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Bhatt NS, Harris AC, Gorfinkel L, Ibanez K, Tkaczyk ER, Mitchell SA, Albuquerque S, Schechter T, Pavletic S, Duncan CN, Rotz SJ, Williams K, Carpenter PA, Cuvelier GDE. Pediatric Transplant and Cellular Therapy Consortium RESILIENT Conference on Pediatric Chronic Graft-Versus-Host Disease Survivorship After Hematopoietic Cell Transplantation: Part I. Phases of Chronic GVHD, Supportive Care, and Systemic Therapy Discontinuation. Transplant Cell Ther 2025; 31:69.e1-69.e18. [PMID: 39701289 PMCID: PMC11816905 DOI: 10.1016/j.jtct.2024.12.011] [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: 09/25/2024] [Accepted: 12/12/2024] [Indexed: 12/21/2024]
Abstract
Current literature lacks details on the impact of pediatric chronic graft-versus-host disease (cGVHD) on long-term survivorship after allogeneic hematopoietic cell transplantation (HCT). Nonetheless, cGVHD remains a leading cause of post-transplant morbidity and mortality in children and adolescents, which is particularly relevant given the longer life-expectancy after HCT (measured in decades) compared to older adults. To address this knowledge gap, leaders of the Pediatric Transplant and Cellular Therapy Consortium convened a multidisciplinary taskforce of experts in pediatric cGVHD and HCT late effects known as RESILIENT after Chronic GVHD (Research and Education towards Solutions for Late effects to Innovate, Excel, and Nurture after cGVHD). Our goals were to define: (1) the current state of understanding about how cGVHD impacts long-term survivorship in children transplanted <18 yr of age; (2) practical aspects of care to help clinicians managing long-term pediatric cGVHD survivors; and (3) develop a research framework for the next decade to further our knowledge. Four working groups were formed, each tasked with addressing a unique theme: (1) cGVHD natural history (phases of cGVHD) and its impact on clinicians' ability to taper and durably discontinue systemic therapy; (2) organ dysfunction and immune reconstitution in relation to survivorship; (3) how cGVHD and its treatment impact growth, metabolism, and development in children; and (4) psychosocial health and patient reported outcomes. The 4 groups met before the 2024 BMT Tandem Meeting in San Antonio, Texas, and then convened a larger in-person RESILIENT conference held on February 20, 2024, at the Tandem meeting to put forth recommendations from their respective working groups and garner feedback. These recommendations are now presented in a series of 4 manuscripts. This current manuscript focuses on the first theme and discusses the phases of cGVHD, challenges in differentiating clinically active from quiescent cGVHD in clinical practice, and the resultant difficulties in determining when and if to taper systemic therapy. To overcome these challenges, we propose revised categorization of long-term cGVHD outcomes and practical recommendations for clinicians and researchers around the long-term follow-up for these patients, including determining when and if to taper systemic therapy, along with the integration of non-immunosuppressive supportive care interventions.
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Affiliation(s)
- Neel S Bhatt
- Clinical Research Division, Fred Hutchinson Cancer Center; Seattle, Washington
| | - Andrew C Harris
- Pediatric Transplantation and Cellular Therapies, Memorial Sloan Kettering Cancer Center; New York, New York
| | - Lev Gorfinkel
- Department of Pediatric Hematology-Oncology, Boston Children's Hospital, Dana Farber Cancer Institute; Boston, Massachusetts
| | - Katarzyna Ibanez
- Department of Neurology, Rehabilitation Service, Memorial Sloan Kettering Cancer Center; New York, New York
| | - Eric R Tkaczyk
- Department of Dermatology, Vanderbilt University Medical Center and Department of Veteran Affairs; Nashville, Tennessee
| | - Sandra A Mitchell
- Outcomes Research Branch, Division of Cancer Control and Population Sciences, National Cancer Institute; Rockville, Maryland
| | - Stacey Albuquerque
- Boston Children's Hospital Cancer and Blood Disorders Center, Dana Farber Cancer Institute; Boston, Massachusetts
| | - Tal Schechter
- Division of Pediatric Hematology, Oncology, BMT, and Cellular Therapy, The Hospital for Sick Children, University of Toronto; Toronto, Ontario, Canada
| | - Steven Pavletic
- Center for Cancer Research, National Cancer Institute, National Institutes of Health; Bethesda, Maryland
| | - Christine N Duncan
- Department of Pediatric Hematology-Oncology, Boston Children's Hospital, Dana Farber Cancer Institute; Boston, Massachusetts
| | - Seth J Rotz
- Division of Pediatric Hematology, Oncology, and Blood and Marrow Transplantation, Cleveland Clinic; Cleveland, Ohio
| | - Kirsten Williams
- Aflac Blood and Cancer Center, Children's Healthcare of Atlanta, Emory University; Atlanta, Georgia
| | - Paul A Carpenter
- Clinical Research Division, Fred Hutchinson Cancer Center; Seattle, Washington
| | - Geoffrey D E Cuvelier
- Department of Pediatric Oncology and Transplantation, Alberta Children's Hospital, University of Calgary; Calgary, Alberta, Canada.
