Artificial Intelligence Applied to Non-Invasive Imaging Modalities in Identification of Nonmelanoma Skin Cancer: A Systematic Review.

BACKGROUND: The objective of this study is to systematically analyze the current state of the literature regarding novel artificial intelligence (AI) machine learning models utilized in non-invasive imaging for the early detection of nonmelanoma skin cancers. Furthermore, we aimed to assess their potential clinical relevance by evaluating the accuracy, sensitivity, and specificity of each algorithm and assessing for the risk of bias. METHODS: Two reviewers screened the MEDLINE, Cochrane, PubMed, and Embase databases for peer-reviewed studies that focused on AI-based skin cancer classification involving nonmelanoma skin cancers and were published between 2018 and 2023. The search terms included skin neoplasms, nonmelanoma, basal-cell carcinoma, squamous-cell carcinoma, diagnostic techniques and procedures, artificial intelligence, algorithms, computer systems, dermoscopy, reflectance confocal microscopy, and optical coherence tomography. Based on the search results, only studies that directly answered the review objectives were included and the efficacy measures for each were recorded. A QUADAS-2 risk assessment for bias in included studies was then conducted. RESULTS: A total of 44 studies were included in our review; 40 utilizing dermoscopy, 3 using reflectance confocal microscopy (RCM), and 1 for hyperspectral epidermal imaging (HEI). The average accuracy of AI algorithms applied to all imaging modalities combined was 86.80%, with the same average for dermoscopy. Only one of the three studies applying AI to RCM measured accuracy, with a result of 87%. Accuracy was not measured in regard to AI based HEI interpretation. CONCLUSION: AI algorithms exhibited an overall favorable performance in the diagnosis of nonmelanoma skin cancer via noninvasive imaging techniques. Ultimately, further research is needed to isolate pooled diagnostic accuracy for nonmelanoma skin cancers as many testing datasets also include melanoma and other pigmented lesions.

CAPABLE: A Scoring System Utilizing Patient-Reported Measures to Evaluate Patient Experience After Mohs Surgery.

BACKGROUND: Patient experience metrics are gaining prominence in health care. We introduce the CAPABLE survey to assess postoperative experiences of Mohs surgery patients. OBJECTIVE: We sought to determine whether CAPABLE scores aligned with overall patient satisfaction in Mohs surgery. METHODS: This was a cross-sectional, survey-based study of patients presenting for their first postoperative visit after Mohs surgery. The CAPABLE survey included questions on postoperative instructions, activity limitations, pain control, provider accessibility, and bleeding, followed by 2 overall satisfaction questions taken from the Outpatient and Ambulatory Surgery Consumer Assessment of Healthcare Providers and Systems survey. The pilot study took place at the University of Texas Dell Medical School (DMS), followed by a validation study ( n = 206) at DMS and Oregon Health and Science University (OHSU). We assessed for correlations between CAPABLE scores and overall satisfaction. RESULTS: In the pilot study ( n = 137), overall CAPABLE scores and scores of individual CAPABLE components correlated positively with overall satisfaction.In the multisite validation study ( n = 206) spanning DMS and OHSU, CAPABLE scores correlated positively with overall satisfaction. CONCLUSION: The CAPABLE survey is a concise tool for assessing specific, actionable components of the postoperative patient experience in Mohs surgery, while correlating with overall patient satisfaction.

Weight trajectories and obesity remission among school-aged children.

