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1.
Comput Biol Med ; 126: 104042, 2020 11.
Article in English | MEDLINE | ID: mdl-33059239

ABSTRACT

The objective of this study was to build a machine learning model that can predict healing of diabetes-related foot ulcers, using both clinical attributes extracted from electronic health records (EHR) and image features extracted from photographs. The clinical information and photographs were collected at an academic podiatry wound clinic over a three-year period. Both hand-crafted color and texture features and deep learning-based features from the global average pooling layer of ResNet-50 were extracted from the wound photographs. Random Forest (RF) and Support Vector Machine (SVM) models were then trained for prediction. For prediction of eventual wound healing, the models built with hand-crafted imaging features alone outperformed models built with clinical or deep-learning features alone. Models trained with all features performed comparatively against models trained with hand-crafted imaging features. Utilization of smartphone and tablet photographs taken outside of research settings hold promise for predicting prognosis of diabetes-related foot ulcers.


Subject(s)
Diabetes Mellitus , Diabetic Foot , Diabetes Mellitus/diagnostic imaging , Diabetic Foot/diagnostic imaging , Humans , Machine Learning , Smartphone , Support Vector Machine , Wound Healing
2.
J Diabetes Sci Technol ; 14(1): 22-27, 2020 01.
Article in English | MEDLINE | ID: mdl-31315460

ABSTRACT

BACKGROUND: Prior research shows increased foot temperatures are predictive of diabetes-related foot complications. Our aim was to describe normative skin foot temperatures for individuals with diabetic peripheral neuropathy to better inform new technologies. We also explored for potential risk factors which correlate with changes in foot temperatures. METHODS: We conducted a retrospective chart review of adult patients >18 years of age with diabetes mellitus and clinically diagnosed diabetic peripheral neuropathy with pedal digital thermometry performed between 2009 and 2018. A total of 58 patients met these criteria. Univariate modeling was based on covariates that may affect foot temperature including age, peripheral arterial disease, toe pressure, seasonality of measurement, smoking pack-years, caffeine use, insulin use, and calcium channel blocker use. RESULTS: In patients with diabetic peripheral neuropathy, mean toe temperatures of 27.67°C (6.300°C), forefoot of 28.58°C (5.36°C), midfoot of 29.21°C (3.81°C), and rearfoot of 29.88°C(3.83°C) were demonstrated. A modest negative correlation between seasonality and toe and metatarsal temperatures (r = -0.38, P < .05; r = -0.43 P < .01, respectively) was demonstrated. Midfoot temperatures were modestly and positively correlated to the presence of small fiber symptoms (r = 0.33, P = .03). Positive modest correlation with rearfoot temperatures and amount of pack-year history (r = 0.30, P = .03) was seen. CONCLUSION: Normative foot temperatures in neuropathic patients were found to be inversely associated with seasonality at the toe and metatarsal level. Smoking and pack-year history demonstrate modest correlation previously unseen in temperature analyses and warrant further exploration. Normative temperatures in neuropathic patients can better inform new technologies for the prevention of diabetic foot ulcer and Charcot neuroarthropathy.


Subject(s)
Diabetic Foot/physiopathology , Diabetic Neuropathies/physiopathology , Foot/physiopathology , Skin Temperature/physiology , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Reference Values , Retrospective Studies
3.
Comput Med Imaging Graph ; 78: 101658, 2019 12.
Article in English | MEDLINE | ID: mdl-31634739

ABSTRACT

One of the essential tasks in medical image analysis is segmentation and accurate detection of borders. Lesion segmentation in skin images is an essential step in the computerized detection of skin cancer. However, many of the state-of-the-art segmentation methods have deficiencies in their border detection phase. In this paper, a new class of fully convolutional network is proposed, with new dense pooling layers for segmentation of lesion regions in skin images. This network leads to highly accurate segmentation of lesions on skin lesion datasets, which outperforms state-of-the-art algorithms in the skin lesion segmentation.


