Evidence map›Paper›PMID 34411106›Full record

ArticlePLoS genetics2021

Genome scans of facial features in East Africans and cross-population comparisons reveal novel associations.

Chenxing Liu, Myoung Keun Lee, Sahin Naqvi, Hanne Hoskens, Dongjing Liu, Julie D White, Karlijne Indencleef, Harold Matthews, Ryan J Eller, Jiarui Li and 14 more

Open access · goldAbstract readComparative Study
In one paragraph

Article in PLoS genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 1 pooled it
1.5field-weighted citation impact, top 18% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

19 citing papers in PubMed, 1 synthesis or guideline pooled it, 24 citations in OpenAlex.

  1. Pooled it
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  5. Review
  6. [Application of HIrisPlex-S System in Forensic DNA Phenotyping].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025
    Article
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  13. A commoneLife · 2024
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  19. Frontiers in genetics · 2021
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

24 authors at 11 institutions in 6 countries.

Chenxing LiuDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0001-7380-9239
Myoung Keun LeeDepartment of Oral and Craniofacial Sciences, Center for Craniofacial and Dental Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0003-1508-9661
Sahin NaqviDepartment of Chemical and Systems Biology, Stanford University School of Medicine, Stanford, California, United States of America.ORCID 0000-0003-2635-7967
Hanne HoskensMedical Imaging Research Center, Katholieke Universiteit Leuven, Leuven, Belgium.ORCID 0000-0002-1467-6461
Dongjing LiuDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0002-9520-7789
Julie D WhiteDepartment of Anthropology, Pennsylvania State University, State College, Pennsylvania, United States of America.ORCID 0000-0002-2235-4817
Karlijne IndencleefMedical Imaging Research Center, Katholieke Universiteit Leuven, Leuven, Belgium.
Harold MatthewsMedical Imaging Research Center, Katholieke Universiteit Leuven, Leuven, Belgium.ORCID 0000-0002-0524-0025
Ryan J EllerDepartment of Biology, Indiana University Purdue University Indianapolis, Indianapolis, Indiana, United States of America.ORCID 0000-0002-5632-2792
Jiarui LiMedical Imaging Research Center, Katholieke Universiteit Leuven, Leuven, Belgium.ORCID 0000-0003-0581-5850
Jaaved MohammedDepartment of Chemical and Systems Biology, Stanford University School of Medicine, Stanford, California, United States of America.ORCID 0000-0002-7053-5575
Tomek SwigutDepartment of Chemical and Systems Biology, Stanford University School of Medicine, Stanford, California, United States of America.ORCID 0000-0002-7649-6781
Stephen RichmondApplied Clinical Research and Public Health, School of Dentistry, Cardiff University, Cardiff, United Kingdom.ORCID 0000-0001-5449-5318
Mange ManyamaAnatomy in Radiology, Weill Cornell Medicine-Qatar, Doha, Qatar.
Benedikt HallgrímssonDepartment of Anatomy and Cell Biology, Alberta Children´s Hospital Research Institute, University of Calgary, Calgary, Canada.ORCID 0000-0002-7192-9103
Richard A SpritzHuman Medical Genetics and Genomics Program, University of Colorado School of Medicine, Aurora, Colorado, United States of America.ORCID 0000-0002-8325-0026
Eleanor FeingoldDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0003-2898-6484
Mary L MarazitaDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0002-2648-2832
Joanna WysockaDepartment of Chemical and Systems Biology, Stanford University School of Medicine, Stanford, California, United States of America.ORCID 0000-0002-6909-6544
Susan WalshDepartment of Biology, Indiana University Purdue University Indianapolis, Indianapolis, Indiana, United States of America.ORCID 0000-0002-7064-1589
Mark D ShriverDepartment of Anthropology, Pennsylvania State University, State College, Pennsylvania, United States of America.ORCID 0000-0003-0006-0479
Peter ClaesMedical Imaging Research Center, Katholieke Universiteit Leuven, Leuven, Belgium.ORCID 0000-0001-9489-9819
Seth M WeinbergDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0001-9467-4556
John R ShafferDepartment of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America.ORCID 0000-0003-1897-1131
University of Pittsburgh · USKU Leuven · BEStanford University · USMurdoch Children's Research Institute · AUPennsylvania State University · USUniversity of Indianapolis · USCardiff University · GBHoward Hughes Medical Institute · USUniversity of Calgary · CAUniversity of Colorado Denver · USWeill Cornell Medical College in Qatar · QA