BACKGROUND: Many studies examining weight trajectories have used adiposity measures shown to be problematic for trajectory analysis in children with obesity, and remission of obesity remains poorly understood. OBJECTIVES: To describe weight trajectories for school-aged children, the rate of obesity remission and factors associated. METHODS: Children between 6 and 11 years of age with ≥3 valid height and weight measurements from an Oregon hospital-system over a minimum six-month period were included. Percent distance from the median body mass index (BMI) was used for modeling. Latent class analysis and linear mixed models were used to classify children based on their weight trajectory. RESULTS: We included 11,247 subjects with a median of 2.1 years of follow-up, with 1,614 (14.4%) classified as overweight and 1,794 (16.0%) classified as obese. Of subjects with obesity, 1% experienced remission during follow-up, whereas 23% of those with overweight moved to within a healthy weight range. Latent class analysis identified three classes within each weight-based stratum over time. The majority of children with overweight or obesity had a flat trajectory over time. Lower socioeconomic status was associated with a worsening trajectory. Latent class models using alternate measures (BMI, BMI z-scores, tri-ponderal mass index (TMI)) differed substantially from each other. CONCLUSIONS: Obesity remission was uncommon using the adiposity metric of distance from the median though transition from overweight to healthy weight was more common. Children with low socioeconomic status have worse trajectories overall. The choice of adiposity metric may have a substantial effect on the outcomes.

Melanoma literacy among the general population of three western US states.

Melanoma is a significant cause of cancer death, despite being detectable without specialized or invasive technologies. Understanding barriers to preventive behaviors such as skin self-examination (SSE) could help to define interventions for increasing the frequency of early detection. To determine melanoma knowledge and beliefs across three high-incidence US states, 15,000 surveys were sent to a population-representative sample. We aimed to assess (1) melanoma literacy (i.e., knowledge about melanoma risks, attitudes, and preventive behaviors) and (2) self-reported SSE and its association with melanoma literacy, self-efficacy, and belief in the benefits of SSE. Of 2326 respondents, only 21.2% provided responses indicating high knowledge of melanoma, and 62.8% reported performing an SSE at any time in their lives. Only 38.3% and 7.3% reported being "fairly" or "very" confident about doing SSE, respectively. SSE performance among respondents was most strongly associated with higher melanoma knowledge, higher self-efficacy, and personal history of melanoma. Melanoma literacy among survey respondents was modest, with greater literacy associated with a higher likelihood of reported preventive behavior. This assessment establishes a baseline and provides guidance for public health campaigns designed to increase prevention and early detection of this lethal cancer.

The benefit of early-stage diagnosis: A registry-based survey evaluating the quality of life in patients with melanoma.

Background: The morbidity associated with advanced stage melanoma is an important consideration in the dialog surrounding early detection and overdiagnosis. Few studies have stratified melanoma patient quality of life (QoL) by stage at diagnosis. Objective: We sought to investigate if melanoma stage is independently associated with changes in QoL within a large, community-based melanoma registry. Secondarily, we investigated whether demographic factors such as age, geographic location or level of education are associated with changes in QoL in the same population. Methods: 1108 melanoma patients were surveyed over a three-month period using the QoL in Adult Cancer Survivors Survey, consisting of 47 items on a 7-point frequency scale. Data were analysed using both descriptive statistical models and adjusted multivariate logistic regression. Results: There were 677 respondents generating a 61% response rate. Overall, higher stage at diagnosis correlated with the largest decreases in QoL as it pertained to both general (p = 0.001) and Cancer-Specific stressors (p < 0.001). Education level (p = 0.020), age (p < 0.001), rural area code designation (p = 0.020) and family history of melanoma (p = 0.017) were also independently associated with changes in QoL. Conclusion: Earlier stage at melanoma diagnosis is associated with better QoL and thus represents a crucial intervention in patient care. Given our findings and the growing body of evidence surrounding morbidity in late-stage melanoma, it is essential that QoL be included in assessing the benefits of early detection.

Cannabis use is associated with pain severity and interference among cancer survivors.

