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15% OFF This Summer: Get the Omics Data Reviewers Want

Jun 24, 2025

Boost your grant proposal with high-impact proteomics and metabolomics data. Explore MetwareBio’s full-service omics solutions—now 15% OFF this summer, July 1 to August 31, 2025.

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WGCNA Explained: Analysis, Tutorial & Online Tools for Omics Research

Apr 24, 2024

What exactly is WGCNA that everyone is using? After reading this article, you will understand.

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Beginner for KEGG Pathway Analysis: The Complete Guide

Apr 24, 2024

Explore KEGG Pathway Analysis with our complete guide. Learn how to navigate the KEGG database, decode pathway maps, and apply enrichment analysis in transcriptome and multi-omics research.

MetwareBio Launches Proteomics Services

May 27, 2024

MetwareBio's new proteomics services is launched! Start a pilot study to explore DIA, DDA, Serum/Plasma Quantitative Proteomics & Phosphoproteomics!

Normality Tests in Statistics: Top Methods and Tools for Reliable Data Analysis

Sep 29, 2025

Learn how to check normality fast: Q–Q/P–P plots, Shapiro–Wilk, K–S, Anderson–Darling. Choose by sample size and run in Python, R, or SPSS.

Spatial Meets Single-Cell: The Future of Precision Omics

Sep 28, 2025

Integrate spatial transcriptomics with single-cell data to map cell types, interactions, and disease mechanisms—plus tools, use cases, and future trends.

Glycophospholipids: The "Sugar-Fat" Lipids with Big Health Impacts

Sep 26, 2025

Understand glycophospholipids (incl. PtdGlc, GPI anchors): what they are, how they're made, health roles, and how to profile them with modern lipidomics.

Proteomics and Nutrition: How Proteins Influence Human Diet and Wellness

Sep 26, 2025

Discover how proteomics reveals the impact of dietary proteins on health, wellness, and personalized nutrition strategies for longevity and disease prevention.

Microfluidic Proteomics: The 'Chip Lever' Unlocking Low-Input Proteomics

Sep 25, 2025

Learn how microfluidic lab-on-a-chip workflows enable low-input and single-cell proteomics—on-chip enrichment, nanoLC integration, and real clinical use cases.

Missing Value Imputation in Quantitative Proteomics: Methods, Evaluation, and Tools

Sep 24, 2025

Practical guide to imputing missing values in LC-MS/MS proteomics—causes (MCAR/MAR/MNAR), method choices (KNN, QRILC, LLS, MinProb), and how to evaluate with NRMSE, PCC, and PCA.

Glycoproteomics: Unveiling the Sugar Code of Proteins

Sep 16, 2025

Explore glycoproteomics and the sugar code of proteins—covering glycosylation biology, biomarkers, therapeutic targets, and biotech innovations shaping precision medicine.

Choosing the Right Proteomics Data Analysis Software: A Comparison Guide

Sep 15, 2025

A practical comparison of proteomics data analysis software—formats, LFQ/TMT/SILAC/DIA support, speed, cost, and best-fit use cases.

Polyphenols Explained: How Plant Compounds Boost Health and Wellness

Sep 09, 2025

Learn what polyphenols are, how plants make them, how your body processes them, and how to measure them—plus evidence for cancer, heart and brain health.

Proteomics and Metabolomics/Lipidomics in Metabolic Disease Research: Insights and Applications

Sep 08, 2025

See how proteomics, metabolomics, and lipidomics decode metabolic disease—T2D, NAFLD/MASH, obesity—covering mechanisms, biomarkers, and real case studies.

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.