Normal view
-
Most Recent Articles: Clinical Epigenetics
-
Cross-sectional and longitudinal association of seven DNAm-based predictors with metabolic syndrome and type 2 diabetes
To date, various epigenetic clocks have been constructed to estimate biological age, most commonly using DNA methylation (DNAm). These include “first-generation” clocks such as DNAmAgeHorvath and “second-gener...
-
Nature - Issue - nature.com science feeds
-
Spatial multi-omics reveals cell-type-specific nuclear compartments
Nature, Published online: 09 April 2025; doi:10.1038/s41586-025-08838-xA genomic barcoding scheme called two-layer DNA seqFISH+ enables the simultaneous mapping of more than 100,000 loci and has been used to identify cell-type-specific subnuclear compartments in the mouse brain.
Spatial multi-omics reveals cell-type-specific nuclear compartments
Nature, Published online: 09 April 2025; doi:10.1038/s41586-025-08838-x
A genomic barcoding scheme called two-layer DNA seqFISH+ enables the simultaneous mapping of more than 100,000 loci and has been used to identify cell-type-specific subnuclear compartments in the mouse brain.-
MRD
-
Liquid Biopsy in Solid Tumours: An Overview
Cytopathology. 2025 Apr 11. doi: 10.1111/cyt.13485. Online ahead of print.ABSTRACTThe advent of personalised and precision medicine has radically modified the management and the clinical outcome of cancer patients. However, the expanding number of predictive, prognostic, and diagnostic biomarkers has raised the need for simple, noninvasive, quicker, but equally efficient tests for molecular profiling. In this complex scenario, the adoption of liquid biopsy, particularly circulating tumour DNA (c
Liquid Biopsy in Solid Tumours: An Overview
Cytopathology. 2025 Apr 11. doi: 10.1111/cyt.13485. Online ahead of print.
ABSTRACT
The advent of personalised and precision medicine has radically modified the management and the clinical outcome of cancer patients. However, the expanding number of predictive, prognostic, and diagnostic biomarkers has raised the need for simple, noninvasive, quicker, but equally efficient tests for molecular profiling. In this complex scenario, the adoption of liquid biopsy, particularly circulating tumour DNA (ctDNA), has been a real godsend for many cancer patients who would otherwise have been denied the benefits of targeted treatments. Undeniably, ctDNA analysis has several advantages over conventional tissue-based analysis. One advantage is that it can guide treatment decision making, especially when tissue samples are scarce or totally unavailable. Indeed, a simple blood test can inform clinicians on patients' response or resistance to targeted therapies, help them monitor minimal residual disease (MRD) after surgical resections, and facilitate them with early cancer detection and interception. Finally, an equally important advantage is that ctDNA analysis can help decipher temporal and spatial tumour heterogeneity, a mechanism highly responsible for therapeutic resistance. In this review, we gathered and analysed current evidence on the clinical usefulness of ctDNA analysis in solid tumours.
PMID:40219616 | DOI:10.1111/cyt.13485
-
Pulmonary nodule
-
A multiomics dataset of paired CT image and plasma cell-free DNA end motif for patients with pulmonary nodules
Sci Data. 2025 Apr 1;12(1):545. doi: 10.1038/s41597-025-04912-1.ABSTRACTDiagnosing lung cancer at a curable stage offers the opportunity for a favorable prognosis. The emerging epigenomics analysis on plasma cell-free DNA (cfDNA), including 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) modifications, has acted as a promising approach facilitating the identification of lung cancer. And, integrating 5mC biomarker with chest computed tomography (CT) image features could optimize the dia
A multiomics dataset of paired CT image and plasma cell-free DNA end motif for patients with pulmonary nodules
Sci Data. 2025 Apr 1;12(1):545. doi: 10.1038/s41597-025-04912-1.
