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Ghandour S, Lebedev A, Tung WS, Semianov K, Semjanow A, DiGiovanni CW, Ashkani-Esfahani S, Pineda LB. Utilization of artificial intelligence in the diagnosis of pes planus and pes cavus with a smartphone camera. World J Orthop 2024; 15:1146-1154. [DOI: 10.5312/wjo.v15.i12.1146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 10/21/2024] [Accepted: 11/26/2024] [Indexed: 12/17/2024] Open
Abstract
BACKGROUND Pes planus (flatfoot) and pes cavus (high arch foot) are common foot deformities, often requiring clinical and radiographic assessment for diagnosis and potential subsequent management. Traditional diagnostic methods, while effective, pose limitations such as cost, radiation exposure, and accessibility, particularly in underserved areas.
AIM To develop deep learning algorithms that detect and classify such deformities using smartphone cameras.
METHODS An algorithm that integrated a deep convolutional neural network (CNN) into a smartphone camera was utilized to detect pes planus and pes cavus deformities. This case control study was conducted at a tertiary hospital with participants recruited from two orthopaedic foot and ankle clinics. The CNN was trained and tested using photographs of the medial aspect of participants’ feet, taken under standardized conditions. Participants included subjects with standard foot alignment, pes planus, or pes cavus determined by an expert clinician using the foot posture index. The model’s performance was assessed in comparison to clinical assessment and radiographic measurements, specifically lateral tarsal-first metatarsal angle and calcaneal inclination angle.
RESULTS The CNN model demonstrated high accuracy in diagnosing both pes planus and pes cavus, with an optimized area under the curve of 0.90 for pes planus and 0.90 for pes cavus. It showed a specificity and sensitivity of 84% and 87% for pes planus detection, respectively; and 97% and 70% for pes cavus, respectively. The model’s prediction correlated moderately with radiographic lateral Meary’s angle measurements, indicating the model’s excellent reliability in assessing food arch deformity (P < 0.05).
CONCLUSION This study highlights the potential of using a smartphone-based CNN model as a screening tool that is reliable and accessible for the detection of pes planus and pes cavus deformities, which is especially beneficial for underserved communities and patients with pain generated by subtle foot arch deformities.
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Affiliation(s)
- Samir Ghandour
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Anton Lebedev
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Wei-Shao Tung
- Department of Orthopaedics, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Konstantin Semianov
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Artem Semjanow
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Christopher W DiGiovanni
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Soheil Ashkani-Esfahani
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Lorena Bejarano Pineda
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Boston, MA 02114, United States
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Jenkins DW, Schlangen M, Winski B, Bolch C. Podiatric conditions observed in Special Olympics athletes: Contrasting data from a USA versus an international population. Foot (Edinb) 2024; 59:102099. [PMID: 38744063 DOI: 10.1016/j.foot.2024.102099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 04/22/2024] [Accepted: 04/27/2024] [Indexed: 05/16/2024]
Abstract
OBJECTIVES Persons with intellectual disabilities frequently have podiatric conditions. Findings from the 2018 United States Summer games (USA) venues are compared to those from athletes screened at the 2019 Special Olympics World Summer Games in Abu Dhabi, United Arab Emirates (UAE). METHODS Data from Fit Feet screenings from 2445 United Arab Emirates (UAE) participants were compared to 1244 US participants. RESULTS A sampling of results that reflect significant differences in findings between the USA cohort and Abu Dhabi cohort include ankle joint range of motion, excessive abduction, hallux abducto valgus and pes planus. The overall shoe to foot mismatch was found to be 52.2%. A professional referral was recommended 27.7% of the time in the USA data and 28.5% in the Abu Dhabi data. An urgent referral was requested 5.1% of the time for the USA data and 3.7% of the time in the Abu Dhabi data. CONCLUSION Special Olympics athletes experience a greater prevalence of identifiable podiatric conditions as compared to the general population. Several of the conditions investigated in this study differed significantly between the international Special Olympics cohort and the USA cohort. Assessment of the feet of Special Olympics athletes can help to better appreciate the podiatric conditions in a population of individuals with intellectual disabilities. The variance identified between populations of Special Olympics athletes may be a reflection on the lack of standardization of conditions that are assessed for as well as the disparate characteristics of the clinical volunteers. Future Fit Feet events may wish to consider significant improvements in objectivity and standardization as it pertains to the conditions that are evaluated for in the Fit Feet exam.
