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Chintalapati NV, Poondru S, Kundu RV, Liveris MO, Riley JM. Evaluation of Skin of Color Curricular Content for Physician Assistant Education. J Physician Assist Educ 2024:01367895-990000000-00174. [PMID: 39292530 DOI: 10.1097/jpa.0000000000000626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/20/2024]
Abstract
INTRODUCTION Physician assistants (PAs) are often members of dermatologic care teams. Adequate knowledge of dermatologic conditions in skin of color (SOC) is crucial to proper diagnosis, treatment, and patient satisfaction. The objective of this study was to increase PA students' objective knowledge of and comfort level with evaluating dermatologic conditions in SOC. METHODS Eligible participants included 36 PA students at a major metropolitan medical center during the 2022 to 2023 academic year. A preintervention survey, immediate postintervention survey, and 7-month follow-up postintervention survey were administered before and after a SOC lecture. The surveys concluded with a 10-question, image-based, multiple-choice examination. RESULTS There was a significant increase in accurate diagnoses of acne scarring, eczema, psoriasis, rosacea, and seborrheic dermatitis in SOC (59.4% preintervention to 76.9% postintervention, P = .029). Student confidence, as rated on a scale of 1 (minimally confident) to 5 (extremely confident), in diagnosing these conditions increased from 2.97 to 3.52 (P = .036). DISCUSSION Implementation of a SOC-specific dermatology lecture significantly increased the accuracy and confidence with which PA students diagnosed dermatologic conditions.
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Affiliation(s)
- Namrata V Chintalapati
- Namrata V. Chintalapati, BA, is a medical student at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Sneha Poondru, BA, is a research fellow at the Northwestern University Feinberg School of Medicine Department of Dermatology in Chicago, Illinois
- Roopal V. Kundu, MD, is a Professor of Dermatology and Medical Education at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Marissa O. Liveris, PA-C, is an assistant professor of Medical Education for the PA program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Julia M. Riley, MD, is an assistant professor of Dermatology at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
| | - Sneha Poondru
- Namrata V. Chintalapati, BA, is a medical student at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Sneha Poondru, BA, is a research fellow at the Northwestern University Feinberg School of Medicine Department of Dermatology in Chicago, Illinois
- Roopal V. Kundu, MD, is a Professor of Dermatology and Medical Education at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Marissa O. Liveris, PA-C, is an assistant professor of Medical Education for the PA program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Julia M. Riley, MD, is an assistant professor of Dermatology at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
| | - Roopal V Kundu
- Namrata V. Chintalapati, BA, is a medical student at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Sneha Poondru, BA, is a research fellow at the Northwestern University Feinberg School of Medicine Department of Dermatology in Chicago, Illinois
- Roopal V. Kundu, MD, is a Professor of Dermatology and Medical Education at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Marissa O. Liveris, PA-C, is an assistant professor of Medical Education for the PA program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Julia M. Riley, MD, is an assistant professor of Dermatology at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
| | - Marissa O Liveris
- Namrata V. Chintalapati, BA, is a medical student at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Sneha Poondru, BA, is a research fellow at the Northwestern University Feinberg School of Medicine Department of Dermatology in Chicago, Illinois
- Roopal V. Kundu, MD, is a Professor of Dermatology and Medical Education at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Marissa O. Liveris, PA-C, is an assistant professor of Medical Education for the PA program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Julia M. Riley, MD, is an assistant professor of Dermatology at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
| | - Julia M Riley
- Namrata V. Chintalapati, BA, is a medical student at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Sneha Poondru, BA, is a research fellow at the Northwestern University Feinberg School of Medicine Department of Dermatology in Chicago, Illinois
- Roopal V. Kundu, MD, is a Professor of Dermatology and Medical Education at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Marissa O. Liveris, PA-C, is an assistant professor of Medical Education for the PA program at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
- Julia M. Riley, MD, is an assistant professor of Dermatology at the Northwestern University Feinberg School of Medicine in Chicago, Illinois
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Ahmed F, Fitzsimmons R, Chu EY, Shin DB, Takeshita J. Frequency of Skin Biopsies for Psoriasis by Race and Ethnicity. JAMA Dermatol 2024; 160:1003-1005. [PMID: 39110450 PMCID: PMC11307155 DOI: 10.1001/jamadermatol.2024.2554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 06/03/2024] [Indexed: 08/10/2024]
Abstract
This cross-sectional study evaluates the frequency of skin biopsies, as an indicator of diagnostic uncertainty, by race and ethnicity among patients with psoriasis seen in an academic dermatology practice.