ABSTRACT
Diagnosing lung cancer at a curable stage offers the opportunity for a favorable prognosis. The emerging epigenomics analysis on plasma cell-free DNA (cfDNA), including 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) modifications, has acted as a promising approach facilitating the identification of lung cancer. And, integrating 5mC biomarker with chest computed tomography (CT) image features could optimize the diagnosis of lung cancer, exceeding the performance of models built on single feature. However, the clinical applicability of integrated markers might be limited by the potential risk of overfitting due to small sample size. Hence, we prospectively collected peripheral blood sample and the paired chest CT images of 2032 patients with indeterminate pulmonary nodules across 5 centers, and constructed a large-scale, multi-institutional, multiomics database that encompass CT imaging data and plasma cfDNA fragmentomic in 5mC-, 5hmC-enriched regions. To our best knowledge, this dataset is the first radio-epigenomic dataset with the largest sample size, and provides multi-dimensional insights for early diagnosis of lung cancer, facilitating the individuated management for lung cancer.
PMID:40169596 | PMC:PMC11961589 | DOI:10.1038/s41597-025-04912-1
-
(Multiomics OR Omics) AND (Pancreatic)
-
Translating the multifaceted use of liquid biopsy to management of early disease in pancreatic adenocarcinoma
Front Oncol. 2025 Mar 13;15:1520717. doi: 10.3389/fonc.2025.1520717. eCollection 2025.ABSTRACTPancreatic ductal adenocarcinoma (PDAC) is a leading cause of cancer-related mortality, primarily due to late stage at diagnosis. This review examines the multifaceted applications of liquid biopsy and circulating tumor DNA (ctDNA) analysis in the diagnosis and management of PDAC. We review the current literature on the technological advancements in liquid biopsy analysis such as next generation sequenc
Translating the multifaceted use of liquid biopsy to management of early disease in pancreatic adenocarcinoma
Front Oncol. 2025 Mar 13;15:1520717. doi: 10.3389/fonc.2025.1520717. eCollection 2025.
ABSTRACT
Pancreatic ductal adenocarcinoma (PDAC) is a leading cause of cancer-related mortality, primarily due to late stage at diagnosis. This review examines the multifaceted applications of liquid biopsy and circulating tumor DNA (ctDNA) analysis in the diagnosis and management of PDAC. We review the current literature on the technological advancements in liquid biopsy analysis such as next generation sequencing (NGS) and digital droplet PCR (ddPCR) as well as multi-omics technologies, highlighting their potential for accurate molecular subtyping through ctDNA analysis. This review highlights the significant role of ctDNA in the assessment of tumor behavior, disease subtyping, prediction and monitoring of treatment response, and evaluation of minimal residual disease. We discuss the implications of integrating liquid biopsy techniques into clinical practice as well as its challenges and limitations. By drawing insights from recent studies, this review aims to provide a comprehensive overview of how liquid biopsy and ctDNA analysis can enhance early disease management strategies in PDAC. We underscore the need for additional prospective studies and clinical trials to validate its feasibility and accuracy in order to establish clinical utility, with the ultimate goal of routine incorporation into practice to improve patient outcomes and transform the treatment landscape for PDAC.
PMID:40182037 | PMC:PMC11966063 | DOI:10.3389/fonc.2025.1520717
-
MRD
-
Translating the multifaceted use of liquid biopsy to management of early disease in pancreatic adenocarcinoma
Front Oncol. 2025 Mar 13;15:1520717. doi: 10.3389/fonc.2025.1520717. eCollection 2025.ABSTRACTPancreatic ductal adenocarcinoma (PDAC) is a leading cause of cancer-related mortality, primarily due to late stage at diagnosis. This review examines the multifaceted applications of liquid biopsy and circulating tumor DNA (ctDNA) analysis in the diagnosis and management of PDAC. We review the current literature on the technological advancements in liquid biopsy analysis such as next generation sequenc
Translating the multifaceted use of liquid biopsy to management of early disease in pancreatic adenocarcinoma
Front Oncol. 2025 Mar 13;15:1520717. doi: 10.3389/fonc.2025.1520717. eCollection 2025.