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Affiliation(s)
- David W Jenkins
- Arizona College of Podiatric Medicine-Midwestern University Glendale, AZ, USA.
| | | | | | - Charlotte Bolch
- Research and Sponsored Programs, Midwestern University, Glendale, AZ, USA
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Pau M, Porta M, Pau C, Tacconi P, Sanna A. Quantitative Characterization of Gait Patterns in Individuals with Spinocerebellar Ataxia 38. Bioengineering (Basel) 2023; 10:788. [PMID: 37508815 PMCID: PMC10376738 DOI: 10.3390/bioengineering10070788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 06/26/2023] [Accepted: 06/30/2023] [Indexed: 07/30/2023] Open
Abstract
Spinocerebellar ataxia 38 (SCA 38) is a rare autosomal neurological disease whose clinical features include, among others, severe gait disturbances that have not yet been fully characterized. In this study, we employed a computerized 3D gait analysis to obtain spatio-temporal parameters of gait and the kinematics in the sagittal plane in the hip, knee, and ankle joints of seven individuals with SCA 38, which were then compared with those of twenty unaffected individuals matched for age, sex, and anthropometric features. The results show that, in comparison with unaffected individuals, those with SCA 38 are characterized by a significantly reduced speed, stride length, and duration of the swing phase, as well as an increased step width and stance and double support phase durations. The point-by-point comparison of the angular trends at the hip, knee, and ankle joints revealed significant alterations during most part of the stance phase for hip joint and at pre-swing/swing phases for knee and ankle joints. For these latter joints, a significantly reduced dynamic range of motion was also found. Such findings provide some new insights into hip and knee kinematics for this specific form of ataxia and may be useful for monitoring the disease's progression and designing specific, tailored rehabilitative interventions.
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Affiliation(s)
- Massimiliano Pau
- Department of Mechanical, Chemical and Materials Engineering, University of Cagliari, 09124 Cagliari, Italy
| | - Micaela Porta
- Department of Mechanical, Chemical and Materials Engineering, University of Cagliari, 09124 Cagliari, Italy
| | - Chiara Pau
- Department of Mechanical, Chemical and Materials Engineering, University of Cagliari, 09124 Cagliari, Italy
| | - Paolo Tacconi
- Multiple Sclerosis Center, Binaghi Hospital, ASL Cagliari, 09126 Cagliari, Italy
| | - Angela Sanna
- U.O.C. Neurology, S.S. Trinità Hospital, ASL Cagliari, 09121 Cagliari, Italy
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Djun MHT, Chay JTC. The Association Between Foot Structure and Foot Kinematics During Slow Running. J Am Podiatr Med Assoc 2021; 111. [PMID: 32780124 DOI: 10.7547/18-098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
BACKGROUND Clinicians routinely assess foot posture as part of their assessment and management of foot pathologies. Flat or high-arched foot postures have been linked to kinematic deviations and increased risk of foot injuries. The Foot Posture Index (FPI) is a valid clinical tool used to classify feet into high-arched, normal-arched, and flat foot groups and predicts foot function during walking well. Walking and running are distinct locomotion styles, and studies have not been performed to correlate FPI to foot function during running. This study aims to investigate the association of FPI scores to foot kinematics during running. The results will further inform clinicians who perform static assessment of feet of individuals who are runners. METHODS Sixty-nine participants had their feet assessed using the FPI scoring system. Based on these scores, the feet were categorized as flat foot, normal-arched, and high-arched. Rearfoot eversion and forefoot dorsiflexion (arch flattening) of the foot were analysed during slow running between 1.4 and 2.2 m/sec. The Pearson correlation was used to analyse the FPI scores on an interval scale, with Cohen's d used to report effect size. One-way analysis of variance and a Bonferroni post hoc test was used to analyze data by category. Level of significance was set at P < .05. RESULTS Thirty-four flat feet, 26 normal-arched feet, and nine high-arched feet were analyzed. The FPI scores correlated significantly with rearfoot eversion (moderate effect size) and forefoot dorsiflexion (low effect size). Rearfoot eversion was greatest in the flat foot, followed by the normal-arched foot and the high-arched foot. Forefoot dorsiflexion was significantly higher in the flat foot compared with the high-arched group. CONCLUSIONS Foot Posture Index scores are positively correlated with rearfoot eversion and forefoot dorsiflexion during running. Clinicians can use this information to aid their foot assessment and management of individuals who are runners.
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Kim JK, Han SA, Kim SJ. X-linked Charcot-Marie-Tooth disease with GJB1 mutation presenting as acute disseminated encephalomyelitis-like illness: A case report. Medicine (Baltimore) 2017; 96:e9176. [PMID: 29245364 PMCID: PMC5728979 DOI: 10.1097/md.0000000000009176] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2017] [Revised: 11/17/2017] [Accepted: 11/18/2017] [Indexed: 11/26/2022] Open
Abstract
RATIONALE Charcot-Marie-Tooth disease (CMT) is typically an autosomal dominant, inherited neuropathy, although there is a rare male X-linked CMT. Such patients show central nervous system (CNS) involvement in addition to peripheral neuropathy. Recently, we encountered a patient who presented with acute disseminated encephalomyelitis (ADEM)-like symptoms, but was later diagnosed as having X-linked CMT (CMTX) due to a mutation. PATIENT CONCERNS A previously healthy 11-year-old boy was admitted for a sudden transient weakness of his left side extremities. DIAGNOSES The patient was diagnosed with left side hemiparesis. Brain magnetic resonance imaging (MRI) showed ADEM-like demyelinating lesions on both centrum semiovale. A diagnosis of probable ADEM was made, and the patient soon recovered. After 4 months, a second MRI showed complete resolution of the brain lesions. However, the symptoms recurred 2 years later. A third MRI revealed white matter abnormalities, and a physical examination demonstrated pes cavus deformities and peripheral muscle wasting of both lower extremities. INTERVENTIONS On the basis of the brain MRI lesions and physical findings, we suspected CMTX. Genotyping confirmed a mutation in the GJB1 gene. OUTCOMES When the symptoms recurred 2 years later, dysarthria and demyelinating MRI lesions were present. We could not identify any triggering factors. LESSONS Differential diagnosis of recurrent ADEM-like lesions in the cerebral white matter and peripheral neuropathy should include the possibility of CMTX disease.