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2
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Alvarado SM, Cohen OG, Lattanzio K, Haun P, Gelfand JM, Loren AW, Chung J, Baumrin E. Histopathologic Analysis of Chronic Cutaneous Graft-Versus-Host Disease. Am J Dermatopathol 2024; 46:755-760. [PMID: 39288748 DOI: 10.1097/dad.0000000000002841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/19/2024]
Abstract
ABSTRACT Chronic graft-versus-host disease (cGVHD) is the leading cause of morbidity and nonrelapse mortality after allogeneic hematopoietic cell transplantation. Skin biopsy of cGVHD is recommended when clinical features are not diagnostic, yet the histopathologic features of skin cGVHD are not well described. The objective of this study is to describe the histopathologic features of skin cGVHD in epidermal, sclerotic, and combination cGVHD. Of 49 patients with skin cGVHD, 30 of 49 (61.2%) were male, and mean age was 55 years (SD 11.1). Clinically, 33 of 49 (67.3%) had epidermal cGVHD (E-cGVHD), 1 of 49 (2.1%) had sclerotic cGVHD (S-cGVHD), and 15 of 49 (30.6%) had combination disease. The 49 patients corresponded to 83 unique pathologic specimens with 67 of 83 (80.7%) taken from E-cGVHD, and 16 of 83 (19.3%) from S-cGVHD lesions. Nearly all biopsy specimens from E-cGVHD showed minimal features of active GVHD, including apoptosis in the epidermal basal layer (n = 63, 94.0%), vacuolar change (n = 62, 92.5%), and lymphocyte satellitosis (n = 57, 85.1%). The predominant histologic pattern of E-cGVHD was lichen planus/interface dermatitis (n = 31, 47.0%). S-cGVHD specimens also showed minimal features of active GVHD with apoptosis of the epidermal basal layer (n = 11, 68.8%) and vacuolar change (n = 8, 50.0%). In addition, S-cGVHD showed sclerosis of the papillary and reticular dermis and subcutaneous septae (n = 8, 50.0%; n = 11, 68.8%; n = 5, 31.2%, respectively). The predominant histologic pattern of S-cGVHD was lichen sclerosus/morphea-like pattern (n = 10, 62.5%). Although minimal pathologic features of active GVHD are common, the majority of cGVHD biopsies share features with the inflammatory skin diseases that they clinically resemble. Complete histologic reporting is recommended with implications for disease endotyping and personalized therapy.
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Affiliation(s)
| | - Olivia G Cohen
- Department of Dermatology, University of Virginia Medical Center, Charlottesville, VA
| | | | - Paul Haun
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA
| | - Joel M Gelfand
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA
| | - Alison W Loren
- Blood and Marrow Transplant, Cell Therapy and Transplant Program, Division of Hematology/Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA; and
- Division of Hematology/Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Jina Chung
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA
| | - Emily Baumrin
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA
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3
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Elsman EBM, Mokkink LB, Abma IL, Aiyegbusi OL, Chiarotto A, Haywood KL, Matvienko-Sikar K, Oosterveer DM, Pool JJM, Swinkels-Meewisse IEJ, Offringa M, Terwee CB. Methodological quality of 100 recent systematic reviews of health-related outcome measurement instruments: an overview of reviews. Qual Life Res 2024; 33:2593-2609. [PMID: 38961010 PMCID: PMC11452433 DOI: 10.1007/s11136-024-03706-z] [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] [Accepted: 05/29/2024] [Indexed: 07/05/2024]
Abstract
PURPOSE Systematic reviews evaluating and comparing the measurement properties of outcome measurement instruments (OMIs) play an important role in OMI selection. Earlier overviews of review quality (2007, 2014) evidenced substantial concerns with regards to alignment to scientific standards. This overview aimed to investigate whether the quality of recent systematic reviews of OMIs lives up to the current scientific standards. METHODS One hundred systematic reviews of OMIs published from June 1, 2021 onwards were randomly selected through a systematic literature search performed on March 17, 2022 in MEDLINE and EMBASE. The quality of systematic reviews was appraised by two independent reviewers. An updated data extraction form was informed by the earlier studies, and results were compared to these earlier studies' findings. RESULTS A quarter of the reviews had an unclear research question or aim, and in 22% of the reviews the search strategy did not match the aim. Half of the reviews had an incomprehensive search strategy, because relevant search terms were not included. In 63% of the reviews (compared to 41% in 2014 and 30% in 2007) a risk of bias assessment was conducted. In 73% of the reviews (some) measurement properties were evaluated (58% in 2014 and 55% in 2007). In 60% of the reviews the data were (partly) synthesized (42% in 2014 and 7% in 2007); evaluation of measurement properties and data syntheses was not conducted separately for subscales in the majority. Certainty assessments of the quality of the total body of evidence were conducted in only 33% of reviews (not assessed in 2014 and 2007). The majority (58%) did not make any recommendations on which OMI (not) to use. CONCLUSION Despite clear improvements in risk of bias assessments, measurement property evaluation and data synthesis, specifying the research question, conducting the search strategy and performing a certainty assessment remain poor. To ensure that systematic reviews of OMIs meet current scientific standards, more consistent conduct and reporting of systematic reviews of OMIs is needed.