ABSTRACT
Pancreatic ductal adenocarcinoma (PDAC) is a leading cause of cancer-related mortality, primarily due to late stage at diagnosis. This review examines the multifaceted applications of liquid biopsy and circulating tumor DNA (ctDNA) analysis in the diagnosis and management of PDAC. We review the current literature on the technological advancements in liquid biopsy analysis such as next generation sequencing (NGS) and digital droplet PCR (ddPCR) as well as multi-omics technologies, highlighting their potential for accurate molecular subtyping through ctDNA analysis. This review highlights the significant role of ctDNA in the assessment of tumor behavior, disease subtyping, prediction and monitoring of treatment response, and evaluation of minimal residual disease. We discuss the implications of integrating liquid biopsy techniques into clinical practice as well as its challenges and limitations. By drawing insights from recent studies, this review aims to provide a comprehensive overview of how liquid biopsy and ctDNA analysis can enhance early disease management strategies in PDAC. We underscore the need for additional prospective studies and clinical trials to validate its feasibility and accuracy in order to establish clinical utility, with the ultimate goal of routine incorporation into practice to improve patient outcomes and transform the treatment landscape for PDAC.
PMID:40182037 | PMC:PMC11966063 | DOI:10.3389/fonc.2025.1520717
-
Cell
-
20 years of histone lysine demethylases: From discovery to the clinic and beyond
Histone lysine demethylases are conserved enzymes that remove methyl groups from histone proteins and play important roles in development and disease. On the 20th anniversary of their discovery, this Review provides an in-depth view of their functions and roles across various contexts as well as therapeutic options to be developed for diseases related to these enzymes.
20 years of histone lysine demethylases: From discovery to the clinic and beyond
-
MRD
-
Liquid Biopsies in the Early Diagnosis, Prognosis, and Tailored Treatment of Colorectal Cancer
Cancers (Basel). 2025 Mar 8;17(6):927. doi: 10.3390/cancers17060927.ABSTRACTINTRODUCTION: Liquid biopsies provide a less-invasive option to tissue biopsies for the early diagnosis, prognosis, and tailored therapy of colorectal cancer (CRC). CRC is a major cause of cancer-related death, and early identification is essential for improving patient outcomes.REVIEW: Conventional diagnostic techniques, including colonoscopy and tissue biopsy, may be enhanced by liquid biopsies that examine circulating
Liquid Biopsies in the Early Diagnosis, Prognosis, and Tailored Treatment of Colorectal Cancer
Cancers (Basel). 2025 Mar 8;17(6):927. doi: 10.3390/cancers17060927.
ABSTRACT
INTRODUCTION: Liquid biopsies provide a less-invasive option to tissue biopsies for the early diagnosis, prognosis, and tailored therapy of colorectal cancer (CRC). CRC is a major cause of cancer-related death, and early identification is essential for improving patient outcomes.
REVIEW: Conventional diagnostic techniques, including colonoscopy and tissue biopsy, may be enhanced by liquid biopsies that examine circulating tumor cells (CTCs), circulating tumor DNA (ctDNA), extracellular vesicles (EVs), and other indicators present in body fluids. These markers provide significant insights into tumor biology, heterogeneity, and therapeutic response. CTCs detected in early-stage CRC have prognostic significance for disease recurrence and survival, while ctDNA investigation may uncover genetic mutations, epigenetic alterations, and tumor development. The identification of ctDNA in minimal residual disease (MRD) postsurgery correlates with an elevated risk of recurrence and unfavorable prognosis, underscoring its use in assessing treatment effectiveness. Furthermore, non-coding RNAs (ncRNAs) contained inside EVs provide potential prospective biomarkers and therapeutic targets, facilitating diagnosis and treatment assessment. Notwithstanding the potential of liquid biopsies, obstacles persist in assay standardization, sensitivity enhancement, and the management of tumor heterogeneity. Additional extensive research is required to determine their function in clinical practice.
CONCLUSION: Overall, liquid biopsies serve as a potential instrument for real-time monitoring, evaluating therapy responses, and directing individualized therapeutic strategies in CRC patients.