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Affiliation(s)
- Fahad Ahmed
- Department of Dermatology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
| | - Robert Fitzsimmons
- Department of Dermatology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
| | - Emily Y. Chu
- Department of Dermatology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
| | - Daniel B. Shin
- Department of Dermatology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
| | - Junko Takeshita
- Department of Dermatology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
- Center for Clinical Epidemiology and Biostatistics, Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia
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Arza A, Sejdiu Z, Viveiros M, James A, Weingarten M, Giordano C. Beyond the surface: unveiling gaps in medical education through eyes of diverse learners. Arch Dermatol Res 2024; 316:187. [PMID: 38775979 DOI: 10.1007/s00403-024-02963-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 04/26/2024] [Accepted: 04/26/2024] [Indexed: 06/05/2024]
Abstract
Inadequate education regarding disease manifestations in diverse skin colors hinders diagnosis and exacerbates health disparities. All levels of medical trainees report low confidence in accurately identifying disease in skin of color (SOC). To help further elucidate these concerns, our research aims to assess medical student confidence in recognizing cutaneous diseases in SOC and their viewpoints regarding SOC education within their institution. An eight-question, open-ended survey was provided to medical students before and after a SOC presentation. The survey assessed participants' confidence in their diagnostic ability and perspectives on educational material. Among the 70 attendees, 58 (82.8%) and 64 (91.4%) completed the pre- and post-seminar surveys, respectively. There was a significant discrepancy in confidence levels when assessing cutaneous manifestations of internal pathology in light (Monk Skin Colors 1-5) versus dark (Monk Skin Colors 6-10) skin (p < 0.009). Notably, 78.7% (37/47) perceived the institutional learning materials as insufficient for SOC. Post-seminar reflections indicated that 87.2% (40/46) of students lacked confidence in diagnosing SOC, with 78.7% (32/46) citing inadequate curriculum coverage as the cause. An additional 8.5% (6/46) identified the predominance of white-centric medical descriptions as a hindrance. Students collectively called for improved educational approaches, including better visual representation of diseases in darker skin. Medical education must continue to strive for increased SOC representation to train competent physicians in treating a diverse patient population and reduce disparities in SOC patients.
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Affiliation(s)
- Alexis Arza
- Drexel University College of Medicine, Philadelphia, PA, USA.
| | - Zane Sejdiu
- Drexel University College of Medicine, Philadelphia, PA, USA
| | - Matthew Viveiros
- College of Medicine, The Ohio State University, Columbus, OH, USA
| | - Alaina James
- Department of Dermatology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Michael Weingarten
- Department of Surgery, Drexel University College of Medicine, Philadelphia, PA, USA
| | - Carolyn Giordano
- Department of Family, Community and Preventative Medicine, Drexel University College of Medicine, Philadelphia, PA, USA
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Krefting F, Moelleken M, Hölsken S, Placke JM, Eisenburger RT, Albrecht LJ, Tasdogan A, Schadendorf D, Ugurel S, Dissemond J, Sondermann W. Comparison of visual diagnostic accuracy of dermatologists practicing in Germany in patients with light skin and skin of color. Sci Rep 2024; 14:8740. [PMID: 38627499 PMCID: PMC11021442 DOI: 10.1038/s41598-024-59426-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 04/10/2024] [Indexed: 04/19/2024] Open
Abstract
Visual clinical diagnosis of dermatoses in people of color (PoC) is a considerable challenge in daily clinical practice and a potential cause of misdiagnosis in this patient cohort. The study aimed to determine the difference in visual diagnostic skills of dermatologists practicing in Germany in patients with light skin (Ls) and patients with skin of color (SoC) to identify a potential need for further education. From April to June 2023, German dermatologists were invited to complete an online survey with 24 patient photographs depicting 12 skin diseases on both Ls and SoC. The study's primary outcomes were the number of correctly rated photographs and the participants' self-assessed certainty about the suspected visual diagnosis in Ls compared to SoC. The final analysis included surveys from a total of 129 dermatologists (47.8% female, mean age: 39.5 years). Participants were significantly more likely to correctly identify skin diseases by visual diagnostics in patients with Ls than in patients with SoC (72.1% vs. 52.8%, p ≤ 0.001, OR 2.28). Additionally, they expressed higher confidence in their diagnoses for Ls than for SoC (73.9 vs. 61.7, p ≤ 0.001). Therefore, further specialized training seems necessary to improve clinical care of dermatologic patients with SoC.
