1
|
Guadalupi G, Contini C, Iavarone F, Castagnola M, Messana I, Faa G, Onali S, Chessa L, Vitorino R, Amado F, Diaz G, Manconi B, Cabras T, Olianas A. Combined Salivary Proteome Profiling and Machine Learning Analysis Provides Insight into Molecular Signature for Autoimmune Liver Diseases Classification. Int J Mol Sci 2023; 24:12207. [PMID: 37569584 PMCID: PMC10418803 DOI: 10.3390/ijms241512207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 07/26/2023] [Accepted: 07/28/2023] [Indexed: 08/13/2023] Open
Abstract
Autoimmune hepatitis (AIH) and primary biliary cholangitis (PBC) are autoimmune liver diseases that target the liver and have a wide spectrum of presentation. A global overview of quantitative variations on the salivary proteome in presence of these two pathologies is investigated in this study. The acid-insoluble salivary fraction of AIH and PBC patients, and healthy controls (HCs), was analyzed using a gel-based bottom-up proteomic approach combined with a robust machine learning statistical analysis of the dataset. The abundance of Arginase, Junction plakoglobin, Desmoplakin, Hexokinase-3 and Desmocollin-1 decreased, while that of BPI fold-containing family A member 2 increased in AIHp compared to HCs; the abundance of Gelsolin, CD14, Tumor-associated calcium signal transducer 2, Clusterin, Heterogeneous nuclear ribonucleoproteins A2/B1, Cofilin-1 and BPI fold-containing family B member 2 increased in PBCp compared to HCs. The abundance of Hornerin decreased in both AIHp and PBCp with respect to HCs and provided an area under the ROC curve of 0.939. Machine learning analysis confirmed the feasibility of the salivary proteome to discriminate groups of subjects based on AIH or PBC occurrence as previously suggested by our group. The topology-based functional enrichment analysis performed on these potential salivary biomarkers highlights an enrichment of terms mostly related to the immune system, but also with a strong involvement in liver fibrosis process and with antimicrobial activity.
Collapse
Affiliation(s)
- Giulia Guadalupi
- Dipartimento di Scienze della Vita e dell’Ambiente, Università di Cagliari, 09124 Cagliari, Italy; (G.G.); (C.C.); (T.C.); (A.O.)
| | - Cristina Contini
- Dipartimento di Scienze della Vita e dell’Ambiente, Università di Cagliari, 09124 Cagliari, Italy; (G.G.); (C.C.); (T.C.); (A.O.)
| | - Federica Iavarone
- Fondazione Policlinico Universitario IRCCS “A. Gemelli”, 00168 Rome, Italy;
- Dipartimento di Scienze Biotecnologiche di Base, Cliniche Intensivologiche e Perioperatorie, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Massimo Castagnola
- Laboratorio di Proteomica, Centro Europeo di Ricerca sul Cervello, IRCCS Fondazione Santa Lucia, 00168 Rome, Italy;
| | - Irene Messana
- Istituto di Scienze e Tecnologie Chimiche “Giulio Natta”, Consiglio Nazionale delle Ricerche, 00168 Rome, Italy;
| | - Gavino Faa
- Division of Pathology, Department of Medical Sciences and Public Health, University Hospital, 09124 Cagliari, Italy;
| | - Simona Onali
- Liver Unit, University Hospital of Cagliari, 09124 Cagliari, Italy; (S.O.); (L.C.)
| | - Luchino Chessa
- Liver Unit, University Hospital of Cagliari, 09124 Cagliari, Italy; (S.O.); (L.C.)
| | - Rui Vitorino
- iBiMED, Department of Medical Science, University of Aveiro, 3810-193 Aveiro, Portugal;
- UnIC@RISE, Department of Surgery and Physiology, Faculty of Medicine of the University of Porto, 4200-319 Porto, Portugal
| | - Francisco Amado
- LAQV/REQUIMTE, Department of Chemistry, University of Aveiro, 3810-193 Aveiro, Portugal;
| | - Giacomo Diaz
- Dipartimento di Scienze Biomediche, Università di Cagliari, 09124 Cagliari, Italy;
| | - Barbara Manconi
- Dipartimento di Scienze della Vita e dell’Ambiente, Università di Cagliari, 09124 Cagliari, Italy; (G.G.); (C.C.); (T.C.); (A.O.)
| | - Tiziana Cabras
- Dipartimento di Scienze della Vita e dell’Ambiente, Università di Cagliari, 09124 Cagliari, Italy; (G.G.); (C.C.); (T.C.); (A.O.)
| | - Alessandra Olianas
- Dipartimento di Scienze della Vita e dell’Ambiente, Università di Cagliari, 09124 Cagliari, Italy; (G.G.); (C.C.); (T.C.); (A.O.)