PMID:40149264 | PMC:PMC11940745 | DOI:10.3390/cancers17060927
-
MRD
-
Liquid biopsies in cancer
Mol Biomed. 2025 Mar 20;6(1):18. doi: 10.1186/s43556-025-00257-8.ABSTRACTCancer ranks among the most lethal diseases worldwide. Tissue biopsy is currently the primary method for the diagnosis and biological analysis of various solid tumors. However, this method has some disadvantages related to insufficient tissue specimen collection and intratumoral heterogeneity. Liquid biopsy is a noninvasive approach for identifying cancer-related biomarkers in peripheral blood, which allows for repetitive s
Liquid biopsies in cancer
Mol Biomed. 2025 Mar 20;6(1):18. doi: 10.1186/s43556-025-00257-8.
ABSTRACT
Cancer ranks among the most lethal diseases worldwide. Tissue biopsy is currently the primary method for the diagnosis and biological analysis of various solid tumors. However, this method has some disadvantages related to insufficient tissue specimen collection and intratumoral heterogeneity. Liquid biopsy is a noninvasive approach for identifying cancer-related biomarkers in peripheral blood, which allows for repetitive sampling across multiple time points. In the field of liquid biopsy, representative biomarkers include circulating tumor cells (CTCs), circulating tumor DNA (ctDNA), and exosomes. Many studies have evaluated the prognostic and predictive roles of CTCs and ctDNA in various solid tumors. Although these studies have limitations, the results of most studies appear to consistently demonstrate the correlations of high CTC counts and ctDNA mutations with lower survival rates in cancer patients. Similarly, a reduction in CTC counts throughout therapy may be a potential prognostic indicator related to treatment response in advanced cancer patients. Moreover, the biochemical characteristics of CTCs and ctDNA can provide information about tumor biology as well as resistance mechanisms against targeted therapy. This review discusses the current clinical applications of liquid biopsy in cancer patients, emphasizing its possible utility in outcome prediction and treatment decision-making.
PMID:40108089 | PMC:PMC11923355 | DOI:10.1186/s43556-025-00257-8
-
(Multiomics OR Omics) AND (Lung OR gastric OR Hepatocellular)
-
Worldwide Innovative Network (WIN) Consortium in Personalized Cancer Medicine: Bringing next-generation precision oncology to patients
Oncotarget. 2025 Mar 12;16:140-162. doi: 10.18632/oncotarget.28703.ABSTRACTThe human genome project ushered in a genomic medicine era that was largely unimaginable three decades ago. Discoveries of druggable cancer drivers enabled biomarker-driven gene- and immune-targeted therapy and transformed cancer treatment. Minimizing treatment not expected to benefit, and toxicity-including financial and time-are important goals of modern oncology. The Worldwide Innovative Network (WIN) Consortium in Per
Worldwide Innovative Network (WIN) Consortium in Personalized Cancer Medicine: Bringing next-generation precision oncology to patients
Oncotarget. 2025 Mar 12;16:140-162. doi: 10.18632/oncotarget.28703.
ABSTRACT
The human genome project ushered in a genomic medicine era that was largely unimaginable three decades ago. Discoveries of druggable cancer drivers enabled biomarker-driven gene- and immune-targeted therapy and transformed cancer treatment. Minimizing treatment not expected to benefit, and toxicity-including financial and time-are important goals of modern oncology. The Worldwide Innovative Network (WIN) Consortium in Personalized Cancer Medicine founded by Drs. John Mendelsohn and Thomas Tursz provided a vision for innovation, collaboration and global impact in precision oncology. Through pursuit of transcriptomic signatures, artificial intelligence (AI) algorithms, global precision cancer medicine clinical trials and input from an international Molecular Tumor Board (MTB), WIN has led the way in demonstrating patient benefit from precision-therapeutics through N-of-1 molecularly-driven studies. WIN Next-Generation Precision Oncology (WINGPO) trials are being developed in the neoadjuvant, adjuvant or metastatic settings, incorporate real-world data, digital pathology, and advanced algorithms to guide MTB prioritization of therapy combinations for a diverse global population. WIN has pursued combinations that target multiple drivers/hallmarks of cancer in individual patients. WIN continues to be impactful through collaboration with industry, government, sponsors, funders, academic and community centers, patient advocates, and other stakeholders to tackle challenges including drug access, costs, regulatory barriers, and patient support. WIN's collaborative next generation of precision oncology trials will guide treatment selection for patients with advanced cancers through MTB and AI algorithms based on serial liquid and tissue biopsies and exploratory omics including transcriptomics, proteomics, metabolomics and functional precision medicine. Our vision is to accelerate the future of precision oncology care.