Funding

Extending the Phenotype of Nonsyndromic Orofacial CleftsR01DE016148 · NIDCR · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI MARAZITA, MARY L., WEINBERG, SETH M · 2004 to 2018
$19.7M
The Genetic Architecture of Human Facial MorphologyR01DE027023 · NIDCR · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CLAES, PETER, SHAFFER, JOHN R · 2017 to 2024
$5.2M
Epigenetic landscapes and regulatory divergence of human craniofacial traitsU01DE024430 · NIDCR · STANFORD UNIVERSITY · PI SELLERI, LICIA, WYSOCKA, JOANNA · 2014 to 2018
$3.1M
Genetic Determinants of Orofacial Shape and Relationship to Cleft Lip/PalateU01DE020054 · NIDCR · UNIVERSITY OF COLORADO DENVER · PI SPRITZ, RICHARD ANDREW · 2009 to 2014
$2.4M
3D Analysis of Normal Facial Variation: Data Repository and Genetics (Research)U01DE020078 · NIDCR · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI MARAZITA, MARY L., WEINBERG, SETH M · 2009 to 2013
$2.0M
Howard Hughes Medical InstituteNHLBI NIH HHS HHSN268201200008CNHLBI NIH HHS HHSN268201200008INIDCR NIH HHS R01 DE016148NIDCR NIH HHS R01 DE027023NIDCR NIH HHS U01 DE020054NIDCR NIH HHS U01 DE020078NIDCR NIH HHS U01 DE024430Wellcome TrustWellcome Trust 217065/Z/19/Z
6 · The paper itself

Abstract

Facial morphology is highly variable, both within and among human populations, and a sizable portion of this variation is attributable to genetics. Previous genome scans have revealed more than 100 genetic loci associated with different aspects of normal-range facial variation. Most of these loci have been detected in Europeans, with few studies focusing on other ancestral groups. Consequently, the degree to which facial traits share a common genetic basis across diverse sets of humans remains largely unknown. We therefore investigated the genetic basis of facial morphology in an East African cohort. We applied an open-ended data-driven phenotyping approach to a sample of 2,595 3D facial images collected on Tanzanian children. This approach segments the face into hierarchically arranged, multivariate features that capture the shape variation after adjusting for age, sex, height, weight, facial size and population stratification. Genome scans of these multivariate shape phenotypes revealed significant (p < 2.5 × 10-8) signals at 20 loci, which were enriched for active chromatin elements in human cranial neural crest cells and embryonic craniofacial tissue, consistent with an early developmental origin of the facial variation. Two of these associations were in highly conserved regions showing craniofacial-specific enhancer activity during embryological development (5q31.1 and 12q21.31). Six of the 20 loci surpassed a stricter threshold accounting for multiple phenotypes with study-wide significance (p < 6.25 × 10-10). Cross-population comparisons indicated 10 association signals were shared with Europeans (seven sharing the same associated SNP), and facilitated fine-mapping of causal variants at previously reported loci. Taken together, these results may point to both shared and population-specific components to the genetic architecture of facial variation.

Indexed as

Quantitative Trait LociAdolescentBlack PeopleChildChild, PreschoolCohort StudiesFaceFemaleGenome-Wide Association StudyHumansImage Processing, Computer-AssistedMalePolymorphism, Single NucleotideTanzaniaWhite PeopleYoung Adult

Identifiers

PMID34411106
PMCPMC8375984
OpenAlexW3194509158

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.