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Yin T, Zhang T, Ma L. Immune-related hub genes and their role in psoriasis pathogenesis. Sci Rep 2025; 15:17765. [PMID: 40404829 PMCID: PMC12098866 DOI: 10.1038/s41598-025-02822-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Accepted: 05/16/2025] [Indexed: 05/24/2025] Open
Abstract
Psoriasis is a prevalent inflammatory skin disorder with immune-related mechanisms that remain incompletely understood. To elucidate the immune landscape of psoriasis, we analyzed expression profiles to identify 115 psoriasis susceptibility genes (PSGs) and subsequently pinpointing eight immune-related hub genes (IRHGs). A predictive model incorporating these IRHGs demonstrated promising prognostic potential for psoriasis. Additionally, extensive intercellular communication was observed among keratinocytes, dendritic cells, monocytes, and T cells. The cellular differentiation trajectory revealed a complex interplay among various cell types and states, highlighting genes such as CXCL8, CCL2, STAT3, and STAT1 emerging as closely associated with the cellular composition and functional status within the psoriatic immune microenvironment. The present study may shed light on the understanding of the immunopathological dynamics of psoriasis and the development of novel therapeutic strategies and biomarkers for this multifaceted skin disorder.
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Affiliation(s)
- Tingting Yin
- College of Life Science, Shihezi University, Shihezi City, Xinjiang, China
| | - Tingting Zhang
- College of Life Science, Shihezi University, Shihezi City, Xinjiang, China.
| | - Lei Ma
- College of Life Science, Shihezi University, Shihezi City, Xinjiang, China.
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Yu S, Huo AP, Wang YH, Wei JCC. Interleukin-23 versus Interleukin-17 Inhibitors in Preventing Incidental Psoriatic Arthritis in Patients with Psoriasis: A Real-World Comparison From the TriNetX US Collaborative Network. BioDrugs 2025; 39:297-306. [PMID: 39875705 PMCID: PMC11906553 DOI: 10.1007/s40259-025-00705-5] [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] [Accepted: 01/12/2025] [Indexed: 01/30/2025]
Abstract
BACKGROUND Psoriatic arthritis (PsA) is a common comorbidity in patients with psoriasis (PsO) that leads to significant disease burden. Biologic therapies targeting the interleukin (IL)-23/IL-17 axis have been widely used for PsO, but their comparative effectiveness in preventing PsA remains unclear. OBJECTIVE The study objective was to compare the occurrence of developing incidental PsA among PsO patients treated with interleukin-23 inhibitors (IL23is) or interleukin-17 inhibitors (IL17is). METHODS A retrospective cohort study was conducted using real-world data from the TriNetX US Collaborative Network, including 53 healthcare organizations. Adult PsO patients treated with IL23is or IL17is between January 2019 and June 2022 were identified. Cox regression analysis was used to assess the risk of PsA incidence, with hazard ratios (HRs) and 95% confidence intervals (CIs) reported. Subgroup analyses were performed based on age, sex, and ethnicity. Sensitivity analyses included comparisons with tumor necrosis factor (TNF) inhibitors (TNFis) to ensure robustness. RESULTS A total of 4,580 PsO patients were included in the study, with 2,273 receiving IL23is and 2,307 receiving IL17is. Treatment with IL23is was associated with a significantly lower incidence of PsA compared to IL17is (HR = 0.60, 95% CI 0.44-0.82, P = 0.001). This reduction in risk was particularly notable in the 41- to 65-year age group (HR = 0.42, 95% CI 0.27-0.64, P < 0.001) and among females (HR = 0.57, 95% CI 0.38-0.86, P = 0.007). Subgroup analyses based on ethnicity revealed varying outcomes, with White patients showing a significant risk reduction (HR = 0.55, 95% CI 0.38-0.79, P = 0.001) but no significant risk reduction was observed in Black or African American patients (HR = 1.37, 95% CI 0.37-5.13, P = 0.637). Sensitivity analyses comparing IL23is and TNFis confirmed the robustness of the findings. CONCLUSION IL23is are associated with a lower risk of PsA incidence compared to IL17is in PsO patients, particularly in specific age, sex, and ethnic groups. These findings suggest that IL23is may be more suitable for PsO patients at high risk of PsA and could inform potential updates to treatment guidelines. Further research should focus on refining therapeutic strategies by incorporating patient-specific factors such as comorbidities, ethnicity, and genetic predispositions, which could optimize biologic selection and enhance PsA prevention efforts in clinical practice.