Subject(s)
Dermoscopy , Image Interpretation, Computer-Assisted/methods , Melanoma/diagnosis , Neural Networks, Computer , Skin Neoplasms/diagnosis , Humans
4.
J Diabetes Complications ; 33(10): 107399, 2019 10.
Article in English | MEDLINE | ID: mdl-31279734

ABSTRACT

OBJECTIVE: Hyperglycemia leads to increase advanced glycation end products (AGEs) in patients with type 1 and type 2 diabetes. Subsequently, formation of AGEs can cause increased plantar fascial thickness (PFT), an imaging feature of plantar fasciitis (PF). This study evaluates the prevalence of PF in a contemporary cohort of type 1 diabetes and type 2 diabetes patients managed according to current standards, compared to patients without diabetes. RESEARCH DESIGN AND METHODS: This is a five-year prevalence study in a large tertiary health system (approximately 535,000 patients/visits/year) with a single electronic medical record (EMR), applying a cohort discovery tool and database screen (Data Direct) with use of ICD-9 and ICD-10 codes. All patients with a PF diagnosis between 01/01/2011 and 01/01/2016 were included and divided into 3 groups: type 1 diabetes (7148 patients), type 2 diabetes (61,632 patients), and no diabetes (653,659 patients). Prevalence rates were calculated, accounting for other risk factors including BMI and gender using Fisher's exact test. RESULTS: The overall prevalence of PF in the entire study population was 0.85%. Prevalence rates were higher in patients with diabetes, particularly with type 2 diabetes (42% and 64% higher compared with patients with type 1 diabetes and no diabetes respectively). Individually, PF rates were 0.92% in type 1 diabetes and 1.31% in type 2 diabetes compared with 0.80% in patients with no diabetes (Type 1 vs. no diabetes p = 0.26; Type 2 vs. no diabetes p ≪ 0.0001; Type 1 vs. Type 2 diabetes p = 0.0054). Females in all groups had higher prevalence of PF than males (p ≪ 0.0001 for all), with those patients with diabetes having higher prevalence rates than those without diabetes. Patients with higher BMI levels (BMI ≥ 30 kg/m2) were also more likely to have PF in all categories except males with type 1 diabetes (p = 0.40). CONCLUSIONS: In this large contemporary population managed in a tertiary health system, prevalence rates of PF were substantially higher in patients with diabetes compared with no diabetes, particularly in type 2 diabetes. Female gender and higher BMI were also associated with higher prevalence of PF in this cohort.


Subject(s)
Diabetes Mellitus, Type 1/complications , Diabetes Mellitus, Type 2/complications , Fasciitis, Plantar/epidemiology , Adolescent , Adult , Cohort Studies , Cross-Sectional Studies , Fasciitis, Plantar/etiology , Female , Glycation End Products, Advanced/adverse effects , Glycation End Products, Advanced/metabolism , Humans , Hyperglycemia/complications , Male , Middle Aged , Risk Factors , Sex Factors , Young Adult
5.
Article in English | MEDLINE | ID: mdl-31333876

ABSTRACT

BACKGROUND: The presentation of Kaposi sarcoma is divided into four known clinical subtypes. In this case report we describe classic Kaposi sarcoma in an African-American heterosexual, diabetic, seronegative human immunodeficiency virus male. Classic Kaposi sarcoma is rare in this patient demographic and can be easily misdiagnosed. CASE PRESENTATION: The patient presented with a lesion between the fourth and fifth digits of his right foot which was initially diagnosed as a diabetic foot ulcer. Despite local wound care, the lesion did not resolve. A shave biopsy was performed and histopathology findings were consistent with classic Kaposi sarcoma. CONCLUSIONS: The patient tolerated local radiotherapy well and had complete resolution of his pedal lesion. There have been emerging associations between diabetes and Kaposi sarcoma. As such, clinicians should have a low threshold when considering the biopsy of suspicious pedal lesions in patients with diabetes. The utilization of appropriate biopsy technique may lead to the diagnosis of classic KS tumors in populations outside of the current four widely accepted clinical subtypes.

