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ProteomicsUnsupervised Machine Learning Surpasses Traditional Statistics in Proteomics Differential Analysis
Nine HeLa standard dataset used for Unsupervised Machine Learning Surpasses Traditional Statistics in Proteomics Differential Analysis
ORGANISM(S): Homo Sapiens 
PXD064087 |
MetabolomicsIntegrated metabolomics and transcriptomics analysis elucidate the candidate genes for polyphyllin biosynthesis in Paris

Polyphyllins are the key components in Paris, with varying levels and compositions among different species. This study investigated polyphyllin compositions of 206 Paris samples from 16 different producing areas. 9 Paris polyphylla var. yunnanensis, 3 Paris fargesii and 3 Paris forrestii were sel...

2024-10-18 | MTBLS10682 | MetaboLights
GenomicsUnsupervised analysis of flow cytometry data in a clinical setting captures cell diversity and allows population discovery
Unsupervised analysis of flow cytometry data in a clinical setting captures cell diversity and allows population discovery
PRJNA680799 | ENA
MetabolomicsComprehensive analysis of flavonoids metabolism and transcription in different parts of Houttuynia cordata

Houttuynia cordata is a medicinal plant with diverse pharmacological activities, but the relationship between its flavonoid components and gene expression across different plant parts remains poorly understood. This study aims to explore these relationships using metabolomics and transcriptomics ...

2026-01-24 | MTBLS12311 | MetaboLights
MetabolomicsMultiomic analysis revealed the potential role of rumen microbes in heat stress

Heat stress is an important issue in dairy cattle feeding management affecting summer health and economic efficiency. In recent years, global climate change has led to an increase in atmospheric CO2 content and average daily temperature, making heat stress a major challenge in dairy farming. This...

2022-08-11 | MTBLS5132 | MetaboLights
MetabolomicsComparative Analysis of Host Metabolic Alterations in Murine Malaria Models with Uncomplicated or Severe Malaria

Malaria varies in severity, with complications ranging from uncomplicated to severe malaria. Severe malaria could be attributed to peripheral hyperparasitemia or cerebral malaria. The metabolic interactions between the host and Plasmodium species are yet to be understood during these inf...

2022-09-14 | MTBLS4387 | MetaboLights
GenomicsUnsupervised Analysis of Array Comparative Genomic Hybridization Data from Early-Onset Colorectal Cancer Reveals Equivalence with Molecular Classification and Phenotypes
Unsupervised Analysis of Array Comparative Genomic Hybridization Data from Early-Onset Colorectal Cancer Reveals Equivalence with Molecular Classification and Phenotypes
PRJNA422888 | ENA
UnknownUnsupervised cross-domain functional MRI adaptation for automated major depressive disorder identification.
Not available
S-EPMC9850278 | biostudies-literature
TranscriptomicsANALYSIS OF GENE EXPRESSION IN EARLY-STAGE OVARIAN CANCER (1)
Gene expression was analysed in 68 stage I ovarian cancers and 15 borderline samples using microarrays. Tumors were obtained directly at surgery and immediately frozen in liquid nitrogen until analysis. Glass arrays containing 16000 genes were used. Data was interpreted by unsupervised and supervise...
ORGANISM(S): Homo sapiens 
2007-08-24 | E-GEOD-8841 | biostudies-arrayexpress
ProteomicsIdentification of Putative Early Atherosclerosis Biomarkers by Unsupervised Deconvolution of Heterogeneous Vascular Proteomes
Coronary artery disease remains a leading cause of death in industrialized nations, and early detection of disease is a critical intervention target in order to effectively treat patients and manage risk. Proteomic analysis of mixed tissue homogenates may obscure subtle protein changes that occur un...
ORGANISM(S): Homo Sapiens 
2021-01-21 | PXD016730 | panorama
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