Clinical Validation of Digitally Acquired Clinical Data and Machine Learning Models for Remote Measurement of Psoriasis and Psoriatic Arthritis: A Proof-of-Concept Study.

OBJECTIVE: Psoriatic disease remains underdiagnosed and undertreated. We developed and validated a suite of novel, sensor-based smartphone assessments (Psorcast app) that can be self-administered to measure cutaneous and musculoskeletal signs and symptoms of psoriatic disease. METHODS: Participants with psoriasis (PsO) or psoriatic arthritis (PsA) and healthy controls were recruited between June 5, 2019, and November 10, 2021, at 2 academic medical centers. Concordance and accuracy of digital measures and image-based machine learning models were compared to their analogous clinical measures from trained rheumatologists and dermatologists. RESULTS: Of 104 study participants, 51 (49%) were female and 53 (51%) were male, with a mean age of 42.3 years (SD 12.6). Seventy-nine (76%) participants had PsA, 16 (15.4%) had PsO, and 9 (8.7%) were healthy controls. Digital patient assessment of percent body surface area (BSA) affected with PsO demonstrated very strong concordance (Lin concordance correlation coefficient [CCC] 0.94 [95% CI 0.91-0.96]) with physician-assessed BSA. The in-clinic and remote target plaque physician global assessments showed fair-to-moderate concordance (CCCerythema 0.72 [0.59-0.85]; CCCinduration 0.72 [0.62-0.82]; CCCscaling 0.60 [0.48-0.72]). Machine learning models of hand photos taken by patients accurately identified clinically diagnosed nail PsO with an accuracy of 0.76. The Digital Jar Open assessment categorized physician-assessed upper extremity involvement, considering joint tenderness or enthesitis (AUROC 0.68 [0.47-0.85]). CONCLUSION: The Psorcast digital assessments achieved significant clinical validity, although they require further validation in larger cohorts before use in evidence-based medicine or clinical trial settings. The smartphone software and analysis pipelines from the Psorcast suite are open source and freely available.

Effects of liraglutide on visceral and ectopic fat in adults with overweight and obesity at high cardiovascular risk: a randomised, double-blind, placebo-controlled, clinical trial.

BACKGROUND: Visceral and ectopic fat are key drivers of adverse cardiometabolic outcomes in obesity. We aimed to evaluate the effects of injectable liraglutide 3·0 mg daily on body fat distribution in adults with overweight or obesity without type 2 diabetes at high cardiovascular disease risk. METHODS: In this randomised, double-blind, placebo-controlled, phase 4, single centre trial, we enrolled community-dwelling adults, recruited from the University of Texas Southwestern Medical Center, with BMI of at least 30 kg/m2 or BMI of at least 27 kg/m2 with metabolic syndrome but without diabetes and randomly assigned them, in a 1:1 ratio, to 40 weeks of treatment with once-daily subcutaneous liraglutide 3·0 mg or placebo, in addition to a 500 kcal deficient diet and guideline-recommended physical activity counselling. The primary endpoint was percentage reduction in visceral adipose tissue (VAT) measured with MRI. All randomly assigned participants with a follow-up imaging assessment were included in efficacy analyses and all participants who received at least one dose of study drug were included in the safety analyses. The trial is registered on ClinicalTrials.gov: NCT03038620. FINDINGS: Between July 20, 2017 and Feb 21, 2020 from 235 participants assessed for eligibility, 185 participants were randomly assigned (n=92 liraglutide, n=93 placebo) and 128 (n=73 liraglutide, n=55 placebo) were included in the final analysis (92% female participants, 37% Black participants, 24% Hispanic participants, mean age 50·2 years (SD 9·4), mean BMI 37·7 kg/m2). Mean change in VAT over median 36·2 weeks was -12·49% (SD 9·3%) with liraglutide compared with -1·63% (SD 12·3%) with placebo, estimated treatment difference -10·86% (95% CI -6·97 to -14·75, p<0·0001). Effects seemed consistent across subgroups of age, sex, race-ethnicity, BMI, and baseline prediabetes. The most frequently reported adverse events were gastrointestinal-related (43 [47%] of 92 with liraglutide and 12 [13%] of 93 with placebo) and upper respiratory tract infections (10 [11%] of 92 with liraglutide and 14 [15%] of 93 with placebo). INTERPRETATION: In adults with overweight or obesity at high cardiovascular disease risk, once-daily liraglutide 3·0 mg plus lifestyle intervention significantly lowered visceral adipose tissue over 40 weeks of treatment. Visceral fat reduction may be one mechanism to explain the benefits seen on cardiovascular outcomes in previous trials with liraglutide among patients with type 2 diabetes. FUNDING: NovoNordisk.