Left Leg Research Articles

Injury of the superficial femoral artery and posterior tibial artery associated with an atherectomy device.

Rotational atherectomy can offer a viable treatment for occlusive peripheral artery disease; maintaining the minimal invasiveness of an endovascular procedure, while allowing for a more complete lesion debridement compared with balloon angioplasty. This case report outlines a complication of guidewire entrapment associated with rotational atherectomy in the superficial femoral artery (SFA). A 57-year-old male underwent an atherectomy with Rotorex for left lower limb foot pain. During the procedure, the guidewire was suctioned into the atherectomy device, preventing any further advancement of the device and damaging the SFA and posterior tibial artery (PTA). The atherectomy device was withdrawn and a new vascular access site was gained in the left PTA. A covered stent was inserted to treat the original SFA lesion, and balloon angioplasty was used to repair the device-induced damaged to the PTA. While guidewire complications have been previously reported, this case report details the first reported case, to our knowledge, of guidewire entrapment while using a rotational atherectomy device. Knowledge of this possible complication of rotational atherectomy can aid in clinical decision making when choosing between treatments for peripheral vascular disease.

A 22-Year-Old Man With Headache, Facial Numbness, Diplopia and Left Leg Numbness

We present a 22-year-old male with a subacute course of chin numbness, ophthalmoplegia, headache and left leg numbness in the setting of fever, chills and night sweats. Initial imaging investigations revealed cauda equina enhancement plus an infiltrative process at the basis of the skull associated with extensive bone marrow infiltration and lymphadenopathy elsewhere. We discuss the localization, differential diagnosis, and appropriate investigations for this unique clinical scenario. Important laboratory findings and treatment considerations are reviewed for this unusual final diagnosis.

Takayasu Arteritis with Congestive Heart Failure in a 16-year-old Indian Male Child

Abstract Takayasu arteritis (TA) is a rare inflammatory disease affecting medium- to large-sized vessels, notably the aorta and its branches, posing significant challenges due to arterial obstruction. We present the case of a 16-year-old Indian male with recurrent hospitalizations for congestive heart failure, eventually diagnosed with TA. Clinical examination revealed discrepancies in blood pressure, absent pulse in the left leg, and cardiovascular abnormalities. Laboratory findings indicated inflammation, and imaging confirmed arterial involvement. Treatment involved immunosuppressive therapy and symptomatic management. Despite diagnostic and therapeutic challenges, the patient showed improvement after 3 months. This case shows diverse clinical manifestations, diagnostic complexities, and the importance of a multidisciplinary approach to management. Further research is crucial in understanding mechanisms and optimizing therapeutic strategies for this rare vasculitis.

Foot Anthropometry Measures in Relation to Treatment in Patients with Rheumatoid Arthritis: A Longitudinal Study.

Approximately 90% of patients with arthritis exhibit forefoot deformities, including deformities within the metatarsophalangeal and proximal interphalangeal joints. Current pharmacological treatment with Disease Modifying Antirheumatic Drugs (DMARDs) consists of two groups: synthetic drugs (sDMARDs) and biological drugs (bDMARDs). The objective of our study was to investigate foot anthropometry changes in RA patients based on the administered treatment over a five-year period Method: A longitudinal analysis was conducted with RA patients who were grouped based on their pharmacological treatment. The pharmacological treatment groups were categorized into (I) methotrexate (MTX), (II) MTX plus biological treatments (including all variables), (III) biological treatment alone, and (IV) a miscellaneous group comprising patients with diverse treatments, including patients for whom various drugs had failed or who had not achieved remission with pharmacological treatment. For the anthropometric measurements, a foot measurement platform validated by McPoil et al. was used. Post hoc analyses with Bonferroni correction were performed to identify pairwise differences between the treatment groups while controlling for Type I errors due to multiple comparisons. Results: In the period from 2018 to 2023, significant changes were observed in several foot measurements. For instance, the MTX group showed a statistically significant increase in left heel width (p = 0.026). The MTX group experienced a slight increase in left foot length, while the Biologics and MTX + Bio groups exhibited more substantial increases in both maximum medial arch height and midfoot width. Conclusions: Different RA treatments can have a significant impact on foot structure over a five-year period, showing notable changes in heel width and overall foot morphology. Combined treatments with MTX and biologics potentially offer better management of RA.

