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June 2, 20260 citationsOpen Access

Genetic Mechanisms of Amyotrophic Lateral Sclerosis Based on Whole-Genome Sequencing

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段段宗昊(duanzonghao)

Key Points

  • The research aims to explore the genetic mechanisms underlying amyotrophic lateral sclerosis using whole-genome sequencing.
  • Conducted whole-genome sequencing data analysis on 99 participants, including ALS patients and controls.
  • Implemented a two-stage alignment strategy for sequencing data, removing host sequences before profiling.
  • Analyzed microbiome structure and functional pathways using MetaPhlAn4 and HUMAnN3.
  • Identified a unique ecological pattern in ALS patients' oral microbiome with 8 core biomarkers.
  • Achieved an AUC of 0.766 in discriminating ALS patients based on microbiome features using random forest classification.
  • Highlighted significant enrichment in the ABC transporters pathway related to ALS pathogenesis.

Abstract

This study investigated the genetic mechanisms of amyotrophic lateral sclerosis based on whole-genome sequencing data, employing a secondary mining strategy on host whole-genome sequencing data to systematically characterize the oral microbiome community structure and functional reprogramming patterns in ALS patients. A total of 99 participants were enrolled, including 28 sporadic ALS patients, 24 biological parental controls, and 47 healthy controls. A two-stage alignment strategy was implemented to strictly remove host background sequences, followed by taxonomic profiling using MetaPhlAn4 and functional pathway annotation using HUMAnN3. The study revealed a unique "alpha-stability and beta-reorganization" ecological pattern in the oral microbiome of ALS patients, with 8 core microbial biomarkers consistently identified across dual-control comparisons. A random forest classification model constructed based on these biomarkers demonstrated good discriminative performance with a mean AUC of 0.766 in 10-fold cross-validation. Functional analysis identified significant enrichment of the ABC transporters pathway, providing novel insights into microbiome-host interactions in ALS pathogenesis.

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段宗昊(duanzonghao) (2026) studied this question.

synapsesocial.com/papers/6a1e72ad30b38c64201b5d5dhttps://doi.org/10.26036/cnp0009561
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