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Affiliation(s)
- Ellen B M Elsman
- Department of Epidemiology & Data Science, Amsterdam UMC, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, De Boelelaan 1089a, 1081 HV, Amsterdam, The Netherlands
- Child Health Evaluative Sciences, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Lidwine B Mokkink
- Department of Epidemiology & Data Science, Amsterdam UMC, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, De Boelelaan 1089a, 1081 HV, Amsterdam, The Netherlands
| | - Inger L Abma
- IQ Health, Radboud Institute of Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Olalekan Lee Aiyegbusi
- Centre for Patient Reported Outcomes Research, Institute of Applied Health Research, University of Birmingham, Birmingham, UK
| | - Alessandro Chiarotto
- Department of General Practice, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Kirstie L Haywood
- Warwick Applied Health, Warwick Medical School, University of Warwick, Coventry, UK
| | | | | | - Jan J M Pool
- University of Applied Sciences, Utrecht, The Netherlands
| | | | - Martin Offringa
- Child Health Evaluative Sciences, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
| | - Caroline B Terwee
- Department of Epidemiology & Data Science, Amsterdam UMC, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, De Boelelaan 1089a, 1081 HV, Amsterdam, The Netherlands.
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Shi CR, Ferreira AL, Kaur M, Xiang D, Caputo J, Choe HK, Hamad N, Cowen EW, Kaffenberger BH, Baumrin E. Cutaneous Chronic Graft-Versus-Host Disease: Clinical Manifestations, Diagnosis, Management, and Supportive Care. Transplant Cell Ther 2024; 30:S513-S533. [PMID: 39370234 DOI: 10.1016/j.jtct.2024.05.020] [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: 04/25/2024] [Accepted: 05/25/2024] [Indexed: 10/08/2024]
Abstract
Cutaneous chronic graft-versus-host disease (cGVHD) is associated with morbidity, mortality, and impaired quality of life after hematopoietic stem cell transplantation. The clinical features of cutaneous cGVHD are heterogeneous but can be broadly classified into nonsclerotic or sclerotic presentations. This review provides an overview of clinical presentation, diagnosis and differential diagnosis, grading, and treatment of cutaneous cGVHD. Particular attention is given to cutaneous cGVHD in skin of color, which can have unique features and is generally underrepresented in the literature leading to delays in diagnosis. Finally, an overview of long-term skin care for patients with cutaneous cGVHD is provided in order to support patients from a dermatologic perspective as they recover from cGVHD. Multidisciplinary care with frequent communication between transplant specialists and dermatologists is critical to effectively managing cutaneous cGVHD.
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Affiliation(s)
- Connie R Shi
- Center for Cutaneous Oncology, Dana Farber Cancer Institute, Boston, Massachusetts
| | - Alana L Ferreira
- Department of Dermatology, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Manjit Kaur
- Department of Dermatology, The Ohio State University, Columbus, Ohio
| | - David Xiang
- Harvard Medical School, Boston, Massachusetts
| | - Jean Caputo
- Division of Hematology, The Ohio State University James Comprehensive Cancer Center, Columbus, Ohio
| | - Hannah K Choe
- Division of Hematology, The Ohio State University James Comprehensive Cancer Center, Columbus, Ohio
| | - Nada Hamad
- Department of Haematology, St. Vincent's Hospital, Sydney, Australia; School of Clinical Medicine, Faculty of Medicine and Health, UNSW Sydney, Sydney, Australia; School of Medicine, University of Notre Dame Australia, Sydney, Australia
| | - Edward W Cowen
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, Maryland
| | | | - Emily Baumrin
- Department of Dermatology, University of Pennsylvania, Philadelphia, Pennsylvania.