6.
Foot Ankle Spec ; 12(2): 131-137, 2019 Apr.
Article in English | MEDLINE | ID: mdl-29644884

ABSTRACT

BACKGROUND: Osteomyelitis is common in diabetic foot infections and medical management can lead to poor outcomes. Surgical management involves sending histopathologic and microbiologic specimens which guides future intervention. We examined the effect of obtainment of surgical margins in patients undergoing forefoot amputations to identify patient characteristics associated with outcomes. Secondary aims included evaluating interobserver reliability of histopathologic data at both the distal-to and proximal-to surgical bone margin. METHODS: Data were prospectively collected on 72 individuals and was pooled for analysis. Standardized method to retrieve intraoperative bone margins was established. A univariate analysis was performed. Negative outcomes, including major lower extremity amputation, wound dehiscence, reulceration, reamputation, or death were recorded. RESULTS: Viable proximal margins were obtained in 63 out of 72 cases (87.5%). Strong interobserver reliability of histopathology was recorded. Univariate analysis demonstrated preoperative platelets, albumin, probe-to-bone testing, absolute toe pressures, smaller wound surface area were associated with obtaining viable margins. Residual osteomyelitis resulted in readmission 2.6 times more often and more postoperative complications. CONCLUSIONS: Certain patients were significantly different in the viable margin group versus dirty margin group. High interobserver reliability was demonstrated. Obtainment of viable margins resulted in reduced rates of readmission and negative outcomes. LEVELS OF EVIDENCE: Prognostic, Level I: Prospective.


Subject(s)
Amputation, Surgical/methods , Diabetic Foot/surgery , Foot Bones/surgery , Foot Diseases/surgery , Foot/surgery , Margins of Excision , Osteomyelitis/surgery , Adult , Aged , Female , Humans , Intraoperative Period , Male , Middle Aged , Prospective Studies , Reproducibility of Results , Severity of Illness Index
7.
Article in English | MEDLINE | ID: mdl-28702256

ABSTRACT

BACKGROUND: Charcot neuroarthopathy (CN), a rare foot and ankle condition usually complicating diabetes mellitus, leads to deformity, poor quality of life, and increased mortality and morbidity. The prevalence of this condition in the diabetic patient population is not currently known but has been reportedly misdiagnosed in up to 95% of cases. METHODS: We sought to evaluate general knowledge regarding CN in non-foot specialist clinical faculty at a large academic institution and to understand their practice habits. Our survey emphasizes the necessity of better education surrounding CN to improve outcomes in a preventative fashion. This will enable us to determine how to focus educational forums surrounding this topic in the future. RESULTS: Seven hundred eighty-nine faculty members were sent the survey while 400 completed the survey for a response rate of 50.7%. The respondents were representative of academic rank at the institution and were comprised of endocrinologists, internal medicine physicians and family medicine physicians. We found that 67.6% of responders had a self-described poor or complete lack of knowledge of this condition. Clinicians with self-described better knowledge of CN were more likely to provide a correct initial management of CN (p < 0.001; r = 0.3639). CONCLUSIONS: In this large tertiary institution, a majority of providers among internal medicine, endocrinologists, and family medicine physicians demonstrated minimal or no knowledge of this rare, but potentially devastating diabetes complication. However, those providers who are knowledgeable of CN, performed better in the initial management of this condition. Also, respondents who treated more diabetic patients demonstrated an association with correct management. Education, and the development of better understanding amongst clinicians, is crucial to limit the devastating effects of this condition in the future.