User-Centered Evaluation of the Wearable Walker Lower Limb Exoskeleton; Preliminary Assessment Based on the Experience Protocol.

Using lower limb exoskeletons provides potential advantages in terms of productivity and safety associated with reduced stress. However, complex issues in human-robot interactions are still open, such as the physiological effects of exoskeletons and the impact on the user's subjective experience. In this work, an innovative exoskeleton, the Wearable Walker, is assessed using the EXPERIENCE benchmarking protocol from the EUROBENCH project. The Wearable Walker is a lower-limb exoskeleton that enhances human abilities, such as carrying loads. The device uses a unique control approach called Blend Control that provides smooth assistance torques. It operates two models simultaneously, one in the case in which the left foot is grounded and another for the grounded right foot. These models generate assistive torques combined to provide continuous and smooth overall assistance, preventing any abrupt changes in torque due to model switching. The EXPERIENCE protocol consists of walking on flat ground while gathering physiological signals, such as heart rate, its variability, respiration rate, and galvanic skin response, and completing a questionnaire. The test was performed with five healthy subjects. The scope of the present study is twofold: to evaluate the specific exoskeleton and its current control system to gain insight into possible improvements and to present a case study for a formal and replicable benchmarking of wearable robots.

Solitary verrucous plaque on a leg.

We present the case of a female in her 70s who presented with a solitary verrucous plaque on her left leg accompanied by painful oral erosions. Various differential diagnoses were considered, like lichen simplex chronicus, hypertrophic lichen planus, and chromoblastomycosis. We diagnosed pemphigus vegetans (PVeg) on a nonintertriginous site through comprehensive clinical examination and histopathological and immunopathological evaluations. This case highlights the importance of considering PVeg in the differential diagnosis of solitary verrucous plaques, even in atypical extra-flexural anatomical locations.

Isolated and grouped relationships between type 2 diabetes and peripheral arterial disease on skin temperature in the foot plantar region

The aim of the study was to verify relationships between isolated and grouped clinical conditions (Type 2 Diabetes Mellitus [T2DM] and Peripheral Arterial Disease [PAD]) with the skin temperature of the plantar region of the feet (Tskin_Feet). Twenty-four elderly women participated, divided into three groups: GT2DM + PAD (n = 8; 69.6 ± 8.0 years-old; 148 ± 5 cm; 63.8 ± 8.9 kg), GT2DM (n = 8, 69.3 ± 7.8 years-old, 151 ± 6 cm; 66.3 ± 10.8 kg), and control group (CG) (n = 8; 69.3 ± 6.6 years old; 148 ± 6 cm; 58.0 ± 5.3 kg). The T2DM was diagnosed based on HbA1C concentrations, and PAD was assessed using the Ankle-Brachial Index. Thermographic images were captured for both feet using the Flir thermal camera (model T420®) and analyzed using Flir Tools® software. The Inner canthus (IC) measurement was used as an indicator of core body temperature. Five regions of interest (ROIs) were determined for each image. The difference (Δ) between the temperature at the IC (average among right and left side) and of the each of the five ROIs in the plantar region (right foot and left foot) was calculated, where lower values indicated a closer proximity to the core body temperature. The one-way ANOVA was performed to verify differences between groups of clinical conditions. A significance level of 5% was assumed. The GT2DM group exhibited higher Tskin_Feet absolute values than the CG for all ROIs. However, just for ROI4 (hindfoot) of the right foot plantar was significant (p = 0.027). On the other hand, when analyzing the values difference between the average temperature at the IC of the temperature in the five evaluated ROIs on the right and left foot, the GT2DM group showed significantly lower values than the CG for for ROI 2 (forefoot) p = 0.0429 and ROI 4 (hindfoot) p = 0.009 on the right foot and for ROI 1 (forefoot) p = 0.0338; ROI 2 (forefoot) p = 0.0392 and ROI 5 (hindfoot) p = 0.0377 on the left foot. In conclusion, GT2DM presented a Tskin_Feet closer to the core temperature (IC) indicating a higher temperature. The presence of PAD appears to attenuate skin overheating.