PMID:40073368 | PMC:PMC11907938 | DOI:10.18632/oncotarget.28703
-
MRD
-
Importance of circulating tumor DNA in colorectal cancer
Klin Onkol. 2025;38(1):32-37. doi: 10.48095/ccko202532.ABSTRACTBACKGROUND: Space still exists in the management of patients with colorectal cancer (CRC) for improving risk stratification and thus the precision of treatment tailoring. Quite promising in this regard are biomarkers acquired via liquid biopsy, which is a non-invasive method of body fluid draw, most commonly peripheral blood. A variety of biomarkers associated with the tumor are analyzed, which can have either prognostic or predictiv
Importance of circulating tumor DNA in colorectal cancer
Klin Onkol. 2025;38(1):32-37. doi: 10.48095/ccko202532.
ABSTRACT
BACKGROUND: Space still exists in the management of patients with colorectal cancer (CRC) for improving risk stratification and thus the precision of treatment tailoring. Quite promising in this regard are biomarkers acquired via liquid biopsy, which is a non-invasive method of body fluid draw, most commonly peripheral blood. A variety of biomarkers associated with the tumor are analyzed, which can have either prognostic or predictive value. Circulating tumor DNA (ctDNA) is one of the most explored tumor biomarkers. Initially, its utility spectrum was only in advanced or metastatic cancers and consisted of molecular profiling and detecting acquired resistance to treatment. Nowadays, the use of circulating tumor DNA has shifted to earlier cancer stages, where it can identify minimal residual disease or diagnose colorectal cancer early. Existing studies show promising potential of these biomarkers, but more information needs to be gathered and information from ongoing studies needs to be obtained in order to use them in everyday practice.
AIM: In this review article, we will discuss ctDNA, its aspects, diag- nostic possibilities and current use in CRC.
PMID:40088434 | DOI:10.48095/ccko202532
-
(Multiomics OR Omics) AND (Pancreatic)
-
Biomarkers, Proteoforms, and Mass Spectrometry-based Assays for Diabetes Clinical Research
J Clin Endocrinol Metab. 2025 Mar 8:dgaf159. doi: 10.1210/clinem/dgaf159. Online ahead of print.ABSTRACTThe prevalence of diabetes, particularly type 2 diabetes, has reached epidemic proportions globally. The number of patients with type 1 diabetes (T1D) is also increasing rapidly. Despite advancements in understanding the pathogenesis of diabetes, the lack of circulating pancreatic biomarkers and reliable clinical-grade assays remains a major gap in diabetes research, often hindering the abilit
Biomarkers, Proteoforms, and Mass Spectrometry-based Assays for Diabetes Clinical Research
J Clin Endocrinol Metab. 2025 Mar 8:dgaf159. doi: 10.1210/clinem/dgaf159. Online ahead of print.
ABSTRACT
The prevalence of diabetes, particularly type 2 diabetes, has reached epidemic proportions globally. The number of patients with type 1 diabetes (T1D) is also increasing rapidly. Despite advancements in understanding the pathogenesis of diabetes, the lack of circulating pancreatic biomarkers and reliable clinical-grade assays remains a major gap in diabetes research, often hindering the ability to adequately assess disease progression and therapeutic responses. This mini-review discusses emerging pancreatic biomarkers with an emphasis on T1D, the limitations of current immunoassays, and the expanding role of mass spectrometry-based assays. Highlights include the recent work within the NIDDK-funded "Targeted Mass Spectrometry Assays for Diabetes and Obesity Research (TaMADOR)" consortium, which aims to develop robust, quantitative, and transferable assays for translational research. The review also emphasizes the importance of proteoform-specific assays for monitoring pancreatic function, including prohormone processing during disease progression or in responses to therapy.
PMID:40056450 | DOI:10.1210/clinem/dgaf159
-
Cell
-
Systems-level immunomonitoring in children with solid tumors to enable precision medicine
In a population-based cohort of 191 children with diverse solid tumors, systems-level analyses unravel immune variation with age and tumor type and provide a reference for future precision immunotherapies tailored for the evolving immune systems of children.