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Affiliation(s)
- Frederik Krefting
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Maurice Moelleken
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Stefanie Hölsken
- Institute of Medical Psychology and Behavioral Immunobiology, University Hospital Essen, University of Duisburg-Essen, 45122, Essen, Germany
- Center of Translational Neuro- and Behavioral Sciences (C-TNBS), University Hospital Essen, University of Duisburg-Essen, 45122, Essen, Germany
| | - Jan-Malte Placke
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Robin Tamara Eisenburger
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Lea Jessica Albrecht
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Alpaslan Tasdogan
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Dirk Schadendorf
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
- German Cancer Consortium, Partner Site Essen, Essen, Germany
- Research Alliance Ruhr, Research Center One Health, University Duisburg-Essen, Essen, Germany
- National Center for Tumor Diseases (NCT-West), Campus Essen, Essen, Germany
| | - Selma Ugurel
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Joachim Dissemond
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany
| | - Wiebke Sondermann
- Department of Dermatology, Venereology and Allergology, University Hospital Essen, University Duisburg-Essen, Hufelandstr. 55, 45122, Essen, Germany.
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Ullah A, Muhammad A, Mehmood F, Farooq H, Ahmad B, Bin Haq A, Khan N, Naz S, Khan A, Saeed A. Comparing the Efficacy of Topical 4% Benzoyl Peroxide Versus Topical 0.1% Adapalene for Treatment of Acne Vulgaris in Skin of Color Population: A South Asian Perspective. Cureus 2024; 16:e55555. [PMID: 38576696 PMCID: PMC10993754 DOI: 10.7759/cureus.55555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/04/2024] [Indexed: 04/06/2024] Open
Abstract
Introduction Acne vulgaris is one of the most common skin problems encountered in the dermatology department. It is a chronic, inflammatory disease of the pilosebaceous unit, clinically presenting with comedones, papules, pustules, nodules, and cysts. With its particularly high prevalence in the younger population, it has significant adverse sequelae on patient's quality of life. At present, due to an enhanced understanding of the pathogenesis of acne, various therapeutic modalities are available. The current management strategies generally follow a systematic treatment escalation based on disease severity and treatment response. However meticulous choice of appropriate anti-acne medicine for the acne type is the key to the management plan. Starting with mild to moderate types of acne as per the Leeds photometric grading scale, the most useful topical agents include topical retinoids, benzoyl peroxide, and topical antibiotics while systemic therapies such as oral antibiotics or isotretinoin are generally reserved for moderate to severe acne treatment. The skin of color (SOC) population is a relatively neglected group concerning the optimum and safe management strategies in different dermatological conditions and acne is no different, where there remains a need for comparing the available topical modalities for appropriate drug selection in the treatment of mild to moderate acne in SOC population. Objective The objective of this study was to compare the efficacy of topical 4% benzoyl peroxide versus topical 0.1% adapalene in the treatment of acne vulgaris in the SOC population. Methods The participants were divided into two groups, groups A and B. A total of 64 patients of both genders, with acne vulgaris (duration > three months) were included in the study. In group A, 32 patients were administered topical 0.1% adapalene whereas, in group B, 32 patients were given topical 4% benzoyl peroxide. Both medicines were applied at night daily. Patients were called for follow-up after 12 weeks. In both groups, the final efficacy evaluation was done using the Global Acne Grading System (GAGS) score after 12 weeks of treatment period. Results In group A, the age ranged from 15 to 40 years with a mean age of 25.781±3.93 years while the duration of complaint was 5.843±1.27 months. GAGS score was 25.281±2.65 and mean BMI was 23.092±3.51 kg/m2. In group B, the mean age was 25.187± 4.06 years, the duration of complaint was 7.375±2.25 months, the GAGS score was 23.906± 2.60 while the mean BMI was 21.485±3.88 kg/m2. Efficacy in group A was noted in 25 (78.1%) patients as compared to 24 (75%) patients in group B (p =0.768). Conclusion The present study showed that the safety and efficacy of 0.1% adapalene the traditional drug 4% benzoyl peroxide in the SOC population was comparable.