Context: Cannabis use for symptom management among individuals with cancer is increasingly common. Objectives: We sought to describe the 1) prevalence and characteristics of cannabis use, 2) perceived therapeutic benefits of cannabis use, and 3) examine how use of cannabis was associated with self-reported pain, mood, and general health outcomes among a representative sample of patients treated at NCI designated OHSU Knight Cancer Institute. Methods: We conducted a population-based, cross-sectional survey developed in conjunction with 11 other NCI designated cancer centers and distributed to eligible individuals. The survey inquired about characteristics of cannabis use, perception of therapeutic benefits, pain, mood, and general health. Responses were population weighted. We examined the association of cannabis use with self-reported pain, mood, and general health using logistic regression controlling for relevant sociodemographic and clinical characteristics. Results: 523 individuals were included in our analytic sample. 54% endorsed using cannabis at any time since their cancer diagnosis and 42% endorsed using cannabis during active treatment. The most endorsed reasons for use included: sleep disturbance (54.7%), pain (47.1%), and mood (42.6%). We found moderate pain was associated with more than a 2-fold (OR = 2.4 [95% CI = 1.3-4.6], p = 0.002) greater likelihood of self-reported cannabis use. Depressed mood or general health were not associated with cannabis use. Conclusions: In a state with medical and recreational cannabis legislation, a high number of cancer survivors report cannabis use. Those with pain were more likely to use cannabis. Oncologists should be aware of this trend and assess use of cannabis when managing long-term symptoms of cancer and its treatments.

External validation of the Melanoma Institute Australia Sentinel Node Metastasis Risk Prediction Tool using the National Cancer Database.

BACKGROUND: To improve patient selection for sentinel node (SN) biopsy, the Melanoma Institute of Australia (MIA) created a predictive model based on readily available clinicopathologic factors. OBJECTIVES: Validation of the MIA nomogram using the National Cancer Database (NCDB), a nationwide oncology outcomes database for >1500 Commission-accredited cancer programs in the United States. METHODS: A total of 60,165 patients were included in the validation. The probability of SN positivity was calculated for each patient. Using calculated probabilities, a receiver operating characteristic curve was generated to assess the model's discrimination ability. RESULTS: At baseline, the NCDB cohort had different clinicopathologic characteristics compared with the original MIA data set. Despite these differences, the MIA nomogram retained high-predictive accuracy within the NCDB dataset (C-statistic, 0.733 [95% CI, 0.726-0.739]), although calibration weakened for the highest risk decile. LIMITATIONS: The NCDB collects data from hospital registries accredited by the Commission on Cancer. CONCLUSIONS: In conclusion, this study validated the use of the MIA nomogram in a nationwide oncology outcomes database collected from >1500 Commission-accredited cancer programs in the United States, demonstrating the potential for this nomogram to predict SN positivity and reduce the number of negative SN biopsies.

Factors Associated with Eczema Clinical Trial Awareness, Interest, and Participation in Adults.

Despite the need for improved eczema therapies and a rapid increase in available eczema clinical trials, participation remains low. The aim of this study was to identify factors associated with clinical trial awareness, interest, and barriers to enrolment and participation. An online survey, administered 1 May to 6 June 2020 to adults (≥ 18 years) with eczema in the USA, was analysed. Among 800 patients included, mean age was 49.4 years, most respondents were female (78.1%), White (75.4%), non-Hispanic (91.4%), and geographically living in an urban/suburban area (Rural-Urban Continuum Codes (RUCC) 1-3, 90.8%). Only 9.7% of respondents reported previous participation in clinical trials, while 57.1% had considered participation and 33.2% never considered participation. Higher satisfaction with current eczema therapy, clinical trial literacy, and confidence in finding eczema trial information were all associated with clinical trial awareness, interest, and successful participation. Younger age and having atopic dermatitis were associated with increased awareness, while female gender was a barrier to interest and successful participation.

Dermoscopic features associated with 3-GEP PLA: LINC00518, PRAME, and TERT expression in suspicious pigmented lesions.