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Affiliation(s)
- Sebastian Yu
- Department of Dermatology, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan
- Department of Dermatology, Kaohsiung Medical University Gangshan Hospital, Kaohsiung, Taiwan
- Department of Dermatology, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan
- Master of Public Health Program, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - An-Ping Huo
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan
- Department of Allergy, Immunology and Rheumatology, South District, Chung Shan Medical University Hospital, No. 110, Sec. 1, Jianguo N. Rd, Taichung City, 40201, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung, Taiwan
| | - Yu-Hsun Wang
- Department of Medical Research, Chung Shan Medical University Hospital, Taichung, Taiwan
| | - James Cheng-Chung Wei
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan.
- Department of Allergy, Immunology and Rheumatology, South District, Chung Shan Medical University Hospital, No. 110, Sec. 1, Jianguo N. Rd, Taichung City, 40201, Taiwan.
- Department of Nursing, Chung Shan Medical University, Taichung, Taiwan.
- Graduate Institute of Integrated Medicine, China Medical University, Taichung, Taiwan.
- Office of Research and Development, Asia University, Taichung, Taiwan.
- Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, China.
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Liu Y, Li D, Yu X, Li X. Identification of a novel immunosenescence-related genes and integrative analyses in patients with psoriasis. Hum Immunol 2025; 86:111218. [PMID: 39673814 DOI: 10.1016/j.humimm.2024.111218] [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: 08/23/2024] [Revised: 11/26/2024] [Accepted: 12/05/2024] [Indexed: 12/16/2024]
Abstract
BACKGROUND Immunosenescence, characterized by age-related changes in the immune system, may contribute to the onset and progression of psoriasis, a condition whose incidence increases with age and often requires intensified medication in older patients. METHODS This study utilized bioinformatics analyses to identify differentially expressed immunosenescence-related genes in psoriasis patients from the GEO database. Enrichment, correlation, and interaction network analyses were conducted to explore their involvement in immune and inflammation pathways. Machine learning models were employed to predict psoriasis onset and validated using external datasets. Patient stratification based on gene expression patterns assessed differential responses to biologic inhibitors targeting specific genes. RESULTS Immunosenescence emerged as a significant factor in psoriasis pathogenesis, with genes such as BACH2 potentially influencing T cell activation and disease outcomes. Lower BACH2 expression levels were associated with poorer treatment responses in psoriasis patients. CONCLUSIONS This study sheds light on immunosenescence-related mechanisms in psoriasis, suggesting BACH2 as a potential disease diagnosis biomarker. Further research into BACH2's role in psoriasis pathophysiology is warranted to advance tailored treatment strategies.
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Affiliation(s)
- Yiran Liu
- College of Traditional Chinese Medicine, Shandong Second Medical University, Weifang, Shandong, China
| | - Ding Li
- Department of Dermatology, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xiaoqian Yu
- Department of Dermatology, Qingdao Haici Hospital (Qingdao Traditional Chinese Medicine Hospital), Qingdao, Shandong, China
| | - Xiaoyuan Li
- Department of Traditional Chinese Medicine, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China.
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Renkhold L, Pereira MP, Loser K, Metze D, Baeumer D, Melzer N, Reinhardt M, Tsianakas A, Luger T, Mess C, Becker R, Hambüchen C, Agelopoulos K, Ständer S. Secukinumab Reduces Psoriasis-associated Pruritus and Regenerates the Cutaneous Nerve Architecture: Results from PSORITUS a Doubleblind, Placebo-controlled, Randomized Withdrawal Phase IIIb Study. Acta Derm Venereol 2024; 104:adv40737. [PMID: 39565228 PMCID: PMC11600607 DOI: 10.2340/actadv.v104.40737] [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: 05/10/2024] [Accepted: 10/21/2024] [Indexed: 11/21/2024] Open
Abstract
The occurrence of pruritus in psoriasis was previously underestimated but is a significant burden. Secukinumab (SEC), a monoclonal anti-interleukin-17A antibody, efficiently controls signs of psoriasis, but the effect on pruritus and cutaneous neuroanatomy remained unknown. The primary objective of this study (NCT02362789) was to evaluate the superiority of SEC treatment vs placebo on pruritus intensity (visual analogue scale; VAS). Furthermore, the treatment-dependent course of pruritus in association with absolute Psoriasis Area Severity Index (PASI) score, as well as cutaneous histopathology and neuroanatomy, was assessed. Open-label SEC 300 mg s.c. was administered regularly until week 16. Patients who reached a ≥ 98% PASI reduction (PASI ≥ 98) were randomized to receive either placebo or SEC up to week 32. Punch biopsies were collected from lesional psoriatic (baseline, weeks 16 and 32) and non-lesional (baseline) skin for histopathological and neuroanatomical analyses. VAS scores improved significantly after open-label SEC treatment but relapsed upon placebo (29.92 ± 33.8) compared with SEC (12.30 ± 22.6; p = 0.036). After SEC-dependent improvement in PASI, histopathology, marker expression and neuroanatomy, relapse was observed with treatment discontinuation in all parameters except neuroanatomy. SEC was superior to placebo by efficiently controlling reduced pruritus intensity, clinically normalizing skin lesions, and reversing histopathological abnormalities. The neuroanatomy recovered upon SEC and remained stable even after withdrawal.
