Aluminium toxicity and phosphorus deficiency are co-existing characteristics of low pH stress that significantly affect the grain yield of crops. The increasing acidity of Indian soils potentially limits the cultivable area for lentil (Lens culinaris), the third most widely consumed pulse. Breeding for tolerance requires an understanding of interdependent biological responses, but the molecular characterization of integrated tolerance remains elusive. Therefore, this study aimed to integrate high aluminium and low phosphorus stress responsive associations across the genomics, transcriptomics, proteomics, and metabolomics of multiple crop species. The overlapping molecular signatures were fine mapped to 23 candidates that serve multiple regulatory roles crucial for cellular homeostasis. Most of these genes have not been adequately discussed in the context of soil acidity tolerance. Thus, a multi-omics guided regulatory framework was developed to provide new insights into tolerance mechanisms. In silico genotyping of 29 lentil genotypes across 588 genes related to transomics loci yielded seven nonsynonymous and three synonymous variants likely associated with their differential response to stress. The results suggest comprehensive genotyping of multi-omics specific targets to identify potential candidates for marker-trait association studies. In conclusion, data-driven exploratory analysis of multi-omics variants highlights potential biomarkers as targets for genetically improving complex biological traits.

Download full-text PDF

Source
http://dx.doi.org/10.1007/s10142-025-01542-zDOI Listing

Publication Analysis

Top Keywords

molecular signatures
8
high aluminium
8
aluminium low
8
low phosphorus
8
phosphorus stress
8
genotyping lentil
8
molecular
4
signatures translate
4
translate omics
4
omics layers
4

Similar Publications

Integrated multiomics analysis and machine learning refine neutrophil extracellular trap-related molecular subtypes and prognostic models for acute myeloid leukemia.

Front Immunol

March 2025

Jiangxi Province Key Laboratory of Immunology and Inflammation, Jiangxi Provincial Clinical Research Center for Laboratory Medicine, Department of Clinical Laboratory, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China.

Background: Neutrophil extracellular traps (NETs) play pivotal roles in various pathological processes. The formation of NETs is impaired in acute myeloid leukemia (AML), which can result in immunodeficiency and increased susceptibility to infection.

Methods: The gene set variation analysis (GSVA) algorithm was employed for the calculation of NET score, while the consensus clustering algorithm was utilized to identify molecular subtypes.

View Article and Find Full Text PDF

Epigenetic alterations are essential in the development of cancers, while epigenome-wide exploration in cervical cancer has been limited. In this epigenome-wide association study (EWAS) we explore differential DNA methylation signatures associated with CIN (cervical intraepithelial neoplasia) grade 3 and cervical cancer to better understand potential drivers and biomarkers of cervical carcinogenesis. 247 women were recruited between 2014 and 2020 (N = 119 benign, N = 74 CIN3/CGIN [cervical glandular intraepithelial neoplasia] and N = 54 cancer).

View Article and Find Full Text PDF

Background: Thyroid eye disease (TED) is an autoimmune inflammatory disorder of the orbit, associated with a range of potential clinical sequelae. Tumor cells in TED overexpress pro-angiogenic factors, driving the formation of heterogeneous and immature neovascularization. This dysregulated angiogenesis often leads to a hypoxic microenvironment due to insufficient perfusion.

View Article and Find Full Text PDF

Hypoxia-induced MIR31HG expression promotes partial EMT and basal-like phenotype in pancreatic ductal adenocarcinoma based on data mining and experimental analyses.

J Transl Med

March 2025

Graduate Institute of Cancer Biology and Drug Discovery, College of Medical Science and Technology, Taipei Medical University, No. 301, Yuantong Rd., Zhonghe Dist., New Taipei City, 235603, Taiwan.

Background: Pancreatic ductal adenocarcinoma (PDAC) is the most common and aggressive type of pancreatic cancer, with a five-year survival rate below 8%. Its high mortality is largely due to late diagnosis, metastatic potential, and resistance to therapy. Epithelial-mesenchymal transition (EMT) plays a key role in metastasis, enabling cancer cells to become mobile.

View Article and Find Full Text PDF

Prognostic implications and characterization of tumor-associated tertiary lymphoid structures genes in pancreatic cancer.

J Transl Med

March 2025

Department of Hepatobiliary and Pancreatic Surgery, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China.

Background: Pancreatic ductal adenocarcinoma (PDAC) is among the most aggressive cancers, with rising incidence and limited responsiveness to immunotherapy due to its highly suppressive tumor microenvironment (TME). Tertiary lymphoid structures (TLS), ectopic formation structures of immune cells, are linked to better prognosis and improved immunotherapy responses in PDAC. Understanding TLS's role in PDAC could enhance immunotherapy effectiveness.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!