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5
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Mitchell SA, Cowen EW. Improving Outcomes in Chronic Graft-vs-Host Disease. JAMA Dermatol 2024; 160:388-391. [PMID: 38416464 DOI: 10.1001/jamadermatol.2023.6276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Affiliation(s)
- Sandra A Mitchell
- Healthcare Delivery Research Program, Outcomes Research Branch, Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, Maryland
| | - Edward W Cowen
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, Bethesda, Maryland
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6
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Baumrin E, Loren AW, Falk SJ, Mays JW, Cowen EW. Chronic graft-versus-host disease. Part II: Disease activity grading and therapeutic management. J Am Acad Dermatol 2024; 90:19-36. [PMID: 36572064 PMCID: PMC10287839 DOI: 10.1016/j.jaad.2022.12.023] [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: 10/03/2022] [Revised: 12/08/2022] [Accepted: 12/15/2022] [Indexed: 12/24/2022]
Abstract
Chronic graft-versus-host disease (cGVHD) is a major complication of allogeneic hematopoietic cell transplantation and a leading cause of long-term morbidity, nonrelapse mortality, and impaired health-related quality of life. The skin is commonly affected and presents heterogeneously, making the role of dermatologists critical in both diagnosis and treatment. In addition, new clinical classification and grading schemes inform treatment algorithms, which now include 3 Federal Drug Administration-approved therapies, and evolving transplant techniques are changing disease epidemiology. Part I reviews the epidemiology, pathogenesis, clinical manifestations, and diagnosis of cGVHD. Part II discusses disease grading and therapeutic management.
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Affiliation(s)
- Emily Baumrin
- Department of Dermatology, University of Pennsylvania, Philadelphia, Pennsylvania.
| | - Alison W Loren
- Blood and Marrow Transplant, Cell Therapy and Transplant Program, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Division of Hematology/Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Sandy J Falk
- Adult Survivorship Program, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Jacqueline W Mays
- Oral Immunobiology Unit, National Institute of Dental and Craniofacial Research, National Institutes of Health, Bethesda, Maryland
| | - Edward W Cowen
- Dermatology Branch, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, Maryland
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7
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Baumrin E, Baker LX, Byrne M, Martin PJ, Flowers ME, Onstad L, El Jurdi N, Chen H, Beeghly-Fadiel A, Lee SJ, Tkaczyk ER. Prognostic Value of Cutaneous Disease Severity Estimates on Survival Outcomes in Patients With Chronic Graft-vs-Host Disease. JAMA Dermatol 2023; 159:393-402. [PMID: 36884224 PMCID: PMC9996455 DOI: 10.1001/jamadermatol.2022.6624] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 12/28/2022] [Indexed: 03/09/2023]
Abstract
Importance Prior studies have demonstrated an association between cutaneous chronic graft-vs-host disease (cGVHD) and mortality. Assessment of the prognostic value of different measures of disease severity would assist in risk stratification. Objective To compare the prognostic value of body surface area (BSA) and National Institutes of Health (NIH) Skin Score on survival outcomes stratified by erythema and sclerosis subtypes of cGVHD. Design, Setting, and Participants Multicenter prospective cohort study from the Chronic Graft-vs-Host Disease Consortium including 9 medical centers in the US, enrolled from 2007 through 2012 and followed until 2018. Participants were adults and children with a diagnosis of cGVHD requiring systemic immunosuppression and with skin involvement during the study period, who had longitudinal follow-up. Data analysis was performed from April 2019 to April 2022. Exposures Patients underwent continuous BSA estimation and categorical NIH Skin Score grading of cutaneous cGVHD at enrollment and every 3 to 6 months thereafter. Main Outcomes and Measures Nonrelapse mortality (NRM) and overall survival (OS), compared between BSA and NIH Skin Score longitudinal prognostic models, adjusted for age, race, conditioning intensity, patient sex, and donor sex. Results Of 469 patients with cGVHD, 267 (57%) (105 female [39%]; mean [SD] age, 51 [12] years) had cutaneous cGVHD at enrollment, and 89 (19%) developed skin involvement subsequently. Erythema-type disease had earlier onset and was more responsive to treatment compared with sclerosis-type disease. Most cases (77 of 112 [69%]) of sclerotic disease occurred without prior erythema. Erythema-type cGVHD at first follow-up visit was associated with NRM (hazard ratio, 1.33 per 10% BSA increase; 95% CI, 1.19-1.48; P < .001) and OS (hazard ratio, 1.28 per 10% BSA increase; 95% CI, 1.14-1.44; P < .001), while