Spec ; : 19386400231213741, 2023 Dec 06.
Artigo em Inglês | MEDLINE | ID: mdl-38053491

RESUMO

BACKGROUND: The optimal placement for a syndesmosis reduction clamp remains an open question. This study compared the center-center axis, which localizes clamp placement using only an internally rotated lateral ankle X-ray, with other common approaches, whose accuracy can only be confirmed using computed tomography (CT). METHODS: Bone models of anatomically aligned (n = 6) and malreduced (n = 48) limbs were generated from CT scans of cadaveric specimens. Four axes for guiding clamp placement (center-center, centroid, B2, and trans-syndesmotic) were then analyzed, using digitally reconstructed radiographs derived from the bone models. Each axis' location was defined using angle-height pairs that describe axis orientation along the full anatomical region where syndesmosis fixation occurs. RESULTS: In anatomically aligned limbs, the center-center axis was located on average (±95% CI [confidence interval]), 0.64° (±0.50°) internal rotation, 1.03° (±0.73°) internal rotation, and 2.09° (±7.29°) external rotation from the centroid, B2, and trans-syndesmotic axes, respectively. Fibular displacement altered the magnitude of limb rotation needed to identify the center-center axis. CONCLUSION: The center-center technique is a valid method that closely approximates previously described methods for syndesmosis clamp placement without using CT, and the magnitude of C-arm rotation needed to transition from a talar dome lateral to a center-center view may be a potential method for assessing syndesmosis reduction. LEVELS OF EVIDENCE: Level III: Retrospective comparative study.

18.
Curr Opin Genet Dev ; 83: 102130, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37897953

RESUMO

How functional organisms arise from a single cell is a fundamental question in biology with direct relevance to understanding developmental defects and diseases. Dissecting developmental processes provides the basic, critical framework for understanding disease progression and treatment. Bottom-up approaches to recapitulate formation of various components of the embryo have been effective to probe symmetry-breaking, self-organisation, tissue patterning and morphogenesis. However, these studies have been mostly concerned with axial patterning, which is essentially longitudinal. Can these models generate the appendicular axes? If so, how far can self-organisation take these? Will experimentally induced organisers be required? This short review explores these questions, highlighting how minimal models are essential for understanding patterning and morphogenetic processes.


Assuntos
Padronização Corporal , Embrião de Mamíferos , Padronização Corporal/genética , Morfogênese/genética
19.
Health Promot Int ; 38(5)2023 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-37864804

RESUMO

What is unknown about commercial lobbying is far greater than what is known. These omissions distort our understanding of the extent and nature of business influence on politics. Especially when businesses engage in practices that harm health, it is crucial for public health advocates to understand corporate lobbying to counter its influence. Our study proceeded in three phases. First, based on an international audit, we developed a list of the categories of information about lobbying that could be disclosed under four groups (lobby firms, lobbyists, organizations and activities) and benchmarked Australian lobbyist registers against this list. Second, we manually extracted data from lobbyist registers in eight jurisdictions, cleaned the data and created a relational model for analysis. Finally, we classified a sample of organizations as public health organizations or harmful industries to compare their activities. We identified 61 possible categories of information about lobbying in international lobbyist registers. When applied to Australian lobbyist registers, Queensland covered the widest range of categories (13, 21%), though many lacked detail and completeness. Australian lobbyist registers provided data on 462 third-party lobby firms across Australia, currently employing 1036 lobbyists and representing 4101 organizations. Several of these represented harmful industries, with gambling interests hiring the most third-party lobby firms. Ultimately, Australian lobbyist registers do not provide enough information to understand the full extent of lobbying activities taking place. Political transparency is important for public health actors to be able to monitor corporate political activity and to protect policy-making from vested interests.


Assuntos
Manobras Políticas , Política , Humanos , Austrália , Indústrias , Formulação de Políticas
20.
J Biomech ; 161: 111834, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37865980

RESUMO

Subject-specific musculoskeletal models are a promising avenue for personalized healthcare. However, current methods for producing personalized models require dense, biomechanical datasets that include expensive and time-consuming physiological measurements. For personalized models to be clinically useful, we must be able to rapidly generate models from simple, easy to collect data. In this context, the objective of this paper is to evaluate if and how simple data, namely height/weight and pinch force data, can be used to achieve model personalization via machine learning. Using simulated lateral pinch force measurements from a synthetic population of 40,000 randomly generated subjects, we train neural networks to estimate four Hill-type muscle model parameters and bone density. We compare parameter estimates to the true parameters of 10,000 additional synthetic subjects. We also generate new personalized models using the parameter estimates and perform new lateral pinch simulations to compare predicted forces using these personalized models to those generated using a baseline model. We demonstrate that increasing force measurement complexity reduces the root-mean-square error in the majority of parameter estimates. Additionally, musculoskeletal models using neural network-based parameter estimates provide up to an 80% reduction in absolute error in simulated forces when compared to a generic model. Thus, easily obtained force measurements may be suitable for personalizing models of the thumb, although extending the method to more tasks and models involving other joints likely requires additional measurements.


Assuntos
Braço , Polegar , Humanos , Polegar/fisiologia , Músculo Esquelético/fisiologia , Modelos Biológicos , Redes Neurais de Computação , Fenômenos Biomecânicos
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