| |
Collapse
|
2
|
Dębińska A, Danielewicz H, Sozańska B. Genetic Variants in Epidermal Differentiation Complex Genes as Predictive Biomarkers for Atopic Eczema, Allergic Sensitization, and Eczema-Associated Asthma in a 6-Year Follow-Up Case-Control Study in Children. J Clin Med 2022; 11:4865. [PMID: 36013110 DOI: 10.3390/jcm11164865] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 08/04/2022] [Accepted: 08/16/2022] [Indexed: 11/29/2022] Open
Abstract
Atopic eczema is the most common chronic inflammatory skin disease of early childhood and is often the first manifestation of atopic march. Therefore, one challenge is to identify the risk factors associated with atopic eczema that may also be predictors of atopic disease progression. The aim of this study was to investigate the association of SNPs in hornerin (HRNR) and filaggrin-2 (FLG2) genes with childhood atopic eczema, as well as other atopic phenotypes. Genotyping for HRNR and FLG2 was performed in 188 children younger than 2 years of age, previously screened for the FLG null mutations, and followed at yearly intervals until the age of 6. We demonstrated that risk variants of HRNR rs877776[C] and FLG2 rs12568784[T] were associated with atopic eczema, allergic sensitization, and susceptibility to the complex phenotype—asthma plus eczema. These effects seem to be supplementary to the well-known associations for FLG mutations and may be modulated by gene–gene interactions. Additionally, in children with eczema, these genetic variants may also be considered, along with FLG mutations, as predictive biomarkers for eczema-associated asthma. In conclusion, our results indicate that genetic variants in the epidermal differentiation complex gene could contribute to the pathogenesis of atopic eczema and progression to subsequent allergic disease.
Collapse
|
3
|
Rahrig S, Dettmann JM, Brauns B, Lorenz VN, Buhl T, Kezic S, Elias PM, Weidinger S, Mempel M, Schön MP, Braun A. Transient epidermal barrier deficiency and lowered allergic threshold in filaggrin- hornerin (FlgHrnr -/- ) double-deficient mice. Allergy 2019; 74:1327-1339. [PMID: 30828807 DOI: 10.1111/all.13756] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 12/19/2018] [Accepted: 01/09/2019] [Indexed: 12/28/2022]
Abstract
BACKGROUND Filaggrin (Flg) and hornerin (Hrnr) share similar structural and functional features. Both proteins have been implicated as essential proteins for skin barrier maintenance. Loss-of-function mutations of these genes constitute a risk factor for atopic dermatitis and eczema-related asthma. Furthermore, both FLG and HRNR protein levels are downregulated in patients with atopic dermatitis. Thus, mice deficient for Flg and Hrnr provide a novel model to study skin barrier impairment and the susceptibility for cutaneous inflammation. METHODS By using appropriate targeting vectors and breeding strategies, we established a homozygous FlgHrnr double-deficient (FlgHrnr-/- ) mouse model lacking both genes including the intergenomic sequence. RESULTS Neonates appeared normal, but developed a transient scaly phenotype with overall flaky appearance, but no overt skin phenotype in adulthood, thereby reflecting a subclinical barrier defect seen in humans. Structurally, FlgHrnr-/- mice displayed a markedly reduced granular layer and a condensed cornified layer. Functionally, FlgHrnr-/- mice showed permeability abnormalities and metabolic aberrations regarding the production of natural moisturizing factors (NMFs) in the stratum corneum. Surprisingly, although the immune system revealed no aberrations under steady-state conditions, FlgHrnr-/- mice are predisposed to mount an allergic contact dermatitis, especially at hapten threshold levels eliciting allergic reactions. CONCLUSIONS Together, our FlgHrnr-/- mouse model nicely reflects the epicutaneous sensitization susceptibilities and inflammatory reactions to environmental insults in humans with impaired skin barrier functions.
Collapse
Affiliation(s)
- Sebastian Rahrig
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
| | - Judith M. Dettmann
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
| | - Birka Brauns
- Department of Dermatology and Venereology University Medical Center Rostock Germany
| | - Verena N. Lorenz
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
| | - Timo Buhl
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
| | - Sanja Kezic
- Academic Medical Center Coronel Institute of Occupational Health Amsterdam the Netherlands
| | - Peter M. Elias
- Department of Dermatology University of California San Francisco California
| | - Stephan Weidinger
- Department of Dermatology, Venereology and Allergy University Hospital Schleswig‐Holstein Kiel Germany
| | - Martin Mempel
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
- Lower Saxony Institute of Occupational Dermatology University Medical Center Göttingen and University of Osnabrück Göttingen Germany
| | - Michael P. Schön
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
- Lower Saxony Institute of Occupational Dermatology University Medical Center Göttingen and University of Osnabrück Göttingen Germany
| | - Andrea Braun
- Department of Dermatology, Venereology, and Allergology University Medical Center, Georg August University Göttingen Germany
- Lower Saxony Institute of Occupational Dermatology University Medical Center Göttingen and University of Osnabrück Göttingen Germany
| |
Collapse
|