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Affiliation(s)
- Lina Renkhold
- 1Department of Dermatology, University Hospital Münster, Münster, Germany; Center for Chronic Pruritus, University Hospital Münster, Münster, Germany
| | - Manuel P Pereira
- Institute of Allergology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany; Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Allergology and Immunology, Berlin, Germany
| | - Karin Loser
- Institute of Immunology, University of Oldenburg, Oldenburg, Germany
| | - Dieter Metze
- Department of Dermatology, University Hospital Münster, Münster, Germany
| | | | | | | | | | - Thomas Luger
- Department of Dermatology, University Hospital Münster, Münster, Germany
| | - Christian Mess
- Department of Dermatology and Venereology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ruth Becker
- 1Department of Dermatology, University Hospital Münster, Münster, Germany; Center for Chronic Pruritus, University Hospital Münster, Münster, Germany
| | - Clara Hambüchen
- 1Department of Dermatology, University Hospital Münster, Münster, Germany; Center for Chronic Pruritus, University Hospital Münster, Münster, Germany
| | - Konstantin Agelopoulos
- 1Department of Dermatology, University Hospital Münster, Münster, Germany; Center for Chronic Pruritus, University Hospital Münster, Münster, Germany
| | - Sonja Ständer
- 1Department of Dermatology, University Hospital Münster, Münster, Germany; Center for Chronic Pruritus, University Hospital Münster, Münster, Germany.
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Morgner B, Werz O, Wiegand C, Tittelbach J. Bilayered skin equivalent mimicking psoriasis as predictive tool for preclinical treatment studies. Commun Biol 2024; 7:1529. [PMID: 39558145 PMCID: PMC11574237 DOI: 10.1038/s42003-024-07226-x] [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: 03/21/2024] [Accepted: 11/07/2024] [Indexed: 11/20/2024] Open
Abstract
Psoriasis is a prevalent, inflammatory skin disease without cure. Further research is required to unravel dysregulated processes and develop new therapeutic interventions. The lack of suitable in vivo and in vitro preclinical models is an impediment in the psoriasis research. Recently, the development of 3D skin models has progressed including replicas with disease-like features. To investigate the use of in vitro models as preclinical test tools, the study focused on treatment responses of 3D skin replicas. Cytokine-priming of skin organoids induced psoriatic features like inflammation, antimicrobial peptides (AMP), hyperproliferation and impaired differentiation. Topical application of dexamethasone (DEX) or celastrol (CEL), a natural anti-inflammatory compound reduced the secretion of pro-inflammatory cytokines. DEX and CEL decreased the gene expression of inflammatory mediators. DEX barely affected the psoriatic AMP transcription but CEL downregulated psoriasis-driven AMP genes. Subcutaneous application of adalimumab (ADM) or bimekizumab (BMM) showed anti-psoriatic effects via protein induction of the differentiation marker keratin-10. Dual blockage of TNF-α and IL-17A repressed the inflammatory psoriasis phenotype. BMM inhibited the psoriatic expression of AMP genes and induced KRT10 and cell-cell contact genes. The present in vitro model provides a 3D environment with in vivo-like cutaneous responses and represents a promising tool for preclinical investigations.