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Jenkins DW, Cooper K, Heigh EG. Prevalence of podiatric conditions seen in Special Olympics athletes: a comparison of USA data to an international population. Foot (Edinb) 2015; 25:5-11. [PMID: 25554566 DOI: 10.1016/j.foot.2014.09.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2014] [Revised: 08/25/2014] [Accepted: 09/21/2014] [Indexed: 02/04/2023]
Abstract
BACKGROUND Persons with intellectual disabilities frequently have podiatric conditions. Limited information exists on their prevalence in international cohorts of Special Olympics (SO) athletes. Findings from multiple United States (US) venues are compared to those from athletes screened at the 2011 Special Olympics World Summer Games in Athens, Greece (ATHENS). METHODS Data from Fit Feet screenings from 2096 ATHENS participants was compared to 7192 US participants. RESULTS Frequently noted in the ATHENS population were motion restriction in both the ankle and the first metatarsal phalangeal joint (1st MTPJ), pes planus, metatarsus adductus, brachymetatarsia, hallux abducto valgus (HAV), onychomycosis, onychocryptosis, and tinea pedis. ATHENS differed from the US cohort as HAV and restricted ankle joint and 1st MTPJ joint motion was less frequent. Significantly more tinea pedis, xerosis, and hyperhidrosis were present in the ATHENS population. DISCUSSION/CONCLUSION SO athletes have a higher prevalence of podiatric structural conditions compared to the general population, and some vary between ATHENS versus US. Less prevalent in ATHENS was HAV, and restricted motion in both the ankle and 1st MTPJ. This may reflect differences due to varied clinical observers. The higher rates of several dermatological conditions in ATHENS may reflect venue seasonal climate, or social factors.
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Affiliation(s)
- David W Jenkins
- Arizona School of Podiatric Medicine, College of Health Sciences - Midwestern University, Glendale, AZ, USA.
| | - Kimbal Cooper
- Biomedical Sciences Program, Midwestern University, Glendale, AZ, USA
| | - Evelyn G Heigh
- Arizona School of Podiatric Medicine, College of Health Sciences - Midwestern University, Glendale, AZ, USA
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Zhou Y, Zhou B, Liu J, Tan X, Tao X, Chen W, Tang K. A prospective study of midfoot osteotomy combined with adjacent joint sparing internal fixation in treatment of rigid pes cavus deformity. J Orthop Surg Res 2014; 9:44. [PMID: 24898481 PMCID: PMC4067371 DOI: 10.1186/1749-799x-9-44] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2013] [Accepted: 05/19/2014] [Indexed: 11/10/2022] Open
Abstract
Background Midfoot osteotomy has been previously confirmed to be a good method to correct pes cavus. How to fix the osteotomy and which point to choose for the procedure has been a focus for most surgeons. The aim of this study was to analyse the outcomes of a series of patients who had been treated for pes cavus deformity using midfoot osteotomy combined with adjacent joint sparing internal fixation. Materials and methods Between 2008 and 2012, 17 patients with a mean age of 16.8 years (12–36 years) were tracked after treatment by midfoot osteotomy combined with adjacent joint sparing internal fixation with three cannulated screws between the Lisfranc line and Cyma line. Clinical outcomes were assessed by measuring improvements of appearance and function, American Orthopedic Foot and Ankle Society (AOFAS) scores, and radiographic changes. Results The mean follow-up time was 25.3 months (range, 10–50). The mean healing time from the osteotomy was 7.8 weeks (range, 6–12). The appearance and weight-bearing function were significantly improved in all patients. At a final follow-up, the mean AOFAS score was 75.8/100 points (range, 63–90). The mean Meary's angle, calcaneal pitch angle, tibiotalar angle, and Hibb's angle values improved from 26.3 to 5.5, 44.5 to 28.3, 133.1 to 100.8 and 66.9 to 41.1, respectively. Adjacent joints presented no obviously arthritic degeneration at the follow-up. Subjectively, 94.1% of patients were very satisfied or satisfied with minor reservations. Objective outcomes were excellent or good in 88.2% of feet. Conclusion For the treatment of rigid pes cavus deformity, extra-articular midfoot osteotomy combined with adjacent joint sparing internal fixation is effective and safe. This surgical technique is especially effective with low rates of arthritic degeneration and joint stiffness in the adjacent joints and little reduction of ankle and foot flexibility.
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Affiliation(s)
| | | | | | | | | | | | - Kanglai Tang
- Department of Orthopaedics, Southwest Hospital, Third Military Medical University, No,30 Gaotanyan Road, Chongqing 400038, People's Republic of China.
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