This from our combined team from FIU, UCSF, and USC led by Anu Godavarty Diabetic foot ulcers (DFUs) affect one in every three people with diabetes. Imaging plays a vital role in objectively complementing the gold-standard visual yet subjective clinical assessments of DFUs during the wound treatment process. Herein, an overview of the various imaging... Continue Reading →
Combined evaluation of blood flow and tissue perfusion in diabetic feet by intra-arterial dynamic 4DCT imaging #ActAgainstAmputation #DiabeticFoot #Radiology
Fascinating continued work from our Belgian colleagues. Critical limb ischemia is associated with high mortality and major amputations. Intra-arterial digital subtraction angiography (IADSA) has been the reference standard but has some shortcomings including the two-dimensional projection and the lack of tissue perfusion information. The aim of this exploratory study is to examine four-dimensional computed tomography... Continue Reading →
Preliminary evaluation of dual-energy CT to quantitatively assess bone marrow edema in patients with diabetic foot ulcers and suspected osteomyelitis
Preliminary evaluation of dual‐energy CT to quantitatively assess bone marrow edema in patients with diabetic foot ulcers and suspected osteomyelitis Great work as usual from our Dutch compatriots Objectives The purpose of this study is to evaluate the value of dual-energy CT (DECT) with virtual non-calcium (VNCa) in quantitatively assessing the presence of bone marrow... Continue Reading →
Simultaneous Segmentation and Classification of Pressure Injury Image Data Using Mask-R-CNN ActAgainstAmputation #DiabeticFoot @ALPSlimb @USC @USC_vascular @ResearchatUSC @KeckSchool_USC #AI #DeepLearning @TheNPIAP
This just published from our SALSA team led by Mark Swerdlow. We're already getting data requests on this one. Building on these models is what it's all about! Mark Swerdlow,1Ozgur Guler,2Raphael Yaakov,2and David G. Armstrong1 Background. Pressure injuries (PIs) impose a substantial burden on patients, caregivers, and healthcare systems, affecting an estimated 3 million Americans and... Continue Reading →
Seen at CES: Nuralogix uses AI and a selfie to measure your heart rate, BP, body mass, skin age, stress level and more #C2SHiP @Techcrunch
Updates from this year's CES via Techcrunch A picture is worth 1,000 words, as the saying goes, and now a startup called Nuralogix is taking this idea to the next level: Soon, a selfie will be able give you 1,000 diagnostics about the state of your health.
A comprehensive review of methods based on deep learning for diabetes-related foot ulcers #AI #DeepLearning @ALPSlimb #ActAgainstAmputation #C2SHiP
Terrific work from Zhang and coworkers Background: Diabetes mellitus (DM) is a chronic disease with hyperglycemia. If not treated in time, it may lead to lower limb amputation. At the initial stage, the detection of diabetes-related foot ulcer (DFU) is very difficult. Deep learning has demonstrated state-of-the-art performance in various fields and has been used to... Continue Reading →
Automated Detection of Infection in Diabetic Foot Ulcer Images #AI #DeepLearning #MachineLearning #C2SHiPUsing Convolutional Neural Network
More work supporting the ongoing efforts to create a deep learning/AI model to assist in diagnosis of diabetic foot ulcer/wound healing images J Yogapriya 1, Venkatesan Chandran 2, M G Sumithra 3, B Elakkiya 4, A Shamila Ebenezer 5, C Suresh Gnana Dhas 6 A bacterial or bone infection in the feet causes diabetic foot infection (DFI), which results in reddish skin in the wound and... Continue Reading →
Stratification of Microvascular Disease Severity in the Foot Using Spatial Frequency Domain Imaging
Work from our combined UofA and USC team with our colleagues at Modulim. Samuel Jett 1, Mallory R Thompson 2, Shubhangi Awasthi 2, David J Cuccia 1, Tze-Woei Tan 2, David G Armstrong 3, Amaan Mazhar 1, Craig C Weinkauf 2 Background: Microvascular disease (MVD) describes systemic changes in the small vessels (~100 um diameter) that impair tissue oxygenation and perfusion. MVD is a common but poorly monitored complication of diabetes.... Continue Reading →
SPECT-CT in the early diagnosis of Charcot arthropathy
More strong and practical work from our colleagues at King's... The Role of Bone Scintigraphy with SPECT/CT in the Characterization and Early Diagnosis of Stage 0 Charcot Neuroarthropathy Abstract: We describe the use of Single Photon Emission Computed Tomography/Computed Tomography (SPECT/CT) in the investigation and diagnosis of Charcot neuroarthropathy (CN) in patients with a hot... Continue Reading →