Systems-level immunomonitoring in children with solid tumors to enable precision medicine
-
Nature - Issue - nature.com science feeds
-
Aspirin prevents metastasis by limiting platelet TXA<sub>2</sub> suppression of T cell immunity
Nature, Published online: 05 March 2025; doi:10.1038/s41586-025-08626-7Inhibition of cyclooxygenase 1 releases T cells from immunosuppression by platelet-derived thromboxane A2, thereby enhancing the immune response against metastasis.
Aspirin prevents metastasis by limiting platelet TXA<sub>2</sub> suppression of T cell immunity
Nature, Published online: 05 March 2025; doi:10.1038/s41586-025-08626-7
Inhibition of cyclooxygenase 1 releases T cells from immunosuppression by platelet-derived thromboxane A2, thereby enhancing the immune response against metastasis.-
Nature - Issue - nature.com science feeds
-
Genome duplication in a long-term multicellularity evolution experiment
Nature, Published online: 05 March 2025; doi:10.1038/s41586-025-08689-6In the Multicellularity Long Term Evolution Experiment, diploid yeast evolve to be tetraploid under selection for larger multicellular size, revealing how whole-genome duplication can arise due to its immediate benefits, persist under selection, and fuel long-term innovations via aneuploidy.
Genome duplication in a long-term multicellularity evolution experiment
Nature, Published online: 05 March 2025; doi:10.1038/s41586-025-08689-6
In the Multicellularity Long Term Evolution Experiment, diploid yeast evolve to be tetraploid under selection for larger multicellular size, revealing how whole-genome duplication can arise due to its immediate benefits, persist under selection, and fuel long-term innovations via aneuploidy.-
Nature - Issue - nature.com science feeds
-
Train clinical AI to reason like a team of doctors
Nature, Published online: 04 March 2025; doi:10.1038/d41586-025-00618-xAs the European Union’s Artificial Intelligence Act takes effect, AI systems that mimic how human teams collaborate can improve trust in high-risk situations, such as clinical medicine.
Train clinical AI to reason like a team of doctors
Nature, Published online: 04 March 2025; doi:10.1038/d41586-025-00618-x
As the European Union’s Artificial Intelligence Act takes effect, AI systems that mimic how human teams collaborate can improve trust in high-risk situations, such as clinical medicine.-
Oncogene - Issue - nature.com science feeds
-
Preclinical application of a CD155 targeting chimeric antigen receptor T cell therapy for digestive system cancers
Oncogene, Published online: 01 March 2025; doi:10.1038/s41388-025-03322-2Preclinical application of a CD155 targeting chimeric antigen receptor T cell therapy for digestive system cancers
Preclinical application of a CD155 targeting chimeric antigen receptor T cell therapy for digestive system cancers
Oncogene, Published online: 01 March 2025; doi:10.1038/s41388-025-03322-2
Preclinical application of a CD155 targeting chimeric antigen receptor T cell therapy for digestive system cancers-
(Multiomics OR Omics) AND (Pancreatic)
-
Single-cell multiome and spatial profiling reveals pancreas cell type-specific gene regulatory programs driving type 1 diabetes progression
bioRxiv [Preprint]. 2025 Feb 17:2025.02.13.637721. doi: 10.1101/2025.02.13.637721.ABSTRACTCell type-specific regulatory programs that drive type 1 diabetes (T1D) in the pancreas are poorly understood. Here we performed single nucleus multiomics and spatial transcriptomics in up to 32 non-diabetic (ND), autoantibody-positive (AAB+), and T1D pancreas donors. Genomic profiles from 853,005 cells mapped to 12 pancreatic cell types, including multiple exocrine sub-types. Beta, acinar, and other cell t
Single-cell multiome and spatial profiling reveals pancreas cell type-specific gene regulatory programs driving type 1 diabetes progression
bioRxiv [Preprint]. 2025 Feb 17:2025.02.13.637721. doi: 10.1101/2025.02.13.637721.