sclerosis-type cGVHD had no significant association with mortality. The model with erythema BSA collected at baseline and first follow-up visits retained 75% of the total prognostic information (from all covariates including BSA and NIH Skin Score) for NRM and 73% for OS, with no statistical difference between prognostic models (likelihood ratio test χ2, 5.9; P = .05). Conversely, NIH Skin Score collected at the same intervals lost significant prognostic information (likelihood ratio test χ2, 14.7; P < .001). The model incorporating NIH Skin Score instead of erythema BSA accounted for only 38% of the total information for NRM and 58% for OS. Conclusions and Relevance In this prospective cohort study, erythema-type cutaneous cGVHD was associated with increased risk of mortality. Erythema BSA collected at baseline and follow-up predicted survival more accurately than the NIH Skin Score in patients requiring immunosuppression. Accurate assessment of erythema BSA may assist in identifying patients with cutaneous cGVHD at high risk for mortality.
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Affiliation(s)
- Emily Baumrin
- Department of Dermatology, University of Pennsylvania, Philadelphia
| | - Laura X. Baker
- Department of Dermatology, University of California, San Francisco
| | - Michael Byrne
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Paul J. Martin
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, Washington
- Department of Medicine, University of Washington, Seattle
| | - Mary E. Flowers
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, Washington
- Department of Medicine, University of Washington, Seattle
| | - Lynn Onstad
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Najla El Jurdi
- Division of Hematology, Oncology, and Transplantation, Department of Medicine, University of Minnesota, Minneapolis
| | - Heidi Chen
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | | | - Stephanie J. Lee
- Clinical Research Division, Fred Hutchinson Cancer Center, Seattle, Washington
- Department of Medicine, University of Washington, Seattle
| | - Eric R. Tkaczyk
- Department of Veterans Affairs, Nashville, Tennessee
- Department of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee
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Wongvibulsin S, Frech TM, Chren MM, Tkaczyk ER. Expanding Personalized, Data-Driven Dermatology: Leveraging Digital Health Technology and Machine Learning to Improve Patient Outcomes. JID INNOVATIONS 2022; 2:100105. [PMID: 35462957 PMCID: PMC9026581 DOI: 10.1016/j.xjidi.2022.100105] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 12/13/2021] [Accepted: 01/07/2022] [Indexed: 11/30/2022] Open
Abstract
The current revolution of digital health technology and machine learning offers enormous potential to improve patient care. Nevertheless, it is essential to recognize that dermatology requires an approach different from those of other specialties. For many dermatological conditions, there is a lack of standardized methodology for quantitatively tracking disease progression and treatment response (clinimetrics). Furthermore, dermatological diseases impact patients in complex ways, some of which can be measured only through patient reports (psychometrics). New tools using digital health technology (e.g., smartphone applications, wearable devices) can aid in capturing both clinimetric and psychometric variables over time. With these data, machine learning can inform efforts to improve health care by, for example, the identification of high-risk patient groups, optimization of treatment strategies, and prediction of disease outcomes. We use the term personalized, data-driven dermatology to refer to the use of comprehensive data to inform individual patient care and improve patient outcomes. In this paper, we provide a framework that includes data from multiple sources, leverages digital health technology, and uses machine learning. Although this framework is applicable broadly to dermatological conditions, we use the example of a serious inflammatory skin condition, chronic cutaneous graft-versus-host disease, to illustrate personalized, data-driven dermatology.
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Affiliation(s)
- Shannon Wongvibulsin
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Tracy M. Frech
- Division of Rheumatology and Immunology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- VA Tennessee Valley Healthcare System, U.S. Department of Veterans Affairs, Nashville, Tennessee, USA
| | - Mary-Margaret Chren
- Department of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Eric R. Tkaczyk
- VA Tennessee Valley Healthcare System, U.S. Department of Veterans Affairs, Nashville, Tennessee, USA
- Department of Dermatology, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Department of Biomedical Engineering, School of Engineering, Vanderbilt University, Nashville, Tennessee, USA
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