Utilization of dermoscopy and novel molecular triage technologies augments visual triage of pigmented skin lesions, promoting early detection of melanoma. One emerging in vivo genomic test, 3-GEP pigmented lesion assay (3-GEP PLA) aids in pigmented lesion triage by noninvasively detecting the presence of three genes associated with melanoma: LINC00518, PRAME, and TERT. The purpose of our retrospective case-control study was to identify dermoscopic features uniquely associated with the presence of LINC00518, PRAME, or TERT in the stratum corneum as determined by 3-GEP PLA testing. Images of suspicious pigmented lesions that had undergone 3-GEP PLA testing and received a definitive positive or negative result (n = 393) were evaluated for the presence of specific clinical and dermoscopic features associated with melanoma. We found that asymmetry of color was a significant predictor for PRAME expression (Odds Ratio (OR) 5.5, 95% Confidence Interval (CI) 1.6-34.5, p = 0.004), blue color and negative pigment network were significant predictors for LINC00518 expression (adjusted OR 2.7, 95% CI 1.2-5.5, p = 0.014 and adjusted OR 5.4, 95% CI 1.6-16.9, p = 0.010, respectively), and atypical polymorphous vessels present in a pigmented skin lesion were a significant predictor for TERT promoter mutations (OR 5.8, 95% CI 1.3-23.4, p = 0.022). The results presented suggest a hierarchy in the significance of these dermoscopic features and may help guide evaluation and management of pigmented skin lesions.

Factors Influencing General Dermatologists When Referring Patients With Head and Neck Melanoma for Mohs Micrographic Surgery: A Nationwide Cross-Sectional Survey.

BACKGROUND: Mohs micrographic surgery (MMS) for cutaneous melanoma has demonstrated higher cure rates, lower local recurrence rates, and improved survival compared with wide local excision (WLE). However, factors affecting referrals by general dermatologists for MMS of head and neck melanoma (HNM) are unknown. OBJECTIVE: To elucidate referral factors and treatment perspectives of general dermatologists regarding MMS for melanoma in situ (MIS)/lentigo maligna (LM) and early-stage melanoma on the head and neck. MATERIALS AND METHODS: A cross-sectional analysis was performed using survey responses of general dermatologists with membership in the American Academy of Dermatology . RESULTS: A total of 231 and 132 of the 402 responding general dermatologists routinely referred melanoma in situ MIS/LM and early invasive melanoma for MMS, respectively. Lack of local access to a Mohs surgeon was the most common deterring reason for MIS/LM referral to MMS, whereas the preference for WLE was the most common deterring reason for early invasive melanoma. CONCLUSION: Lack of local access to a Mohs surgeon treating HNM with MMS is the primary barrier in referrals to Mohs surgeons for MIS and LM. Among general dermatologists, WLE is preferred for early invasive HNM.

Clinical Utility of Dermoscopy and 31-Gene Expression Profiling by Dermatology Providers in Melanoma Management Care.

OBJECTIVE: A 31-gene expression profile (31-GEP) test that predicts metastatic risk in patients with cutaneous malignant melanoma (CMM) has previously been validated and is available for clinical use. The test dichotomizes patients into lower risk and higher risk groups based on differences that correspond to unique genetic expression patterns. Although the impact of such a test on dermatology providers' clinical decision-making has been studied, little is known about whether there exists an association between certain clinical features, such as dermoscopy, and 31-GEP results. METHODS: In this retrospective analysis of 31-GEP test results ordered by dermatologists, we evaluated the frequency of dermoscopic features, using a modified dermoscopy three-point checklist, in 17 cases (n=17) and compared these findings to other key clinicopathologic features including tumor thickness, ulceration, and mitotic rate to 31-GEP results. Additionally, we evaluated the dermatologist's perspective and incorporation of GEP testing as part of patient discussion on melanoma management. RESULTS: 31-GEP stratified patients into 4 groups; groups 1A and 1B are considered low risk of metastasis or recurrence, while 2A and 2B are considered high risk. Of the 17 cases, we had fifteen group 1A (88.23%), one 1B (5.88%), and one 2B (5.88%) result. Overall frequency of dermoscopic features is as follows; 100% of lesions presented with asymmetry, 47% with round structures, and 70.6% with blue-white color. The average time providers spent explaining and ordering the test was 15 minutes, with a range of 10 to 20 minutes. CONCLUSIONS: This study represents our experience and understanding of the dermatologist’s role ordering 31-GEP in the care pathway of melanoma patients and we recommend that dermatology providers consider ordering the test for newly diagnosed CMM patients. J Drugs Dermatol. 2022;21(12): doi:10.36849/JDD.6889.

