Blog

Non-negative Matrix Factorization (NMF) for Omics: A Practical, Interpretable Guide

Sep 03, 2025

Hands-on NMF for omics: choose rank k, interpret W/H, stabilize with cNMF, run pathway enrichment, validate across cohorts—plus a 10-line Python starter.

Proteomics Biomarker Discovery: A Quantitative Workflow Guide

Sep 02, 2025

A practical, end-to-end guide to proteomics biomarker discovery: plasma vs serum, DIA vs TMT, QC & statistics, PRM/MRM verification, pitfalls, and FAQs.

Nucleosides: Structure, Functions, Biomarkers & LC–MS/MS Profiling

Sep 01, 2025

Learn nucleosides vs nucleotides, key functions, clinical and plant relevance, and LC–MS/MS profiling—actionable guidance for study design and biomarker discovery.

Integrating Proteomics with Metabolomics: A Multi-Omics Strategy for Systems Biology

Aug 28, 2025

Explore how integrating proteomics with metabolomics unlocks insights in systems biology. Discover workflows, AI-driven integration, clinical applications, and emerging trends with MetwareBio’s multi-omics services. Ideal for researchers seeking actionable strategies.

Phosphoproteomics in Drug Discovery: Revealing Hidden Pathways for Targeted Therapies

Aug 26, 2025

Explore how phosphoproteomics reveals hidden signaling pathways, accelerates biomarker discovery, and supports targeted drug development.

scRNA-seq Explained: Workflow, Tools, and Applications

Aug 26, 2025

Learn scRNA-seq end-to-end: isolation methods, key platforms, QC/batch correction, clustering, trajectories, and real applications in biology and medicine.

Water-Soluble Vitamins: Importance, Functions, and Analytical Measurement in Research

Aug 25, 2025

Clear guide to water-soluble vitamins (B-complex & vitamin C): key functions, deficiencies, disease links, and how to measure them accurately with LC–MS/MS.

High-Throughput Proteomics Sample Preparation: Optimizing Workflows for Accurate LC–MS/MS Quantitative Analysis

Aug 21, 2025

A practical, high-throughput proteomics sample prep guide: stabilize samples, optimize lysis, digestion, labeling, cleanup, automation and QC for accurate LC–MS/MS.

What Is Sphingomyelin? Structure, Metabolism, and Its Role in Human Health

Aug 20, 2025

What sphingomyelin is, how it’s built and metabolized, why it matters for brain, cardiometabolic and immune health, plus food sources and lipidomics guidance.

Proteomics Quality Control: A Practical Guide to Reliable, Reproducible Data

Aug 19, 2025

Build a robust QC strategy for LC-MS/MS proteomics—from sample prep to instrument and data—to boost reproducibility and trust your results.

Integrative Proteomics and Metabolomics in Clinical Oncology: Unraveling Tumor Complexity

Aug 14, 2025

Explore how integrative proteomics and metabolomics advance clinical oncology by revealing tumor complexity, identifying biomarkers, and overcoming therapy resistance.

Why You Must Correct Batch Effects in Transcriptomics Data?

Aug 11, 2025

Learn how to detect and correct batch effects in transcriptomics to avoid false discoveries and improve data accuracy in RNA-seq studies.

In-Depth Analysis of Proteomics: Technology Selection, Database, and Data Validation

Aug 07, 2025

Master proteomics technology selection, proteomics database choice, and proteomics data validation with our expert guide. Learn advanced MS techniques, AI-driven analysis, and UniProt optimization with MetwareBio’s proteomics solutions.

Short-Chain Fatty Acids: Gut Health, Metabolism, and Research Applications

Aug 05, 2025

Explore how short-chain fatty acids (SCFAs)—acetate, propionate, and butyrate—bridge diet, gut microbes, and host metabolism. Learn their roles in gut health, immunity, and brain function.

Protein Complexes: What They Are and Why They Matter in Biomedical Research

Aug 01, 2025

Discover how protein complexes reveal deeper insights in disease mechanisms, biomarker discovery, and drug targets—beyond single protein analysis.

Valeric Acid: A Small Molecule with Big Impacts on Human Health

Jul 24, 2025

Explore valeric acid's biosynthesis, health effects, and therapeutic roles in neurodegeneration, gut health, metabolism, and more.

Protein Labeling: Methods, Mechanisms, and Applications in Advanced Biological Research

Jul 22, 2025

Explore protein labeling methods like chemical, enzymatic, and genetic techniques. Learn their mechanisms, applications in cell imaging and protein-protein interactions, and optimization tips with MetwareBio's proteomics solutions.

Blood Proteomics: Serum or Plasma – Which Should You Choose?

Jul 21, 2025

Learn whether serum or plasma is better for blood proteomics and biomarker discovery. This expert comparison covers sample prep, protein content, and MS suitability to guide your experimental design.

Overcoming Dynamic Range in MS-Based Blood Proteomics: Depletion and Enrichment Methods

Jul 18, 2025

Discover effective methods to overcome plasma proteome complexity in mass spectrometry—compare depletion and enrichment techniques to detect low-abundance biomarkers.

Blood Proteomics Challenges & Solutions: Driving Low-Abundance Protein Discovery

Jul 14, 2025

Discover how advanced enrichment strategies and mass spectrometry platforms unlock low-abundance protein insights in blood proteomics for drug discovery and clinical research.