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Affiliation(s)
- Asmat Ullah
- Dermatology, Pak-Emirates Military Hospital, Rawalpindi, PAK
| | - Anjum Muhammad
- Dermatology, Pak-Emirates Military Hospital, Rawalpindi, PAK
| | - Farman Mehmood
- Plastic Surgery, Combined Military Hospital, Rawalpindi, PAK
| | - Hina Farooq
- Dermatology, Pak-Emirates Military Hospital, Rawalpindi, PAK
| | - Bilal Ahmad
- Endocrinology and Diabetes, Pak-Emirates Military Hospital, Rawalpindi, PAK
| | - Afnan Bin Haq
- Dermatology, Combined Military Hospital, Gujranwala, PAK
| | - Naseem Khan
- Dermatology, Pak-Emirates Military Hospital, Rawalpindi, PAK
| | - Syeda Naz
- Dermatology, Pak-Emirates Military Hospital, Rawalpindi, PAK
| | - Asghar Khan
- Medicine, Khyber Medical University, Peshawar, PAK
| | - Afshan Saeed
- Dermatology, Pak-Emirates Military Hospital, Rawalpindi, PAK
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Perry TT, Grant TL, Dantzer JA, Udemgba C, Jefferson AA. Impact of socioeconomic factors on allergic diseases. J Allergy Clin Immunol 2024; 153:368-377. [PMID: 37967769 PMCID: PMC10922531 DOI: 10.1016/j.jaci.2023.10.025] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 10/13/2023] [Accepted: 10/25/2023] [Indexed: 11/17/2023]
Abstract
Allergic and immunologic conditions, including asthma, food allergy, atopic dermatitis, and allergic rhinitis, are among the most common chronic conditions in children and adolescents that often last into adulthood. Although rare, inborn errors of immunity are life-altering and potentially fatal if unrecognized or untreated. Thus, allergic and immunologic conditions are both medical and public health issues that are profoundly affected by socioeconomic factors. Recently, studies have highlighted societal issues to evaluate factors at multiple levels that contribute to health inequities and the potential steps toward closing those gaps. Socioeconomic disparities can influence all aspects of care, including health care access and quality, diagnosis, management, education, and disease prevalence and outcomes. Ongoing research, engagement, and deliberate investment of resources by relevant stakeholders and advocacy approaches are needed to identify and address the impact of socioeconomics on health care disparities and outcomes among patients with allergic and immunologic diseases.
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Affiliation(s)
- Tamara T Perry
- University of Arkansas for Medical Sciences, Little Rock, Ark; Arkansas Children's Research Institute, Little Rock, Ark.
| | - Torie L Grant
- Johns Hopkins University School of Medicine, Baltimore, Md
| | | | - Chioma Udemgba
- National Institute of Allergic and Infectious Diseases, National Institutes of Health, Bethesda, Md
| | - Akilah A Jefferson
- University of Arkansas for Medical Sciences, Little Rock, Ark; Arkansas Children's Research Institute, Little Rock, Ark
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Ticknor IL. A Call to Improve Medical Education on Skin of Color. ACADEMIC MEDICINE : JOURNAL OF THE ASSOCIATION OF AMERICAN MEDICAL COLLEGES 2023; 98:1345. [PMID: 37683256 DOI: 10.1097/acm.0000000000005457] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/10/2023]
Affiliation(s)
- Iesha L Ticknor
- Fourth-year medical student, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California; ; ORCID: http://orcid.org/0000-0001-6938-7731
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Bradley-Ridout G, Mahetaji K, Mitchell M. Using a reverse diversity audit approach to evaluate a dermatology collection in an academic health sciences library: A case presentation. JOURNAL OF ACADEMIC LIBRARIANSHIP 2023. [DOI: 10.1016/j.acalib.2022.102650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Harrison J. A scoping review exploring the confidence of healthcare professionals in assessing all skin tones. Br Paramed J 2023; 8:18-28. [PMID: 37674918 PMCID: PMC10477824 DOI: 10.29045/14784726.2023.9.8.2.18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/08/2023] Open
