Integrative Multi-Omics for Novel Clinical Insights

A special issue of Journal of Personalized Medicine (ISSN 2075-4426). This special issue belongs to the section "Omics/Informatics".

Deadline for manuscript submissions: closed (20 November 2020) | Viewed by 6591

Special Issue Editor


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Guest Editor
Earle A. Chiles Research Institute, Division of Providence Cancer Institute, 4805 NE Glisan St., Suite 2N88, Portland, OR 97213, USA
Interests: genomics; proteomics; bioinformatics; cancer; oncology

Special Issue Information

Dear colleagues,

Recent advances in high-throughput sequencing and other omics technologies have made it possible to generate a tremendous amount of biomolecular data on clinical cohorts. Moreover, it has been shown in a number of contexts that signatures combining multiple omics data types outperform single-analyte- or single-omic-based classifiers. Significant challenges remain, as the computational tools for integrating these diverse data types are still limited, and the interpretation of complex multi-omic datasets can be challenging.

This Special Issue will showcase novel basic, clinical, and in silico research that leverages the integration of multiple omics data types (e.g., genomics, proteomics, epigenomics, metabolomics, microbiomics, etc.) to elucidate the biology underlying clinical disease phenotypes (e.g. cancer, diabetes, neurological disease, etc.). Review articles surveying existing multi-omics research and methodology will also be featured.

Dr. Brian Piening
Guest Editor

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Keywords

  • genomics
  • proteomics
  • metabolomics
  • microbiome
  • multi-omics
  • bioinformatics

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Published Papers (2 papers)

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Review

16 pages, 1574 KiB  
Review
Mass Spectrometry-Based Omics for the Characterization of Triple-Negative Breast Cancer Bio-Signature
by Ioana-Ecaterina Pralea, Radu-Cristian Moldovan, Adrian-Bogdan Țigu, Corina Ionescu and Cristina-Adela Iuga
J. Pers. Med. 2020, 10(4), 277; https://doi.org/10.3390/jpm10040277 - 12 Dec 2020
Cited by 12 | Viewed by 3954
Abstract
Triple-negative breast cancer (TNBC) represents an unmet medical need due to a high rate of metastatic occurrence and poor overall survival, pathology aggressiveness, heterogeneous clinical behavior and limited cytotoxic chemotherapy options available because of the absence of targetable receptors. The current standard of [...] Read more.
Triple-negative breast cancer (TNBC) represents an unmet medical need due to a high rate of metastatic occurrence and poor overall survival, pathology aggressiveness, heterogeneous clinical behavior and limited cytotoxic chemotherapy options available because of the absence of targetable receptors. The current standard of care in TNBC is represented by chemotherapy and surgery associated with low overall survival and high relapse rates. Hopes of overcoming current limited and unspecific approaches of TNBC therapy lie in studying the metabolic rewiring of these types of breast cancer, thus understanding the mechanisms involved in the occurrence and progression of the disease. Due to its heterogeneity, a clinically relevant sub-classification of this type of breast cancer based on biomarker panels is greatly needed in order to guide treatment decisions. Mass spectrometry-based omics may provide very useful tools to address the current needs of targetable biomarker discovery and validation. The present review aims to provide a comprehensive view of the current clinical diagnosis and therapy of TNBC highlighting the need for a new approach. Therefore, this paper offers a detailed mass spectrometry-based snapshot of TNBC metabolic adjustment, emphasizing a complex network of variables governing the diverse and aggressive clinical behavior of TNBC. Full article
(This article belongs to the Special Issue Integrative Multi-Omics for Novel Clinical Insights)
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22 pages, 288 KiB  
Review
An Overview of the Application of Systems Biology in an Understanding of Chronic Rhinosinusitis (CRS) Development
by Michał Michalik, Alfred Samet, Agnieszka Dmowska-Koroblewska, Adrianna Podbielska-Kubera, Małgorzata Waszczuk-Jankowska, Wiktoria Struck-Lewicka and Michał J. Markuszewski
J. Pers. Med. 2020, 10(4), 245; https://doi.org/10.3390/jpm10040245 - 26 Nov 2020
Cited by 8 | Viewed by 2176
Abstract
Chronic rhinosinusitis (CRS) is an inflammatory disease of the paranasal sinuses. It is defined as the presence of a minimum of two out of four main symptoms such as hyposmia, facial pain, nasal blockage, and discharge, which last for 8–12 weeks. CRS significantly [...] Read more.
Chronic rhinosinusitis (CRS) is an inflammatory disease of the paranasal sinuses. It is defined as the presence of a minimum of two out of four main symptoms such as hyposmia, facial pain, nasal blockage, and discharge, which last for 8–12 weeks. CRS significantly impairs a patient’s quality of life. It needs special treatment mainly focusing on preventing local infection/inflammation with corticosteroid sprays or improving sinus drainage using nasal saline irrigation. When other treatments fail, endoscopic sinus surgery is considered an effective option. According to the state-of-the-art knowledge of CRS, there is more evidence suggesting that it is more of an inflammatory disease than an infectious one. This condition is also treated as a multifactorial inflammatory disorder as it may be triggered by various factors, such as bacterial or fungal infections, airborne irritants, defects in innate immunity, or the presence of concomitant diseases. Due to the incomplete understanding of the pathological processes of CRS, there is a continuous search for new indicators that are directly related to the pathogenesis of this disease—e.g., in the field of systems biology. The studies adopting systems biology search for possible factors responsible for the disease at genetic, transcriptomic, proteomic, and metabolomic levels. The analyses of the changes in the genome, transcriptome, proteome, and metabolome may reveal the dysfunctional pathways of inflammatory regulation and provide a clear insight into the pathogenesis of this disease. Therefore, in the present paper, we have summarized the state-of-the-art knowledge of the application of systems biology in the pathology and development of CRS. Full article
(This article belongs to the Special Issue Integrative Multi-Omics for Novel Clinical Insights)
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