Comparison of a handheld ultrasound device with cart-based ultrasound for the assessment of gout lesions in people with established gout

ObjectivesUse of handheld portable ultrasound is increasing and would improve access for people with rheumatic disease when conventional, cart-based ultrasound is unavailable. This study compared handheld and cart-based ultrasound for the assessment of gout lesions in people with gout. MethodsThe lower limbs of 21 participants with gout were independently scanned at six sites (1st and 2nd metatarsophalangeal joints, knee, patellar ligament, Achilles tendon, and peroneal tendons) using cart-based (LOGIQ P9) and handheld (Vscan Air™) ultrasound by two rheumatologists. One rheumatologist was randomized to scan the right or left leg first with the cart-based or handheld ultrasound. The other rheumatologist scanned the legs in the opposite order with the imaging devices reversed. Images were saved and blinded images scored for double contour, tophus, erosion and aggregates using OMERACT definitions by two rheumatologists experienced in gout ultrasound. ResultsOn handheld ultrasound, 90% of participants had at least one site with double contour, tophus and erosions, and 100% had at least one site with aggregates. There were similar findings using cart-based ultrasound. However, site-level inter-device analysis showed only fair-good agreement: kappa (percentage agreement) for double contour 0.22 (67%), tophus 0.46 (77%), erosion 0.63 (83%) and aggregates 0.37 (75%). There were more aggregates detected by cart-based ultrasound in joints and more tophi detected by handheld ultrasound in ligaments and tendons. ConclusionsHandheld ultrasound can detect gout lesions in people with established gout. However, concordance between cart-based and handheld ultrasound in detection of some gout lesions is low, particularly double contour and aggregates.

Infection of Mycoplasma hominis in the left lower leg amputation wound of a patient with diabetes: a case report

BackgroundMycoplasma hominis is typically found on the mucosal epithelium of the human genital tract, with infections being rare. However, when the mucosal barrier is compromised or in individuals with weakened immune systems, this microorganism can trigger infections in both intragenital and extragenital sites. This study offers a comprehensive overview of infections caused by the rare pathogen M. hominis. This overview helps laboratories identify M. hominis infections in a timely manner, thereby enabling earlier clinical intervention for patients.Case presentationA 75-year-old Taiwanese man with type 2 diabetes mellitus initially underwent a left lower extremity amputation following a severe infection caused by necrotizing fasciitis. Subsequently, a poorly healing wound developed at the site of amputation. Upon culturing the wound abscess, M. hominis was isolated and identified as the causative agent.ConclusionsThrough this case, we present clinical and microbiological observations along with a review of the literature to deepen our understanding of M. hominis. Our findings can be used to develop laboratory diagnostic protocols and innovative therapeutic approaches.

Enhancing Quality of Life in Venous Ulcer Patient with Irsal-e-Alaq (Hirudotherapy): A Case Report

