Research Articles
The Zero-Count Problem: How Sequencing Depth Directly Impacts False Negatives in Transcriptomics and Drug Discovery
This article provides a comprehensive analysis of the critical relationship between sequencing depth and zero-count genes in RNA-seq and single-cell genomics.
Harmon: The Game-Changing Batch Effect Correction Method for Robust Microbiome Analysis
This comprehensive guide explores the Harmon batch correction method, a critical tool for microbiome researchers and drug development professionals.
Beyond Missing Data: Advanced Strategies for Handling Structured Zeros in Microbiome Analysis for Drug Discovery
This comprehensive guide addresses the critical challenge of group-wise structured zeros in microbiome data analysis, a common yet often-misunderstood phenomenon where biological absence differs from technical missingness.
HARMONIES ZINB Model for Biological Network Inference: A Comprehensive Guide for Computational Biologists and Drug Discovery
This article provides a complete guide to the HARMONIES (Heterogeneous Association Rule Mining for Network Inference using Efficient Strategies) model, a Zero-Inflated Negative Binomial (ZINB)-based framework for inferring microbial or...
GMWI 2.0: Decoding the Gut Microbiome Wellness Index for Predictive Health Analytics and Precision Therapeutics
This article provides a comprehensive technical overview of the Gut Microbiome Wellness Index (GMWI) 2.0 as a predictive biomarker for human health status.
Greengenes vs SILVA vs RDP: A 2024 Guide for Researchers Choosing a 16S rRNA Database
This comprehensive guide provides biomedical and drug development researchers with a critical comparison of the three dominant 16S rRNA gene databases: Greengenes, SILVA, and RDP.
De Novo Phylogenetic Tree Construction with the Greengenes Database: A Step-by-Step Guide for Researchers
This article provides a comprehensive guide to de novo phylogenetic tree construction using the Greengenes database, tailored for researchers, scientists, and drug development professionals.
Inferring Microbial Dynamics: A Practical Guide to Granger Causality for Time Series Microbiome Networks
This article provides a comprehensive framework for applying Granger causality to infer directed interaction networks from longitudinal microbiome data.
Unveiling the Microbiome Network: A Comprehensive Guide to Gaussian Graphical Models for Microbial Interaction Analysis
This article provides a detailed guide to Gaussian Graphical Models (GGMs) for inferring microbial interaction networks from high-throughput sequencing data.
Zero-Inflated Generalized Poisson Factor Analysis with GLMs: A Powerful Tool for Modern Drug Discovery and Biomarker Research
This article provides a comprehensive guide to GLM-based Zero-Inflated Generalized Poisson Factor Analysis (ZIGPFA), a sophisticated statistical framework designed for high-dimensional count data with excess zeros, prevalent in modern biomedical...