8.
Diabetes Res Clin Pract ; 126: 272-277, 2017 Apr.
Article in English | MEDLINE | ID: mdl-28288437

ABSTRACT

PURPOSE: Complications from diabetes mellitus including major lower extremity amputation may have significant impact on a patient's mortality. This study determined what impact the addition of a limb salvage and diabetic foot program involving podiatry had at an academic institution over 16years by analyzing high-low amputation ratio data. METHODS: The high-low amputation ratio in the diabetic population who underwent non-traumatic amputation of the lower extremity was retrospectively evaluated at an academic institution via cohort discovery of the electronic medical record and analysis of billing over 16years. RESULTS: We directly compared two eras, one without podiatry and one with a podiatry presence. It was found that with the addition of a podiatry program, limb salvage rates significantly increased (R2 (without podiatry)=0.45, R2 (with podiatry)=0.26), with a significant change in both the rate of limb salvage per year (-0.11% per year versus -0.36% per year; p<0.01) and an overall decrease in high-low amputation ratio (0.89 without podiatry to 0.60 with podiatry). Of note, approximately 40 major lower extremity amputations were avoided per year with the addition of a podiatry program (p<0.05). CONCLUSIONS: Our findings signify the importance of podiatric care in the diabetic population. With an established podiatry program present at an academic institution, major lower extremity amputations can be avoided and more limbs can be salvaged, thus preventing some of the moribund complications from this condition.


Subject(s)
Amputation, Surgical/statistics & numerical data , Diabetes Mellitus/epidemiology , Diabetes Mellitus/therapy , Diabetic Foot/epidemiology , Limb Salvage/statistics & numerical data , Podiatry , Adult , Amputation, Surgical/methods , Combined Modality Therapy , Diabetic Foot/prevention & control , Diabetic Foot/surgery , Female , Foot/surgery , Humans , Limb Salvage/methods , Lower Extremity/surgery , Male , Middle Aged , Retrospective Studies
9.
J Am Podiatr Med Assoc ; 106(1): 7-14, 2016.
Article in English | MEDLINE | ID: mdl-26895355

ABSTRACT

BACKGROUND: We sought to study the impact of foot complications on 10-year mortality independent of other demographic and biological risk factors in a racially and socioeconomically diverse managed-care population with access to high-quality medical care. METHODS: We studied 6,992 patients with diabetes in Translating Research Into Action for Diabetes (TRIAD), a prospective observational study of diabetes care in managed care. Foot complications were assessed using administrative claims data. The National Death Index was searched for deaths across 10 years of follow-up (2000-2009). RESULTS: Charcot's neuro-osteoarthropathy and diabetic foot ulcer with debridement were associated with an increased risk of mortality; however, the associations were not significant in fully adjusted models. Lower-extremity amputation (LEA) was associated with an increased risk of mortality in unadjusted (hazard ratio [HR], 3.21; 95% confidence interval [CI], 2.50-4.12) and fully adjusted (HR, 1.84; 95% CI, 1.28-2.63) models. When we examined the associations between LEA and mortality stratified by sex and race, risk was increased in men (HR, 1.96; 95% CI, 1.25-3.07), Hispanic individuals (HR, 5.17; 95% CI, 1.48-18.01), and white individuals (HR, 2.18; 95% CI, 1.37-3.47). In sensitivity analyses, minor LEA tended to increase the risk of mortality (HR, 1.48; 95% CI, 0.92-2.40), and major LEA was associated with a significantly higher risk of death at 10 years (HR, 1.89; 95% CI, 1.18-3.01). CONCLUSIONS: In this managed-care population with access to high-quality medical care, LEA remained a robust independent predictor of mortality. The association was strongest in men and differed by race.


Subject(s)
Diabetes Mellitus, Type 2/complications , Diabetic Foot/etiology , Forecasting , Risk Assessment/methods , Translational Research, Biomedical/methods , Aged , Diabetic Foot/mortality , Female , Follow-Up Studies , Humans , Male , Prospective Studies , Risk Factors , Survival Rate/trends , United States/epidemiology
10.
PM R ; 8(5): 436-44, 2016 05.
Article in English | MEDLINE | ID: mdl-26409199