Angiotensin receptor blockade and stereotactic body radiation therapy for early stage lung cancer ARB & SBRT for early stage lung cancer.

Stereotactic body radiotherapy (SBRT) demonstrates excellent local control in early stage lung cancer, however a quarter of patients develop recurrence or distant metastasis. Transforming growth factor-beta (TGF-ß) supports metastasis and treatment resistance, and angiotensin receptor blockade (ARB) indirectly suppresses TGF-ß signaling. This study investigates whether patients taking ARBs while undergoing SBRT for early stage lung cancer exhibited improved overall survival (OS) or recurrence free survival (RFS) compared to patients not taking ARBs. This was a single institution retrospective analysis of 272 patients treated with SBRT for early stage lung cancer between 2009 and 2018. Patient health data was abstracted from the electronic medical record. OS and RFS were assessed using Kaplan-Meier method. Log-rank test was used to compare unadjusted survival between groups. Univariable and multivariable Cox proportional hazard regression models were used to estimate hazard ratios (HRs). Of 247 patients analyzed, 24 (10%) patients took ARBs for the duration of radiotherapy. There was no difference in mean age, median tumor diameter, or median biologic effective dose between patients taking ARBs or not. Patients taking ARBs exhibited increased OS (ARB = 96.7 mo.; no ARB = 43.3 mo.; HR = 0.25 [95% CI: 0.10 to 0.62, P = .003]) and increased RFS (median RFS, ARB = 64.3 mo.; No ARB = 35.1 mo.; HR = 0.26 [95% CI: 0.10 to 0.63, P = .003]). These effects were not seen in patients taking angiotensin converting enzyme inhibitors (ACEIs) or statins. ARB use while undergoing SBRT for early stage lung cancer may increase OS and RFS, but ACEI use does not show the same effect.

Novel Diagnostic Educational Resource: Use of a web-based adaptive learning module to teach inflammatory reaction patterns in dermatopathology to medical students, residents, and fellows.

Background: Perceptual and adaptive learning modules (PALM's) provide a large number of visual examples for evaluation and accommodate to learner performance by actively adjusting the module parameters. Methods: We developed a module for discriminating 5 inflammatory reaction patterns using the Novel Diagnostic Educational Resource (NDER) platform. The module included a 20 question pre-test, a 200 question training section, and a 20 question post-test. During the pre-test and post-test, images were displayed for an indefinite period of time with no feedback given. In the training section, images were displayed for a duration inverse to learner performance, and after submitting their response learners were immediately shown the correct answer. The performance of module participants was compared to a control group who completed pre-test and post-test only. Results: 26 pathology and dermatology residents completed the module and were included in analysis. Pre-test and post-test scores showed an average increase of 17.1 percentage points (95% CI 13.0 to 21.2, P < 0.001). When performance on pre-test and post-test was compared between the module and control groups, module group performance increased more than control group performance by an average of 10.1 percentage points (95% CI -2.5 to 17.8, P = 0.0119). 84% (37) of participants found the module somewhat useful or very useful and 68% (30) of participants would be pretty likely or very likely to recommend to another trainee. Conclusions: Our findings validate the use of NDER for teaching inflammatory reaction patterns. Participants generally had favorable feedback regarding the interface and teaching potential of the module. Including a late re-test as part of the module would be beneficial in further validating future iterations. Next steps include optimizing module performance and developing module content for more advanced learners.