Abstract
Background Health inequalities and poorer outcomes have been identified for patients with dark skin tones. The reasons are multi-factorial, but may include delayed treatment due to a lack of recognition of early clinical signs of physiological deterioration. Within the medical literature there is a light skin tone bias, leading to healthcare professionals having insufficient knowledge regarding the assessment of patients with different skin tones, which may result in reduced confidence and create patient safety issues. The aim of this scoping review was to explore the confidence levels of healthcare professionals when assessing patients of different skin tones. Methods The methodology followed scoping review frameworks set out by Arksey and O'Malley (2005), the Joanna Briggs Institute (Peters et al., 2020) and the PRISMA extension for Scoping Reviews (PRISMA-ScR) (Tricco et al., 2018). Searches for literature were performed between February and June 2022 using electronic databases EBSCO (Academic Search Complete, the Allied Complementary Medicine Database, e-journals, MEDLINE, CINAHL), British Nursing Index (ProQuest), Scopus, Web of Science, Zetoc, UpToDate, Google Scholar, NICE Evidence, ResearchGate, Opengrey and the British Association of Dermatologists. No date range was specified, expanders were left on and the findings were screened using inclusion and exclusion criteria. Included papers were synthesised using narrative synthesis. Results Thirteen papers were identified, and the extracted data charted by the paper's origin, sample size, profession and confidence levels. Our synthesis revealed reduced confidence in assessing, managing and diagnosing skin conditions in dark skin tones. A lack of training was cited by different health professionals, but undertaking tailored training and experiential learning increased confidence. Conclusions There is a safety issue for patients with dark skin tones, as healthcare professionals lack clinical confidence in managing and treating all ethnicities equally. Tangible diversity within healthcare training is required, supported by inclusive skin tone imagery and appropriate terminology within medical literature.
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Daneshjou R, Vodrahalli K, Novoa RA, Jenkins M, Liang W, Rotemberg V, Ko J, Swetter SM, Bailey EE, Gevaert O, Mukherjee P, Phung M, Yekrang K, Fong B, Sahasrabudhe R, Allerup JAC, Okata-Karigane U, Zou J, Chiou AS. Disparities in dermatology AI performance on a diverse, curated clinical image set. SCIENCE ADVANCES 2022; 8:eabq6147. [PMID: 35960806 PMCID: PMC9374341 DOI: 10.1126/sciadv.abq6147] [Citation(s) in RCA: 84] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 06/30/2022] [Indexed: 06/10/2023]
Abstract
An estimated 3 billion people lack access to dermatological care globally. Artificial intelligence (AI) may aid in triaging skin diseases and identifying malignancies. However, most AI models have not been assessed on images of diverse skin tones or uncommon diseases. Thus, we created the Diverse Dermatology Images (DDI) dataset-the first publicly available, expertly curated, and pathologically confirmed image dataset with diverse skin tones. We show that state-of-the-art dermatology AI models exhibit substantial limitations on the DDI dataset, particularly on dark skin tones and uncommon diseases. We find that dermatologists, who often label AI datasets, also perform worse on images of dark skin tones and uncommon diseases. Fine-tuning AI models on the DDI images closes the performance gap between light and dark skin tones. These findings identify important weaknesses and biases in dermatology AI that should be addressed for reliable application to diverse patients and diseases.
