Further evidence that wound size and duration are strong prognostic markers of diabetic foot ulcer healing.
David J MargolisNandita MitraD Scott MalayZiad K MirzaJohn C LantisHadar A Lev-TovRobert S KirsnerStephan R ThomPublished in: Wound repair and regeneration : official publication of the Wound Healing Society [and] the European Tissue Repair Society (2022)
Diabetic foot ulcers (DFU) are a critical problem for those with diabetes mellitus. Predicting the healing likelihood of a DFU is important to implementing appropriate care, allocating resources, having access to advanced therapies, having successful clinical trials, calibrating clinical trial results, and providing information to administrative entities on patient and provider outcomes. Prognostic modelling can also be important when attempting to compare results across trials or care centres. In a prospective cohort study, we demonstrate and replicate that simple wound characteristics like wound area and wound duration can be used to predict wound healing by the 16th week of care. The models were based on previous literature and replicated using a machine learning algorithm. The use of wound duration and wound area in a prognostic model continues to be important when comparing study results, centre-based outcomes, as well as designing clinical trials.
Keyphrases
- wound healing
- clinical trial
- machine learning
- healthcare
- surgical site infection
- quality improvement
- palliative care
- phase ii
- pain management
- study protocol
- randomized controlled trial
- open label
- adipose tissue
- double blind
- case report
- phase iii
- weight loss
- chronic pain
- big data
- social media
- insulin resistance
- neural network
- placebo controlled