Integrative network analysis suggests prioritised drugs for atopic dermatitis

被引:1
|
作者
Federico, Antonio [1 ,2 ,6 ]
Mobus, Lena [1 ]
Al-Abdulraheem, Zeyad [1 ]
Pavel, Alisa [1 ]
Fortino, Vittorio [3 ]
del Giudice, Giusy [1 ,6 ]
Alenius, Harri [4 ,5 ]
Fyhrquist, Nanna [4 ,5 ]
Greco, Dario [1 ,6 ,7 ]
机构
[1] Tampere Univ, Fac Med & Hlth Technol, Finnish Hub Dev & Validat Integrated Approaches FH, Tampere 33100, Finland
[2] Tampere Univ, Tampere Inst Adv Study, Tampere 33100, Finland
[3] Univ Eastern Finland, Inst Biomed, Kuopio, Finland
[4] Univ Helsinki, Fac Med, Human Microbiome Res Program, Helsinki, Finland
[5] Karolinska Inst, Inst Environm Med IMM, Stockholm, Sweden
[6] Univ Helsinki, Fac Pharm, Div Pharmaceut Biosci, Helsinki 00100, Finland
[7] Univ Helsinki, Inst Biotechnol, Helsinki 00100, Finland
基金
欧洲研究理事会;
关键词
Atopic dermatitis; Network analysis; Disease module; Biomarkers; Drug discovery; PROGRAM;
D O I
10.1186/s12967-024-04879-4
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
BackgroundAtopic dermatitis (AD) is a prevalent chronic inflammatory skin disease whose pathophysiology involves the interplay between genetic and environmental factors, ultimately leading to dysfunction of the epidermis. While several treatments are effective in symptom management, many existing therapies offer only temporary relief and often come with side effects. For this reason, the formulation of an effective therapeutic plan is challenging and there is a need for more effective and targeted treatments that address the root causes of the condition. Here, we hypothesise that modelling the complexity of the molecular buildup of the atopic dermatitis can be a concrete means to drive drug discovery.MethodsWe preprocessed, harmonised and integrated publicly available transcriptomics datasets of lesional and non-lesional skin from AD patients. We inferred co-expression network models of both AD lesional and non-lesional skin and exploited their interactional properties by integrating them with a priori knowledge in order to extrapolate a robust AD disease module. Pharmacophore-based virtual screening was then utilised to build a tailored library of compounds potentially active for AD.ResultsIn this study, we identified a core disease module for AD, pinpointing known and unknown molecular determinants underlying the skin lesions. We identified skin- and immune-cell type signatures expressed by the disease module, and characterised the impaired cellular functions underlying the complex phenotype of atopic dermatitis. Therefore, by investigating the connectivity of genes belonging to the AD module, we prioritised novel putative biomarkers of the disease. Finally, we defined a tailored compound library by characterising the therapeutic potential of drugs targeting genes within the disease module to facilitate and tailor future drug discovery efforts towards novel pharmacological strategies for AD.ConclusionsOverall, our study reveals a core disease module providing unprecedented information about genetic, transcriptional and pharmacological relationships that foster drug discovery in atopic dermatitis.
引用
收藏
页数:13
相关论文
共 50 条
  • [41] Modern therapies in atopic dermatitis: biologics and small molecule drugs
    Worm, Margitta
    Francuzik, Wojciech
    Kraft, Magdalena
    Alexiou, Aikaterina
    JOURNAL DER DEUTSCHEN DERMATOLOGISCHEN GESELLSCHAFT, 2020, 18 (10): : 1085 - 1092
  • [42] Use of oral immunosuppressive drugs in the treatment of atopic dermatitis in the Netherlands
    Garritsen, F. M.
    Van den Heuvel, J. M.
    Bruijnzeel-Koomen, C. A. F. M.
    Maitland-van der Zee, A. H.
    Van den Broek, M. P. H.
    De Bruin-Weller, M. S.
    BRITISH JOURNAL OF DERMATOLOGY, 2018, 179 (01) : E37 - E38
  • [43] Use of oral immunosuppressive drugs in the treatment of atopic dermatitis in the Netherlands
    Garritsen, F. M.
    van den Heuvel, J. M.
    Bruijnzeel-Koomen, C. A. F. M.
    Maitland-van der Zee, A. H.
    van den Broek, M. P. H.
    de Bruin-Weller, M. S.
    JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY, 2018, 32 (08) : 1336 - 1342
  • [44] New Biologics for the Treatment of Atopic Dermatitis: Analysis of Efficacy, Safety, and Paradoxical Atopic Dermatitis Acceleration
    Qi, Hong-jiao
    Li, Lin-Feng
    BIOMED RESEARCH INTERNATIONAL, 2021, 2021
  • [45] Integrative Treatment Approaches with Mind-Body Therapies in the Management of Atopic Dermatitis
    Yosipovitch, Gil
    Canchy, Ludivine
    Ferreira, Barbara Roque
    Aguirre, Claudia C.
    Tempark, Therdpong
    Takaoka, Roberto
    Steinhoff, Martin
    Misery, Laurent
    JOURNAL OF CLINICAL MEDICINE, 2024, 13 (18)
  • [46] Topical Janus kinase inhibitors in atopic dermatitis: a safety network meta-analysis
    Alves, Carlos
    Penedones, Ana
    Mendes, Diogo
    Marques, Francisco Batel
    INTERNATIONAL JOURNAL OF CLINICAL PHARMACY, 2023, 45 (04) : 830 - 838
  • [47] A Calm, Dispassionate Look at Skin Microbiota in Atopic Dermatitis: An Integrative Literature Review
    Pengjie Wan
    Ji Chen
    Dermatology and Therapy, 2020, 10 : 53 - 61
  • [48] Network of myeloid and plasmacytoid dendritic cells in atopic dermatitis
    Novak, Natalija
    Peng, Wenming
    Yu, Chunfeng
    IMMUNE-MEDIATED DISEASES: FROM THEORY TO THERAPY, 2007, 601 : 97 - 104
  • [49] The mode of topical immunomodulators in the immunological network of atopic dermatitis
    Novak, N
    Kwiek, B
    Bieber, T
    CLINICAL AND EXPERIMENTAL DERMATOLOGY, 2005, 30 (02) : 160 - 164
  • [50] A Calm, Dispassionate Look at Skin Microbiota in Atopic Dermatitis: An Integrative Literature Review
    Wan, Pengjie
    Chen, Ji
    DERMATOLOGY AND THERAPY, 2020, 10 (01) : 53 - 61