Background: In general practice, venous ulcers (stasis ulcers) are the most common and recurrent leg ulcers. Ignorance of it can have a severe detrimental effect on one's quality of life, cause gangrene, and even the limb amputation. Venous ulcers are the most dangerous and disabling side effect of chronic venous insufficiency. Leech therapy seems to be effective for the treatment of varicose ulcers due to its salivary secretions which it injects during bloodsucking. The saliva of leeches contains certain biochemical with vaso-dilating, anticoagulant, anesthetic, thrombolytic, antibiotic, analgesic, and anti-inflammatory properties. As a result, Irsal-e-Alaq (Hirudotherapy), one of the Unani regimens, can effectively control it. Objective: The purpose of this case report is to provide insight into the effects of Irsal-e-Alaq (Hirudotherapy) on venous ulcers. Intervention: A 60-year-old male has a complaint of ulceration in his left lower leg near the medial malleolus with swelling, pain, discharge, and darkening of the skin of the left lower limb. Four leeches were applied once every week for 2 months. Efficacy of leech therapy was assessed on every 15th day by pain /leg discomfort on 4 point scale ranging from 0-3, limb girth at calf, ankle & foot, pigmentation color on 4 point scale, pigmentation area, pain in ulcer on 4 point scale from 0-3, ulcer depth, PUSH Score. Hb% was assessed every 15th day to check anemia, colour flow Doppler was done to assess any change in vein anatomy. Result: In this case report, the ulcers were completely healed, and also showed remarkable improvement in other variables. Conclusion: Irsal-e-Alaq has been proven beneficial in treating venous ulcers and enhancing patient’s quality of life. Keywords: Venous ulcer, Hirudotherapy, Unani Medicine, Pain, Pigmentation.

Association between changes in lean mass, muscle strength, endurance, and power following resistance or concurrent training with differing high protein diets in resistance-trained young males.

We assessed the relationship of changes in upper and lower body lean mass with muscle strength, endurance and power responses following two high protein diets (1.6 or 3.2 g.kg-1.d-1) during 16 weeks of either concurrent training (CT) or resistance training (RT) in resistance-trained young males. Forty-eight resistance-trained young males (age: 26 ± 6 yr., body mass index: 25.6 ± 2.9 kg.m-2) performed 16 weeks (four sessions·wk.-1) of CT or RT with either 1.6 g.kg-1.d-1 protein (CT + 1.6; n = 12; RT + 1.6; n = 12) or 3.2 g.kg-1.d-1 protein (CT + 3.2; n = 12; RT + 3.2; n = 12). Relationships between upper (left arm + right arm + trunk lean mass) and lower body (left leg + right leg lean mass) lean mass changes with changes in muscle performance were assessed using Pearson's correlation coefficients. For upper body, non-significant weak positive relationships were observed between change in upper body lean mass and change in pull-up (r = 0.183, p = 0.234), absolute chest press strength (r = 0.159, p = 0.302), chest press endurance (r = 0.041, p = 0.792), and relative chest press strength (r = 0.097, p = 0.529) while non-significant weak negative relationships were observed for changes in absolute upper body power (r = -0.236, p = 0.123) and relative upper body power (r = -0.203, p = 0.185). For lower body, non-significant weak positive relationships were observed between the change in lower body lean mass with change in vertical jump (r = 0.145, p = 0.346), absolute lower body power (r = 0.109, p = 0.480), absolute leg press strength (r = 0.073, p = 0.638), leg press endurance (r < 0.001, p = 0.998), relative leg press strength (r = 0.089, p = 0.564), and relative lower body power (r = 0.150, p = 0.332). Changes in muscle strength, endurance and power adaptation responses following 16 weeks of either CT or RT with different high protein intakes were not associated with changes in lean mass in resistance-trained young males. These findings indicate that muscle hypertrophy has a small, or negligible, contributory role in promoting functional adaptations with RT or CT, at least over a 16-week period.

The Impact of Postural and Anthropometric Properties of Foot and Ankle on Physical Performance and Ambulation of Patients with Duchenne Muscular Dystrophy.