Past, Present, and Future Shared Decision-making Behavior Among Patients With Eczema and Caregivers.

Importance: Engaging in shared decision-making (SDM) can help patients understand and choose treatments according to their values and has been shown to improve patient satisfaction and adherence with treatment. It is well suited for conditions like eczema for which several medically appropriate treatment options exist. However, little is known about the use and experience of SDM in eczema. Objective: To understand experiences, preferences, and expectations for SDM in eczema care settings from the patient and caregiver perspective. Design, Setting, and Participants: The National Eczema Association conducted an online survey in January 2021 among self-selected patients and caregivers. Inclusion criteria (US resident, patient with eczema or caregiver of a patient with eczema aged ≤17 years, respondent age ≥18 years) were met by 1313 of 1387 respondents (94.7%). Data analysis was performed from May 2021 to November 2021. Main Outcomes and Measures: Outcomes were past SDM (using a 9-item SDM questionnaire [SDMQ9]; score ranges transformed to 0-100), present SDM (Control Preferences Scale), and future SDM (self-reported confidence and motivation to engage in SDM) behavior. Results: Among the 1313 respondents included in the study, most were female (1046 of 1313 [79.7%]) adult (1086 of 1313 [82.7%]) patients with a mean (SD) patient Recap of Atopic Eczema score of 11.7 (7.2), mean (SD) patient age of 39.5 (22.2) years, and mean (SD) SDMQ9 score of 65.1 (27.4). For present SDM, 479 of 966 (49.6%) reported "I prefer to make the final decision after seriously considering my doctor's opinion," and 655 of 955 (69.4%) reported being very or extremely confident to engage in SDM in the future. Those who reported feeling "very well informed" about the causes of eczema had a 14.7-point higher (95% CI, 9.2-20.2; P < .001, multiple linear regression) SDMQ9 score than those "not adequately informed" and were 3.4 times more likely (95% CI, 2.1-5.7; P < .001, multiple logistic regression) to be confident to engage in future SDM. Respondents reported that they would be motivated to engage in SDM if the clinician initiated SDM, valued input from the patient, and acknowledged that patients are experts on their own bodies or if a treatment is no longer working. Conclusions and Relevance: Results of this survey study suggest that a majority of patients with eczema and caregivers prefer a large role in decision-making for their care and that clinicians can initiate and facilitate SDM to improve patient satisfaction with care.

Clinical and laboratory factors associated with wound healing in patients with pyoderma gangrenosum: a retrospective study.

INTRODUCTION: Pyoderma gangrenosum (PG) is a rare, chronic, inflammatory, and ulcerative condition that often affects the lower extremities. Laboratory markers such as neutrophil-to-lymphocyte ratio, erythrocyte sedimentation rate (ESR), and C-reactive protein (CRP) level may have prognostic utility in the management of ulcerative or inflammatory conditions. OBJECTIVE: This exploratory analysis investigated the relationship between readily available clinical factors and target ulcer healing within 6 months from the first visit. METHODS: Two logistic regression models were fit-one focused on ESR as a primary predictor adjusted for age and hemoglobin level, and the other focused on CRP level adjusted for body mass index (BMI) and smoking history. RESULTS: The odds of wound healing at 6 months for patients with abnormal CRP was 0.19 times the odds of healing (95% CI, 0.03-0.77) for those with normal CRP (<10 mg/L), after accounting for BMI and smoking. Similarly, after accounting for age and hemoglobin, those with high ESR experienced 2.81 times the odds of healing (95% CI, 0.69-14.58) at 6 months compared with patients with normal ESR. CONCLUSIONS: After adjustment, an increased CRP level was associated with lower odds of healing; however, further research is warranted to investigate its prognostic utility. The relationship between ESR and odds of healing should be interpreted with caution because the wide 95% CI for the adjusted odds ratio reflects marked uncertainty in the estimate. This research brief may inform investigations into inflammatory markers as possible prognostic markers for wound healing in patients with PG.