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Updated: Apr 12, 2026

A Bioinformatics Pipeline for Investigating Molecular Evolution and Gene Expression using RNA-seq
Published on: May 28, 2021
Inference of Evolutionary Forces Acting on Human Biological Pathways
Josephine T Daub1, Isabelle Dupanloup2, Marc Robinson-Rechavi3
1CMPG, Institute of Ecology and Evolution, University of Berne, Switzerland Swiss Institute of Bioinformatics SIB, Lausanne, Switzerland Present address: Institute of Evolutionary Biology (UPF-CSIC), Barcelona, Spain josephine.daub@upf.edu laurent.excoffier@iee.unibe.ch.
This study reveals that genes within biological pathways experience stronger evolutionary constraints and correlated responses to selection. A new method, 2DNS, detects selection signals in human gene sets, uncovering diverse evolutionary pressures.
Area of Science:
- Evolutionary biology
- Human genetics
- Bioinformatics
Background:
- Natural selection often targets multiple genes for a single phenotypic trait.
- Genes within biological pathways exhibit stronger selective constraints and correlated evolutionary responses compared to other genes.
Purpose of the Study:
- To investigate the impact of past and ongoing selection on the genetic diversity of human biological pathways.
- To introduce a novel method for detecting selection at the gene set level.
Main Methods:
- Developed a new procedure, 2DNS (Two-Dimensional Null Distribution of Selection), extending the McDonald-Kreitman test for multiple genes.
- Analyzed genetic diversity and selective constraints within human gene sets.
- Applied the 2DNS test to identify outlier gene sets and assess demographic effects.
Main Results:
- Genes in gene sets are under stronger selective constraints and show correlated evolutionary responses.
- The 2DNS test successfully identified outlier gene sets indicating positive, balancing, purifying selection, and relaxation of constraints.
- Comparison of African and non-African populations revealed higher nonsynonymous mutations in non-Africans, suggesting differing demographic histories and selective pressures.
Conclusions:
- Biological pathways are shaped by complex selective pressures.
- The 2DNS method provides a powerful tool for detecting selection at the pathway level.
- Human population genetic diversity reflects distinct evolutionary trajectories and selective forces.
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