Abnormal foot anthropometry and posture of patients with Duchenne Muscular Dystrophy (DMD) can be considered as possible risk factors for performance and ambulation. It was aimed to examine the effects of foot posture and anthropometric characteristics, which deteriorated from the early period, on ambulation and performance of patients with DMD. The foot arch height (FAH), the metatarsal width (MW), subtalar pronation angle, and ankle limitation degree (ALD) were evaluated to determine the foot anthropometric characteristics of the patients. Foot Posture Index-6 (FPI-6) was used to evaluate foot posture. The performance of the patients was determined by the 6-minute walk test (6MWT), the 10-meter walk test (10MWT), and ascend/descend a standard 4-step test, and the ambulation was determined by the North Star Ambulatory Assessment (NSAA). Spearman's correlation coefficient was calculated to assess the relationship between foot anthropometric characteristics and posture, and performance and ambulation. The sample consisted of 48 patients with DMD aged 5.5 to 12 years. Both of the right and left foot FPI-6 scores were associated with all parameters, except descending 4-step. The left FAH was associated with 6MWT and NSAA, and the left MW was associated with 6MWT. The ALD of right foot was associated with 6MWT, ascending/descending 4 steps, and NSAA, and left ankle limitation was associated with NSAA (p<0.05). There was no relationship between other parameters. These findings suggest that postural disorders in the foot and ankle may contribute to the decrease in performance and ambulation in patients with DMD.

An Intelligent Cockpit Tailored Carpet for Human‐Vehicle Interaction Enhancement and Driving Intention Recognition

AbstractIn the realm of intelligent cockpits, the predominant emphasis on enhancing driving safety and comfort through human‐vehicle interaction and driving behavior monitoring has conventionally centered on the upper body of the driver. Regrettably, the wealth of information inherent in the lower half of the driver's body, particularly the feet, tends to be systematically underestimated by researchers. A specialized intelligent carpet tailored for automotive cockpits that integrates sponge‐based triboelectric sensor to monitor driver's foot movement is proposed. The intelligent carpet contains two areas, namely the human‐vehicle interaction sensing area and the driving intention monitoring area. With the human‐vehicle interaction sensing area, the driver can interact with the vehicle through the left foot, resulting in reducing the occupation of visual resources and hand load. Furthermore, the driving intention monitoring area supported by the right foot can effectively identify driver's intentions and driver's behaviors, which are essential to trajectory prediction, optimal path planning, and driving safety. It is demonstrated that an intelligent carpet is potentially useful for human‐vehicle interaction, and transportation optimization and accident prevention.

Pediatric atypical teratoid/rhabdoid tumor in the cauda equina with rapid tumor progression: illustrative case.

Atypical teratoid/rhabdoid tumor (AT/RT) is an uncommon malignant neoplasm and rarely occurs in the spinal space, especially in the cauda equina. Only 8 cases of pediatric AT/RT of the cauda equina have been reported. Therefore, its clinical behavior and optimal treatment remain unclear. The authors describe the case of a 9-year-old boy who presented with progressive back and left leg pain. Initial magnetic resonance imaging showed an intradural extramedullary lesion at the L3-4 level, which progressed rapidly to the L2-5 level within a month. He underwent partial resection of the tumor with an L2-5 laminectomy. The histopathological diagnosis was AT/RT. He received adjuvant chemotherapy and radiotherapy, and his gait disturbance improved postoperatively. At 6 months' follow-up, disease recurrence was not observed. Although extremely rare, AT/RT should be included in the differential diagnosis for prompt therapeutic intervention. Safe resection with minimal functional impairment, followed by postoperative chemoradiation, can lead to tumor control and improve neurological function. https://thejns.org/doi/10.3171/CASE24219.

Heading estimation algorithm for pedestrian navigation using a dual-foot-mounted IMU with a millimetre wave radar

Heading estimation is crucial in pedestrian navigation systems based on IMUs, but accuracy often suffers degradation due to error accumulation. This study introduces a novel heading estimation algorithm using dual-foot-mounted IMUs with a millimeter-wave radar to enhance accuracy. The algorithm includes a Single-foot Multiconditional Constraint Algorithm (SMC-A), adaptive step length constraint, and bipedal maximum heading difference constraint. Firstly, the SMC-A utilizes zero speed correction, zero angular rate updates, and self-observing heading error corrections through extended Kalman filtering. Then, the adaptive step length constraint limits pedestrian motion, and the bipedal constraint corrects heading errors. Finally, the Bipedal Multiconditional Constraint Algorithm (BMC-A) incorporates millimeter-wave radar measurements of foot distance. Experiments show heading deviations of 3.74° and 4.03° are obtained for the left and right feet over a 30-minute, 1.45 km trial. The new algorithm improves heading accuracy by 68.19 % and 70.67 % for the left and right feet, respectively, compared to traditional SMC-A.