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Affiliation(s)
- Roxana Daneshjou
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
- Department of Biomedical Data Science, Stanford School of Medicine, Stanford, CA, USA
| | - Kailas Vodrahalli
- Department of Electrical Engineering, Stanford University, Stanford, CA, USA
| | - Roberto A. Novoa
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
- Department of Pathology, Stanford School of Medicine, Stanford, CA, USA
| | - Melissa Jenkins
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Weixin Liang
- Department of Computer Science, Stanford University, Stanford, CA, USA
| | - Veronica Rotemberg
- Dermatology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Justin Ko
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Susan M. Swetter
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Elizabeth E. Bailey
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Olivier Gevaert
- Department of Biomedical Data Science, Stanford School of Medicine, Stanford, CA, USA
| | - Pritam Mukherjee
- Department of Biomedical Data Science, Stanford School of Medicine, Stanford, CA, USA
| | - Michelle Phung
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Kiana Yekrang
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Bradley Fong
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Rachna Sahasrabudhe
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | - Johan A. C. Allerup
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
| | | | - James Zou
- Department of Biomedical Data Science, Stanford School of Medicine, Stanford, CA, USA
- Department of Electrical Engineering, Stanford University, Stanford, CA, USA
- Department of Computer Science, Stanford University, Stanford, CA, USA
- Chan-Zuckerberg Biohub, San Francisco, CA, USA
| | - Albert S. Chiou
- Department of Dermatology, Stanford School of Medicine, Redwood City, CA, USA
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Harp T, Militello M, McCarver V, Johnson C, Gray T, Harrison T, Presley C, Dellavalle RP. Further analysis of skin of color representation in dermatology textbooks used by residents. J Am Acad Dermatol 2022; 87:e39-e41. [PMID: 35339587 DOI: 10.1016/j.jaad.2022.02.069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 02/11/2022] [Accepted: 02/14/2022] [Indexed: 10/18/2022]
Affiliation(s)
- Taylor Harp
- Rocky Vista University College of Osteopathic Medicine, Parker, Colorado
| | - Michelle Militello
- Rocky Vista University College of Osteopathic Medicine, Parker, Colorado
| | - Victoria McCarver
- Department of Dermatology, HCA Healthcare/USF Morsani College of Medicine GME Programs, Largo Medical Center, Largo, Florida
| | - Cassandra Johnson
- Department of Dermatology, HCA Healthcare/USF Morsani College of Medicine GME Programs, Largo Medical Center, Largo, Florida
| | - Taylor Gray
- Department of Dermatology, HCA Healthcare/USF Morsani College of Medicine GME Programs, Largo Medical Center, Largo, Florida
| | - Thomas Harrison
- Department of Dermatology, HCA Healthcare/USF Morsani College of Medicine GME Programs, Largo Medical Center, Largo, Florida
| | - Colby Presley
- Division of Dermatology, Lehigh Valley Health Network, Allentown, Pennsylvania
| | - Robert P Dellavalle
- Department of Dermatology, University of Colorado Anschutz Medical Campus, Aurora Colorado; Department of Epidemiology, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Aurora Colorado; Dermatology Service, US Department of Veterans Affairs Rocky Mountain Regional Medical Center, Aurora, Colorado.
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Ibraheim MK, Gupta R, Dao H, Patel A, Koshelev M. Evaluating skin of color education in dermatology residency programs: data from a national survey. Clin Dermatol 2022; 40:228-233. [PMID: 34838657 DOI: 10.1016/j.clindermatol.2021.11.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
A dearth of skin of color (SOC) education exists among dermatology residency programs despite the increasingly diverse United States population; a 2008 study reported that 52% of dermatology residency programs had didactic sessions or lectures focusing on diseases in SOC. In the last decade, no new studies have examined the state of residency SOC education. In this study, dermatology residents across the United States were surveyed anonymously about SOC education at their residency program, satisfaction with SOC education, opinions on improving SOC education, and perspective on cultural competence. Of the 125 respondents, 63.2% reported their program provides SOC-related didactics; 44.0% had a rotation where residents primarily saw patients with SOC, although only 11.2% had a dedicated SOC rotation. While more than 60% of residents reported being satisfied or very satisfied with their SOC education, residents' satisfaction with their knowledge of diseases primarily seen in SOC was lowest (56.8%) of all categories. Thematic analysis revealed four major themes for improvement of SOC education, including curricular reform, clinical exposure, emphasizing determinants of health, and opportunities to learn from faculty with diverse interests and expertise about SOC. These findings highlight unique opportunities for dermatologists to enhance SOC education and care for patients of all backgrounds.
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Affiliation(s)
- Marina K Ibraheim
- John P. and Kathrine G. McGovern Medical School, University of Texas Health Science Center at Houston, Houston, Texas, USA.
| | - Rohit Gupta
- Baylor College of Medicine, Houston, Texas, USA
| | - Harry Dao
- Department of Dermatology, Loma Linda University School of Medicine, Loma Linda, California, USA
| | - Anisha Patel
- Department of Dermatology, University of Texas Health Science Center at Houston, Houston, Texas, USA; Department of Dermatology, MD Anderson Cancer Center, Houston, Texas, USA
| | - Misha Koshelev
- Department of Dermatology, University of Texas Health Science Center at Houston, Houston, Texas, USA
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