2023
DOI: 10.3390/ijms24098018
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Multi-Omics Research Strategies for Psoriasis and Atopic Dermatitis

Abstract: Psoriasis and atopic dermatitis (AD) are multifactorial and heterogeneous inflammatory skin diseases, while years of research have yielded no cure, and the costs associated with caring for people suffering from psoriasis and AD are a huge burden on society. Integrating several omics datasets will enable coordinate-based simultaneous analysis of hundreds of genes, RNAs, chromatins, proteins, and metabolites in particular cells, revealing networks of links between various molecular levels. In this review, we dis… Show more

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Cited by 8 publications
(7 citation statements)
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References 112 publications
(99 reference statements)
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“…Following the completion of the Human Genome Project in 2001, advancements in technology have facilitated the affordable study of the entire genome instead of isolated variants or single genes [ 17 ]. Genome-wide association studies (GWAS) analyzed several million genetic markers or single nucleotide polymorphisms (SNP) across the genome in large populations, allowing for the detection of subtle differences in allele frequencies between psoriatic individuals and healthy controls [ 9 ].…”
Section: Resultsmentioning
confidence: 99%
“…Following the completion of the Human Genome Project in 2001, advancements in technology have facilitated the affordable study of the entire genome instead of isolated variants or single genes [ 17 ]. Genome-wide association studies (GWAS) analyzed several million genetic markers or single nucleotide polymorphisms (SNP) across the genome in large populations, allowing for the detection of subtle differences in allele frequencies between psoriatic individuals and healthy controls [ 9 ].…”
Section: Resultsmentioning
confidence: 99%
“…First of all, a key point in making the information generated by the integration of these omics data usable is both the high number of different variants and the identification of differences through data normalization and dimensionality reduction [ 50 ]. This is possible through a multistage approach with initial emphasis or a multimodal approach.…”
Section: Integrative Multiomics Approach To Skinmentioning
confidence: 99%
“…In the former case, various types of omics data are initially incorporated into the target model creation procedure, followed by the application of the molecular data from the different omics to the target model individually to produce the final model results. In contrast, the multimodal approach involves the integration of multiple omics profiles in a simultaneous analysis, with an analytical model based on machine learning [ 50 ].…”
Section: Integrative Multiomics Approach To Skinmentioning
confidence: 99%
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“…Atopic dermatitis (AD) is the most common chronic cutaneous IMID, with a prevalence of 10% among adults and 20% in children [13]. The underlying pathophysiological mechanisms in AD are complex, encompassing a pronounced genetic susceptibility, epidermal dysfunction, and inflammation driven by T-cells [14][15][16][17][18]. Both the innate and adaptive immune systems contribute to its etiopathogenesis [14,16].…”
Section: Current Knowledge In Pathogenesis Of Atopic Dermatitis and P...mentioning
confidence: 99%