Use of VAC System and Dermal Matrix as a Surgical Alternative for Lower Extremity Degloving Treatment

Introduction: Soft tissue degloving injuries are the result of high-energy forces that produce compression, twisting or friction of tissues causing soft tissue avulsion, in which a large portion of skin and subcutaneous tissue is detached from the underlying fascia and muscles with musculocutaneous damage and perforating fasciocutaneous vessels. Case Report: The case of a 67-year-old female patient was reported, who as a result of a traffic accident (run over) suffered cutaneous loss (degloving) of the left lower limb. The patient underwent surgical cleaning with debridement of dead tissue plus full-thickness skin autograft for partial coverage of the exposed area in the proximal region. At the same time the surgery was performed, the VAC system was placed. After multiple surgical cleanings, scarce granulation tissue was revealed in the middle and distal third of the left leg. Therefore, it was decided to cover the exposed area with dermal matrix for later definitive coverage. The patient is being followed up by outpatient service. It is revealed that the patient already performs assisted mobility, and the grafts are assimilated. Conclusions: Traffic accidents are a major problem worldwide, especially those of high-energy may require multidisciplinary treatment, prolonged surgical time until recovery and return to daily activities. The initial treatment for degloving has to be performed by trained professionals since the criterion for assessing flap vitality is indispensable. When complex skin grafts are not an option, advanced wound treatment should be used, as in this case, where VAC therapy and permanent synthetic substitute were used for the total coverage of a major defect with lost dermal tissue.

Preliminary Studies on Changes in Static Plantar Pressure and Stabilometry in Patients with Ankylosing Spondylitis Undergoing an Exercise Program.

Background/Objectives: Studies have reported that patients suffering from ankylosing spondylitis (AS) have decreased postural stability in comparison to healthy subjects. Our study aims to compare static plantar pressure and stabilometry parameters in AS patients who performed an 8-week exercise program (spine motion and flexibility exercises; stretching of hamstring, erector spine, and shoulder muscles; control abdominal and diaphragm breathing exercises and chest expansion exercises), in three different testing conditions (eyes open, eyes closed, and head retroflexed). Methods: Plantar pressure (the loading of the first and fifth metatarsal heads (MT1, MT5) and calcaneus) and stabilometry (CoP path length, 90% confidence ellipse area, and maximum CoP speed) were recorded in 28 AS patients (age 56.64 ± 10.3 years; body mass index 29.4 ± 4.9 kg/m2) at the beginning of rehabilitation and after 8 weeks. At first evaluation, there were significant differences (p < 0.05) for the foot loading sites (MT1, MT5, and calcaneus), both for the right and left feet, when comparing eyes open with the other two testing situations. Results: After rehabilitation, significant differences were recorded between eyes-open and head-retroflexed conditions for MT1 (p = 0.03 for right; p = 0.004 for left) and calcaneus (p = 0.014 for right; p = 0.011 for left). A significantly higher CoP path length was registered in both initial and final assessments when tested with eyes closed. The maximum CoP speed had increased values at both evaluations when tested with head retroflexed. Conclusions: The CoP path length decreased after the physical exercise program, with a better postural stability after rehabilitation.

Successful Extracorporeal Cardiopulmonary Resuscitation Despite Aortic Occlusion.