ABSTRACT
Cell type-specific regulatory programs that drive type 1 diabetes (T1D) in the pancreas are poorly understood. Here we performed single nucleus multiomics and spatial transcriptomics in up to 32 non-diabetic (ND), autoantibody-positive (AAB+), and T1D pancreas donors. Genomic profiles from 853,005 cells mapped to 12 pancreatic cell types, including multiple exocrine sub-types. Beta, acinar, and other cell types, and related cellular niches, had altered abundance and gene activity in T1D progression, including distinct pathways altered in AAB+ compared to T1D. We identified epigenomic drivers of gene activity in T1D and AAB+ which, combined with genetic association, revealed causal pathways of T1D risk including antigen presentation in beta cells. Finally, single cell and spatial profiles together revealed widespread changes in cell-cell signaling in T1D including signals affecting beta cell regulation. Overall, these results revealed drivers of T1D progression in the pancreas, which form the basis for therapeutic targets for disease prevention.
PMID:40027657 | PMC:PMC11870426 | DOI:10.1101/2025.02.13.637721
-
Omics In Lung
-
MOGAN for LUAD Subtype Classification by Integrating Three Omics Data Types
Cancer Innov. 2025 Feb 28;4(2):e160. doi: 10.1002/cai2.160. eCollection 2025 Apr.ABSTRACTBACKGROUND: Lung adenocarcinoma (LUAD) is a highly heterogeneous cancer type with a poor prognosis. Accurate subtype identification can help guide its treatment. The traditional subtype identification methods using a single-omics approach make it difficult to comprehensively characterize the molecular features of LUAD. Identification of subtypes through multi-omics association strategies can effectively supp
MOGAN for LUAD Subtype Classification by Integrating Three Omics Data Types
Cancer Innov. 2025 Feb 28;4(2):e160. doi: 10.1002/cai2.160. eCollection 2025 Apr.
ABSTRACT
BACKGROUND: Lung adenocarcinoma (LUAD) is a highly heterogeneous cancer type with a poor prognosis. Accurate subtype identification can help guide its treatment. The traditional subtype identification methods using a single-omics approach make it difficult to comprehensively characterize the molecular features of LUAD. Identification of subtypes through multi-omics association strategies can effectively supplement the shortcomings of single-omics information.
METHODS: In this study, we used the Generative Adversarial Network (GAN) to mine transcriptomic, proteomic, and epigenomic information and generate an integrated data set. The newly integrated data were then used to identify LUAD immune subtypes. In the improved GAN (MOGAN) method, we not only integrated multiple omics datasets but also included the interactions between proteins and genes and between methylation and genes. Thus, we achieved effective complementarity of multi-omics information.
RESULTS: Two subtypes, MOGANTPM_S1 and MOGANTPM_S2, were identified using immune cell infiltration analysis and the integrated multi-omics data. MOGANTPM_S1 patients displayed higher immune cell infiltration, better prognosis, and sensitivity to immune checkpoint inhibitors (ICIs), while MOGANTPM_S2 had lower immune cell infiltration, poorer prognosis, and were insensitive to ICIs. Therefore, immunotherapy was more suitable for MOGANTPM_S1 patients in clinical practice. In addition, this study developed a LUAD subtype diagnostic model using the transcriptomic and proteomic features of five genes, which can be used to guide clinical subtype diagnosis.
CONCLUSIONS: In summary, the MOGAN method was applied to integrate three omics data types and successfully identify two LUAD immune subtypes with significant survival differences. This classification method may be useful for LUAD treatment decisions.
PMID:40026873 | PMC:PMC11868734 | DOI:10.1002/cai2.160
-
Nature - Issue - nature.com science feeds
-
Mass-spectrometry-based proteomics: from single cells to clinical applications
Nature, Published online: 26 February 2025; doi:10.1038/s41586-025-08584-0This Review summarizes advances in mass-spectrometry-based proteomics and explores the potential applications of these technologies in the clinic.
Mass-spectrometry-based proteomics: from single cells to clinical applications
Nature, Published online: 26 February 2025; doi:10.1038/s41586-025-08584-0
This Review summarizes advances in mass-spectrometry-based proteomics and explores the potential applications of these technologies in the clinic.