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Affiliation(s)
- Bianka Morgner
- University Hospital Jena, Department of Dermatology, Friedrich Schiller University Jena, Jena, Germany.
| | - Oliver Werz
- Department of Pharmaceutical/Medicinal Chemistry, Institute of Pharmacy, Friedrich Schiller University Jena, Jena, Germany
| | - Cornelia Wiegand
- University Hospital Jena, Department of Dermatology, Friedrich Schiller University Jena, Jena, Germany
| | - Jörg Tittelbach
- University Hospital Jena, Department of Dermatology, Friedrich Schiller University Jena, Jena, Germany
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Beytout Q, Afach S, Guelimi R, Sbidian E, Le Cleach L. Quality of reporting and concordance between sources of adverse events in the treatment of moderate-to-severe psoriasis: a cross-sectional study of RCTs from a Cochrane systematic review. J Clin Epidemiol 2024; 173:111406. [PMID: 38825170 DOI: 10.1016/j.jclinepi.2024.111406] [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: 12/05/2023] [Revised: 05/07/2024] [Accepted: 05/28/2024] [Indexed: 06/04/2024]
Abstract
OBJECTIVES Incomplete reporting of safety outcomes in quality and availability of safety reporting in published articles of randomized controlled trials (RCTs) were described in different medical areas. The number of RCTs assessing systemic treatments for psoriasis has increased considerably. Complete and precise reporting of safety is mandatory for the efficacy/harms balance evaluation. We aimed to assess the quality and availability of safety reporting in published RCTs assessing systemic treatments for psoriasis, as well as the concordance of data between published trials and ClinicalTrials.gov (CT). STUDY DESIGN AND SETTING We included all RCTs in adults initiated after September 2009, assessing systemic psoriasis treatments compared with placebo or with an active comparator. All trials were selected in duplicate by 2 independent authors from the latest search of the dedicated Cochrane review. We described quality of safety reporting for all published RCTs, using a modified Consolidated Standards of Reporting Trials harms scale by using descriptive analysis, and a composite score of 3 key items of safety report. For each RCT, data on adverse events (AEs)/serious AEs (SAEs) were extracted from the publication and CT: total number of AEs/SAEs, patients with AEs/SAEs, SAEs by system organ class classification and deaths. These data were compared between sources for each RCT. RESULTS In total, 128 trials were included in the analysis of reporting quality, and 76 in the analysis of data concordance between sources. The median number of reported Consolidated Standards of Reporting Trials harms items per article was 9 out of 18 (IQR 7-10), and mean number was 8.39 (SD = 3.02). Items in the methods section were the least frequently reported. The proportion of RCTs reporting the number of SAEs and death were significantly higher on CT than in the published article ((100% (76/76) vs 88.2%, McNemar test, P < .0016). At least 1 discrepancy between sources for SAE safety data was found in 30/76 (39.5%) RCTs. CONCLUSION Shortcomings and gaps in the quality of safety reporting in publications of RCTs of systemic psoriasis treatments have been identified. A lack of data in published articles and discrepancies between published articles and CT data complete this finding.
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Affiliation(s)
- Quentin Beytout
- Université Paris-Est Créteil, UPEC, EpiDermE EA 7379, Créteil, F-94010, France; AP-HP, Hôpitaux Universitaires Henri Mondor, Département de Dermatologie, UPEC, Créteil, F-94010, France
| | - Sivem Afach
- Université Paris-Est Créteil, UPEC, EpiDermE EA 7379, Créteil, F-94010, France
| | - Robin Guelimi
- Université Paris-Est Créteil, UPEC, EpiDermE EA 7379, Créteil, F-94010, France; AP-HP, Hôpitaux Universitaires Henri Mondor, Département de Dermatologie, UPEC, Créteil, F-94010, France
| | - Emilie Sbidian
- Université Paris-Est Créteil, UPEC, EpiDermE EA 7379, Créteil, F-94010, France; AP-HP, Hôpitaux Universitaires Henri Mondor, Département de Dermatologie, UPEC, Créteil, F-94010, France
| | - Laurence Le Cleach
- Université Paris-Est Créteil, UPEC, EpiDermE EA 7379, Créteil, F-94010, France; AP-HP, Hôpitaux Universitaires Henri Mondor, Département de Dermatologie, UPEC, Créteil, F-94010, France.