ABSTRACT

BACKGROUND: Plantar fasciitis is a common, disabling condition, and the prognosis of conservative treatment is difficult to predict. OBJECTIVE: To determine whether initial clinical findings could help predict patient response to conservative treatment that primarily consisted of supportive footwear and stretching. SETTING: Patients were recruited and seen at 2 outpatient podiatric clinics in the Chicago, Illinois, metropolitan area. PATIENTS: Seventy-seven patients with nonchronic plantar fasciitis were recruited. Patients were excluded if they had a heel injection in the previous 6 months or were currently using custom foot orthoses at the time of screening. Sixty-nine patients completed the final follow-up visit 3 months after receiving the footwear intervention. METHODS: Treatment failure was considered a <50% reduction in heel pain at 3 month follow-up. Logistic regression models evaluated the possible association between more than 30 clinical and physical examination findings prospectively assessed at enrollment, and treatment response. RESULTS: Inability to dorsiflex the ankle past -5° (odds ratio [OR] 3.9, P = .024), nonsevere (≤7 on ordinal scale) first-step pain (OR 3.8, P = .021), and heel valgus in relaxed stance (OR 4.0, P = .014) each predicted treatment failure in multivariable analysis (receiver operating characteristic area under the curve = .769). Limited ankle dorsiflexion also correlated with greater heel pain severity at initial presentation (r = - 0.312, P = .006). CONCLUSIONS: Patients with severe ankle equinus were nearly 4 times more likely to experience a favorable response to treatment centered on home Achilles tendon stretching and supportive therapy. Thus, earlier use of more advanced therapies may be most appropriate in those presenting without severe ankle equinus or without severe first step pain. The findings from our study may not be clinically intuitive because patients with less severe equinus and less severe pain at presentation did worse with conservative care.


Subject(s)
Physical Examination , Conservative Treatment , Fasciitis, Plantar , Heel , Humans , Treatment Outcome
11.
Fed Pract ; 33(8): 32-36, 2016 Aug.
Article in English | MEDLINE | ID: mdl-30766197

ABSTRACT

The key to high-functioning PACT/Podiatry teams rests with the quality of the communication between providers.

12.
J Ultrasound Med ; 34(10): 1729-35, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26307122

ABSTRACT

OBJECTIVES: The primary objective of this study was to determine whether the sonographic appearance of the plantar fascia is predictive of the treatment (ie, pain) response in patients receiving supportive therapy for proximal plantar fasciitis. This study was a secondary analysis of data obtained from a randomized controlled trial of ambulatory adults, which examined the efficacy of 3 different foot supports for plantar fasciitis. METHODS: Participants underwent diagnostic sonographic examinations of their heel at baseline and again at 3 months by a single experienced foot and ankle surgeon. Quantitative (eg, thickness) and qualitative (eg, biconvexity) characteristics of the fascia were recorded according to a standard protocol. Logistic regression models were used to identify predictors of the pain response. RESULTS: Seventy patients completed a baseline evaluation, and 63 patients completed a 3-month follow-up assessment. The pain response was not associated with the type of foot support (P> .05). The only significant indicator of an unfavorable response in the univariate and multivariate analyses was biconvexity of the plantar fascia on sonography at presentation (multivariate odds ratio, 4.76 [95% confidence interval, 1.16-19.5; P= .030). Furthermore, changes in self-reported pain over the 3-month study period were not accompanied by alterations in plantar fascia thickness over this time (r = .056; P = .671). CONCLUSIONS: We conclude that patients who present with biconvexity of the plantar fascia may be less responsive to tier 1 treatment regimens that center around mechanical support of the plantar fascia. Furthermore, follow-up measurements of the fascia in this population should not weigh heavily in decisions such as return to play.


Subject(s)
Fasciitis, Plantar/diagnostic imaging , Fasciitis, Plantar/therapy , Outcome Assessment, Health Care/methods , Pain/prevention & control , Ultrasonography/methods , Adult , Aged , Fascia/diagnostic imaging , Fasciitis, Plantar/complications , Female , Humans , Male , Middle Aged , Pain/diagnosis , Pain/etiology , Prognosis , Reproducibility of Results , Sensitivity and Specificity , Treatment Outcome
13.
J Am Podiatr Med Assoc ; 105(4): 281-94, 2015 Jul.
Article in English | MEDLINE | ID: mdl-25941995