We present the case of a 62-year-old man with severe coronary artery disease who presented to the hospital in refractory ventricular fibrillation cardiac arrest. He showed signs of life despite prolonged resuscitation. We thus decided to initiate extracorporeal cardiopulmonary resuscitation (ECPR). The patient had a known total occlusion of his infrarenal aorta that had been surgically bypassed with a bifemoral-axillary graft. We successfully initiated ECPR via the surgical graft, establishing blood flow to the central circulation through the axillary artery in a peripheral configuration while ensuring blood flow to the left leg via the femoral-femoral graft. The patient was extubated neurologically intact the following day and subsequently underwent coronary artery bypass graft surgery while on extracorporeal membrane oxygenation (ECMO) support. He was subsequently weaned off inotropic support and decannulated from ECMO. He was discharged home neurologically intact and independent in his activities of daily living. This case demonstrates that cannulation for ECPR via a surgical vascular graft is possible and that a total occlusion of the infrarenal aorta in the presence of a surgical bypass is not an absolute contraindication to ECMO.

Perioperative Benefits of a 3D Printed Spine Biomodel in the Setting of Congenital Scoliosis Surgery

The spine community is continuously adding to its armamentarium of intraoperative techniques for visualization and instrumentation of the spine. Recently, three-dimensional printed spine models were introduced for use in preoperative planning, surgical simulation, and intraoperative guidance. We present a 14-year old African male with congenital kyphoscoliosis, small stature, an obvious gibbus deformity and coronal imbalance, who underwent a three-staged posterior surgical correction procedure, during which a 3D-printed spine biomodel was utilized for better appreciation of his complex spinal deformity patho-anatomy. During the first stage of the procedure, he developed diminished lower extremity motor strength bilaterally and bowel/bladder control, but, following his third stage procedure and with focused rehabilitation efforts, he has regained full control of his bowel and bladder function, and is able to ambulate and perform activities of daily living independently, albeit still requiring intermittent walking support with a single forearm crutch due to residual left leg weakness. The 3D spine biomodel functioned successfully as a valuable tool and surrogate anatomic blueprint for the surgeons, enabling adequate appreciation of the complex bony anatomy which could not be easily resolved on the conventionally available imaging modalities, intraoperative navigation or robotic platform. Theoretically, up to $2900 USD in savings, translated from the mean estimated time saved per procedure with the use 3D-printed spine models has been proposed in some studies. Therefore, 3D-printed spine models have utility in complex spinal deformity correction surgery.

Deep learning-based automated angle measurement for flatfoot diagnosis in weight-bearing lateral radiographs

This study aimed to develop and evaluate a deep learning-based system for the automatic measurement of angles (specifically, Meary’s angle and calcaneal pitch) in weight-bearing lateral radiographs of the foot for flatfoot diagnosis. We utilized 3960 lateral radiographs, either from the left or right foot, sourced from a pool of 4000 patients to construct and evaluate a deep learning-based model. These radiographs were captured between June and November 2021, and patients who had undergone total ankle replacement surgery or ankle arthrodesis surgery were excluded. Various methods, including correlation analysis, Bland–Altman plots, and paired T-tests, were employed to assess the concordance between the angles automatically measured using the system and those assessed by clinical experts. The evaluation dataset comprised 150 weight-bearing radiographs from 150 patients. In all test cases, the angles automatically computed using the deep learning-based system were in good agreement with the reference standards (Meary’s angle: Pearson correlation coefficient (PCC) = 0.964, intraclass correlation coefficient (ICC) = 0.963, concordance correlation coefficient (CCC) = 0.963, p-value = 0.632, mean absolute error (MAE) = 1.59°; calcaneal pitch: PCC = 0.988, ICC = 0.987, CCC = 0.987, p-value = 0.055, MAE = 0.63°). The average time required for angle measurement using only the CPU to execute the deep learning-based system was 11 ± 1 s. The deep learning-based automatic angle measurement system, a tool for diagnosing flatfoot, demonstrated comparable accuracy and reliability with the results obtained by medical professionals for patients without internal fixation devices.