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Olejnik-Wojciechowska J, Boboryko D, Bratborska AW, Rusińska K, Ostrowski P, Baranowska M, Pawlik A. The Role of Epigenetic Factors in the Pathogenesis of Psoriasis. Int J Mol Sci 2024; 25:3831. [PMID: 38612637 PMCID: PMC11011681 DOI: 10.3390/ijms25073831] [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: 02/07/2024] [Revised: 03/21/2024] [Accepted: 03/27/2024] [Indexed: 04/14/2024] Open
Abstract
Psoriasis is a chronic inflammatory skin disease, the prevalence of which is increasing. Genetic, genomic, and epigenetic changes play a significant role in the pathogenesis of psoriasis. This review summarizes the impact of epigenetics on the development of psoriasis and highlights challenges for the future. The development of epigenetics provides a basis for the search for genetic markers associated with the major histocompatibility complex. Genome-wide association studies have made it possible to link psoriasis to genes and therefore to epigenetics. The acquired knowledge may in the future serve as a solid foundation for developing newer, increasingly effective methods of treating psoriasis. In this narrative review, we discuss the role of epigenetic factors in the pathogenesis of psoriasis.
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Affiliation(s)
- Joanna Olejnik-Wojciechowska
- Department of Physiology, Pomeranian Medical University, al. Powstańców Wlkp. 72, 70-111 Szczecin, Poland; (J.O.-W.); (D.B.); (M.B.)
| | - Dominika Boboryko
- Department of Physiology, Pomeranian Medical University, al. Powstańców Wlkp. 72, 70-111 Szczecin, Poland; (J.O.-W.); (D.B.); (M.B.)
| | | | - Klaudia Rusińska
- Department of General Pathology, Pomeranian Medical University, al. Powstańców Wlkp. 72, 70-111 Szczecin, Poland;
| | - Piotr Ostrowski
- Department of Nursing, Pomeranian Medical University, Żołnierska 48, 71-210 Szczecin, Poland
| | - Magdalena Baranowska
- Department of Physiology, Pomeranian Medical University, al. Powstańców Wlkp. 72, 70-111 Szczecin, Poland; (J.O.-W.); (D.B.); (M.B.)
| | - Andrzej Pawlik
- Department of Physiology, Pomeranian Medical University, al. Powstańców Wlkp. 72, 70-111 Szczecin, Poland; (J.O.-W.); (D.B.); (M.B.)
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Miao H, Bai Y, Shen S, Chu M, Miao C, Yang J, Li X, Li L, Shao S, Wang G, Dang E. Biological agent exerts therapeutic effects by reversing abnormalities in amino acid metabolic pathways in psoriasis. Exp Dermatol 2024; 33:e15059. [PMID: 38532578 DOI: 10.1111/exd.15059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 02/28/2024] [Accepted: 03/11/2024] [Indexed: 03/28/2024]
Abstract
Psoriasis is a common chronic inflammatory skin disease with a complex pathogenesis involving immune system dysregulation and inflammation. Previous studies have indicated that metabolic abnormalities are closely related to the development and occurrence of psoriasis. However, the specific involvement of amino acid metabolism in the pathogenesis of psoriasis remains unclear. In this study, we conducted a comprehensive analysis of amino acid metabolism pathway changes in psoriasis patients using transcriptome data, genome-wide association studies (GWASs) data, and single-cell data. Our findings revealed 11 significant alterations in amino acid metabolism pathways within psoriatic lesions, with notable restorative changes observed after biological therapy. Branched-chain amino acids, tyrosine and arginine metabolism have a causal relationship with the occurrence of psoriasis and may play a crucial role by promoting the proliferation and differentiation of the keratinocytes or immune-related pathways. Activation of phenylalanine, tyrosine and tryptophan biosynthesis suggests a favourable prognosis of psoriasis after treatment. Additionally, we identified the abnormal metabolic pathways in specific cell types and key gene sets that contribute to amino acid metabolic disorders in psoriasis. Overall, our study enhances understanding of the role of metabolism in the pathogenesis of psoriasis and provides potential targets for developing new therapeutic strategies for the disease.
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Affiliation(s)
- Haijun Miao
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Yaxing Bai
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Shengxian Shen
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Mengyang Chu
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Chang Miao
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Jundan Yang
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Xia Li
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Liang Li
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Shuai Shao
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Gang Wang
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
| | - Erle Dang
- Department of Dermatology, Xijing Hospital, Fourth Military Medical University, Shaanxi, China
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