ABSTRACT

BACKGROUND: Up to 10% of people will experience heel pain. The purpose of this prospective, double-blind, randomized clinical trial was to compare custom foot orthoses (CFO), prefabricated foot orthoses (PFO), and sham insole treatment for plantar fasciitis. METHODS: Seventy-seven patients with plantar fasciitis for less than 1 year were included. Outcome measures included first step and end of day pain, Revised Foot Function Index short form (FFI-R), 36-Item Short Form Health Survey (SF-36), activity monitoring, balance, and gait analysis. RESULTS: The CFO group had significantly improved total FFI-R scores (77.4 versus 57.2; P = .03) without group differences for FFI-R pain, SF-36, and morning or evening pain. The PFO and CFO groups reported significantly lower morning and evening pain. For activity, the CFO group demonstrated significantly longer episodes of walking over the sham (P = .019) and PFO (P = .03) groups, with a 125% increase for CFOs, 22% PFOs, and 0.2% sham. Postural transition duration (P = .02) and balance (P = .05) improved for the CFO group. There were no gait differences. The CFO group reported significantly less stretching and ice use at 3 months. CONCLUSIONS: The CFO group demonstrated 5.6-fold greater improvements in spontaneous physical activity versus the PFO and sham groups. All three groups improved in morning pain after treatment that included standardized athletic shoes, stretching, and ice. The CFO changes may have been moderated by decreased stretching and ice use after 3 months. These findings suggest that more objective measures, such as spontaneous physical activity improvement, may be more sensitive and specific for detecting improved weightbearing function than traditional clinical outcome measures, such as pain and disease-specific quality of life.


Subject(s)
Fasciitis, Plantar/complications , Foot Orthoses , Gait/physiology , Heel/physiopathology , Pain Management/instrumentation , Pain/etiology , Walking/physiology , Adolescent , Adult , Aged , Double-Blind Method , Equipment Design , Fasciitis, Plantar/rehabilitation , Female , Follow-Up Studies , Humans , Male , Middle Aged , Pain/diagnosis , Pain/rehabilitation , Prospective Studies , Quality of Life , Treatment Outcome , Young Adult
14.
J Sports Sci Med ; 14(2): 354-63, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25983585

ABSTRACT

This study suggests a wearable sensor technology to estimate center of mass (CoM) trajectory during a golf swing. Groups of 3, 4, and 18 participants were recruited, respectively, for the purpose of three validation studies. Study 1 examined the accuracy of the system to estimate a 3D body segment angle compared to a camera-based motion analyzer (Vicon®). Study 2 assessed the accuracy of three simplified CoM trajectory models. Finally, Study 3 assessed the accuracy of the proposed CoM model during multiple golf swings. A relatively high agreement was observed between wearable sensors and the reference (Vicon®) for angle measurement (r > 0.99, random error <1.2° (1.5%) for anterior-posterior; <0.9° (2%) for medial-lateral; and <3.6° (2.5%) for internal-external direction). The two-link model yielded a better agreement with the reference system compared to one-link model (r > 0.93 v. r = 0.52, respectively). On the same note, the proposed two-link model estimated CoM trajectory during golf swing with relatively good accuracy (r > 0.9, A-P random error <1cm (7.7%) and <2cm (10.4%) for M-L). The proposed system appears to accurately quantify the kinematics of CoM trajectory as a surrogate of dynamic postural control during an athlete's movement and its portability, makes it feasible to fit the competitive environment without restricting surface type. Key pointsThis study demonstrates that wearable technology based on inertial sensors are accurate to estimate center of mass trajectory in complex athletic task (e.g., golf swing)This study suggests that two-link model of human body provides optimum tradeoff between accuracy and minimum number of sensor module for estimation of center of mass trajectory in particular during fast movements.Wearable technologies based on inertial sensors are viable option for assessing dynamic postural control in complex task outside of gait laboratory and constraints of cameras, surface, and base of support.

15.
J Am Podiatr Med Assoc ; 105(1): 80-4, 2015.
Article in English | MEDLINE | ID: mdl-25675230

ABSTRACT

Bizarre parosteal osteochondromatous proliferation (BPOP) is an uncommon reactive mesenchymal lesion mainly affecting the small bones of the hands and feet. They frequently occur in young adults. It is important to understand and differentiate BPOP from other lesions, especially because of its atypical microscopic features and tendency to recur. We present a case of a recurrent lesion involving the toe and discuss management options. To our knowledge, our current case report is the first in the literature to report a recurring BPOP lesion of the toe.


