bioRxivGenomicsPreprint
Retracing Human Genetic Histories and Natural Selection Using Precise Local Ancestry Inference
Jon Lerga-JasoiD, Biljana NovkovićiD, Deepu UnnikrishnaniD, Varuna BamunusingheiD, Marcelinus R. HatoranganiD, Charlie Manson, Haley PederseniD, Alex OsamaiD, Andrew TerpolovskyiD, Sandra BohniD, Adriano De MarinoiD, Abdallah Amr MahmoudiD, Karatuğ Ozan BircaniD, Umar Khan, Manfred G. GrabherriD, Puya G. YazdiiD
Abstract
In an increasingly diverse world, including admixed individuals in genomic studies is imperative for equity and portability. A crucial first step is precise local ancestry inference (LAI). We have developed Orchestra, a LAI model with unprecedented accuracy, and trained on over 10,000 single-origin individuals from 35 worldwide populations. We employed Orchestra to delve into genetic relationships and demographic histories, with a focus on Latin Americans, a prime example of admixture, and the Ashkenazi Jewish, whose origins have long been debated. Finally, Orchestra enabled us to map signatures of selection, notably identifying trace Scandinavian ancestry in British samples and unveiling an immune-rich region linked to respiratory infections. Our work advances the field of LAI and holds promise for improvements in future applications for admixed populations. One-Sentence SummaryOrchestra unveils Latino and Ashkenazi ancestral roots and a candidate Viking locus under selection in the British population
- organism: human
- assay: whole-genome sequencing
- research focus: cell type annotation
- research focus: variant calling
- research focus: GWAS / association mapping
- research focus: fine-mapping
- approach: statistical model
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Local Ancestry Inference for Complex Population Histories
Alice Pearson, Richard Michael Durbin·bioRxiv·Mar 6, 2023
- Local ancestry inference identifies robust evidence of selection in Neolithic Europe
Georgia Mies, Iain Mathieson·bioRxiv·Aug 17, 2026
- A Unified Deep Learning-Based Framework for Reference-Based and Reference-Free Local Ancestry Inference
Thomas Diem·bioRxiv·Aug 6, 2026
- Disentangling signatures of selection before and after European colonization in Latin Americans
Javier Mendoza‐Revilla, Juan Camilo Chacón-Duque, … Garrett Hellenthal·Molecular Biology and EvolutionPeer-reviewed·Apr 1, 2022
- Improving Local Ancestry Inference through Neural Networks
Jazeps Medina Tretmanis, María C. Ávila‐Arcos, … Emilia Huerta‐Sánchez·bioRxiv·Mar 13, 2026
- Characterizing features affecting local ancestry inference performance in admixed populations
Jessica Mauer, Nirav N. Shah, … Elizabeth G. Atkinson·The American Journal of Human GeneticsPeer-reviewed·Jan 2, 2025