Subject(s)
Bone Neoplasms/diagnosis , Cartilage, Articular/pathology , Osteochondroma/diagnosis , Toes/pathology , Adult , Humans , Magnetic Resonance Imaging , Male
16.
Article in English | MEDLINE | ID: mdl-28702236

ABSTRACT

Charcot neuropathic osteoarthropathy (CN) is a rare disease (NIDDK, NIH Summary Report Charcot Workshop, 2008) that causes significant morbidity and mortality for affected patients. The disease can result in severe deformities of the foot and ankle that contribute to the development of ulcerations and amputations. Medical advances have failed to find ways to stop the progression of the disease. However, it is known that early detection of the CN has a substantial impact on patient outcomes. CN in the earliest stage is very difficult to recognize and differentiate from other similar presenting diseases. We intend to outline clinical considerations practitioners can use when evaluating a patient with early stage suspected CN.

17.
J Diabetes Sci Technol ; 8(6): 1151-6, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25107709

ABSTRACT

Shear stresses have been implicated in the formation of diabetes-related foot ulcers. The aim of this study was to evaluate the effect of a novel shear-reducing insole on the thermal response to walking, balance, and gait. Twenty-seven diabetes peripheral neuropathy patients were enrolled and asked to take 200 steps in both intervention and standard insoles. Thermal foot images of the feet were taken at baseline (1) following a 5-minute temperature acclimatization and (2) after walking. Testing order was randomized, and a 5-minute washout period was used between testing each insole condition. Sudomotor function was also assessed. Gait and balance were measured under single and dual task conditions using a validated body worn sensor system. The mean age was 65.1 years, height was 67.3 inches, weight was 218 pounds, and body mass index was 33.9, 48% were female, and 82% had type 2 diabetes. After walking in both insole conditions, foot temperatures increased significantly in standard insoles. The intervention insole significantly reduced forefoot and midfoot temperature increases (64.1%, P = .008; 48%, P = .046) compared to standard insoles. There were significant negative correlations with sudomotor function and baseline temperatures (r = .53-.57). The intervention demonstrated 10.4% less gait initiation double support time compared to standard insoles (P = .05). There were no differences in static balance measures. We found significantly lower forefoot and midfoot temperature increases following walking with shear-reducing insoles compared to standard insoles. We also found improvements in gait. These findings merit future study for the prevention of foot ulcer.


Subject(s)
Diabetic Foot/prevention & control , Diabetic Neuropathies/complications , Foot Orthoses , Gait/physiology , Postural Balance/physiology , Walking/physiology , Aged , Body Temperature , Cross-Sectional Studies , Diabetes Mellitus, Type 1 , Diabetes Mellitus, Type 2 , Female , Humans , Male , Middle Aged , Stress, Mechanical
18.
J Diabetes Res ; 2014: 214353, 2014.
Article in English | MEDLINE | ID: mdl-24868558

ABSTRACT

INTRODUCTION. Charcot foot is a rare and devastating complication of diabetes. While some risk factors are known, debate continues regarding etiology. Elucidating other associated disorders and their temporal occurrence could lead to a better understanding of its pathogenesis. We applied a large data mining approach to Charcot foot for elucidating novel associations. METHODS. We conducted an association analysis using ICD-9 diagnosis codes for every patient in our health system (n = 1.6 million with 41.2 million time-stamped ICD-9 codes). For the current analysis, we focused on the 388 patients with Charcot foot (ICD-9 713.5). RESULTS. We found 710 associations, 676 (95.2%) of which had a P value for the association less than 1.0 × 10⁻5 and 603 (84.9%) of which had an odds ratio > 5.0. There were 111 (15.6%) associations with a significant temporal relationship (P < 1.0 × 10⁻³). The three novel associations with the strongest temporal component were cardiac dysrhythmia, pulmonary eosinophilia, and volume depletion disorder. CONCLUSION. We identified novel associations with Charcot foot in the context of pathogenesis models that include neurotrophic, neurovascular, and microtraumatic factors mediated through inflammatory cytokines. Future work should focus on confirmatory analyses. These novel areas of investigation could lead to prevention or earlier diagnosis.


Subject(s)
Arthropathy, Neurogenic/etiology , Diabetic Foot/etiology , Models, Biological , Academic Medical Centers , Ambulatory Care Facilities , Ankle , Arrhythmias, Cardiac/physiopathology , Arthropathy, Neurogenic/diagnosis , Arthropathy, Neurogenic/epidemiology , Cohort Studies , Data Mining , Delayed Diagnosis , Diabetes Mellitus, Type 2/complications , Diabetic Foot/diagnosis , Diabetic Foot/epidemiology , Diagnostic Errors , Electronic Health Records , Foot , Humans , Hypovolemia/physiopathology , International Classification of Diseases , Michigan/epidemiology , Pulmonary Eosinophilia/physiopathology , Risk Factors
19.
J Am Podiatr Med Assoc ; 104(2): 125-33, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24725031

ABSTRACT

BACKGROUND: The use of foot measurements to classify morphology and interpret foot function remains one of the focal concepts of lower-extremity biomechanics. However, only 27% to 55% of midfoot variance in foot pressures has been determined in the most comprehensive models. We investigated whether dynamic walking footprint measurements are associated with inter-individual foot loading variability. METHODS: Thirty individuals (15 men and 15 women; mean ± SD age, 27.17 ± 2.21 years) walked at a self-selected speed over an electronic pedography platform using the midgait technique. Kinetic variables (contact time, peak pressure, pressure-time integral, and force-time integral) were collected for six masked regions. Footprints were digitized for area and linear boundaries using digital photo planimetry software. Six footprint measurements were determined: contact area, footprint index, arch index, truncated arch index, Chippaux-Smirak index, and Staheli index. Linear regression analysis with a Bonferroni adjustment was performed to determine the association between the footprint measurements and each of the kinetic variables. RESULTS: The findings demonstrate that a relationship exists between increased midfoot contact and increased kinetic values in respective locations. Many of these variables produced large effect sizes while describing 38% to 71% of the common variance of select plantar kinetic variables in the medial midfoot region. In addition, larger footprints were associated with larger kinetic values at the medial heel region and both masked forefoot regions. CONCLUSIONS: Dynamic footprint measurements are associated with dynamic plantar loading kinetics, with emphasis on the midfoot region.


Subject(s)
Dermatoglyphics , Foot/physiology , Walking/physiology , Weight-Bearing/physiology , Adult , Body Weights and Measures , Female , Humans , Linear Models , Male
20.
J Am Podiatr Med Assoc ; 104(1): 118-22, 2014.
Article in English | MEDLINE | ID: mdl-24504589

ABSTRACT

Ill-fitting shoes may precipitate up to half of all diabetes-related amputations and are often cited as a leading cause of diabetic foot ulcers (DFU), with those patients being 5 to 10 times more likely to present wearing improperly fitting shoes. Among patients with prior DFU, those who self-select their shoe wear are at a three-fold risk for reulceration at 3 years versus those patients wearing prescribed shoes. Properly designed and fitted shoes should then address much of this problem, but evidence supporting the benefit of therapeutic shoe programs is inconclusive. The current study, performed in a male veteran population, is the first such effort to examine the prevalence and extent of change in foot length affecting individuals following skeletal maturity. Nearly half of all participants in our study experienced a ≥1 shoe size change in foot length during adulthood. We suggest that these often unrecognized changes may explain the broad use of improperly sized shoe wear, and its associated sequelae such as DFU and amputation. Regular clinical assessment of shoe fit in at-risk populations is therefore also strongly recommended as part of a comprehensive amputation prevention program.


Subject(s)
Body Weights and Measures , Diabetic Foot/pathology , Foot/growth & development , Shoes , Adult , Age Factors , Aged , Cohort Studies , Diabetic Foot/therapy , Female , Humans , Male , Middle Aged
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