John R. Shaffer

Dr. John R. Shaffer

orcid

Research Focus & Metrics

Academic Career Length

16Years (2011-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
24 June 2019 in Nature Communications
Verified
Journal Article
Open access
PDF file
DSDmitry Shungin
Dmitry Shungin
SHSimon Haworth
Simon Haworth
KDKimon Divaris
Kimon Divaris
CACary S. Agler
Cary S. Agler
YKYoichiro Kamatani
Yoichiro Kamatani
IJIngegerd Johansson
Ingegerd Johansson
Dental caries and periodontitis account for a vast burden of morbidity and healthcare spending, yet their genetic basis remains largely uncharacterized. Here, we identify self-reported dental disease proxies which have similar underlying genetic contributions to clinical disease measures and then combine these in a genome-wide association study meta-analysis, identifying 47 novel and conditionally-independent risk loci for dental caries. We show that the heritability of dental caries is enriched for conserved genomic regions and partially overlapping with a range of complex traits including smoking, education, personality traits and metabolic measures. Using cardio-metabolic traits as an example in Mendelian randomization analysis, we estimate causal relationships and provide evidence suggesting that the processes contributing to dental caries may have undesirable downstream effects on health.

7 December 2020 in Nature Genetics
Verified
Journal Article
Closed access
PDF file
JWJulie D. White
Julie D. White
KIKarlijne Indencleef
Karlijne Indencleef
SNSahin Naqvi
Sahin Naqvi
RERyan J. Eller
Ryan J. Eller
HHHanne Hoskens
Hanne Hoskens
PCPeter Claes
Peter Claes

5 April 2021 in Nature Genetics
Verified
Journal Article
Closed access
PDF file
SNSahin Naqvi
Sahin Naqvi
YSYoeri Sleyp
Yoeri Sleyp
HHHanne Hoskens
Hanne Hoskens
KIKarlijne Indencleef
Karlijne Indencleef
JSJeffrey P. Spence
Jeffrey P. Spence
PCPeter Claes
Peter Claes

26 November 2019 in eLife
Verified
Journal Article
Open access
ZXZiyi Xiong
Ziyi Xiong
GDGabriela Dankova
Gabriela Dankova
LHLaurence J Howe
Laurence J Howe
MLMyoung Keun Lee
Myoung Keun Lee
PHPirro G Hysi
Pirro G Hysi
OCOn behalf of the International Visible Trait Genetics (VisiGen) Consortium
On behalf of the International Visible Trait Genetics (VisiGen) Consortium
The human face represents a combined set of highly heritable phenotypes, but knowledge on its genetic architecture remains limited, despite the relevance for various fields. A series of genome-wide association studies on 78 facial shape phenotypes quantified from 3-dimensional facial images of 10,115 Europeans identified 24 genetic loci reaching study-wide suggestive association (p < 5 × 10−8), among which 17 were previously unreported. A follow-up multi-ethnic study in additional 7917 individuals confirmed 10 loci including six unreported ones (padjusted < 2.1 × 10−3). A global map of derived polygenic face scores assembled facial features in major continental groups consistent with anthropological knowledge. Analyses of epigenomic datasets from cranial neural crest cells revealed abundant cis-regulatory activities at the face-associated genetic loci. Luciferase reporter assays in neural crest progenitor cells highlighted enhancer activities of several face-associated DNA variants. These results substantially advance our understanding of the genetic basis underlying human facial variation and provide candidates for future in-vivo functional studies.

28 April 2022 in Annual Review of Genomics and Human Genetics
Verified
Journal Article
Open access
SNSahin Naqvi
Sahin Naqvi
HHHanne Hoskens
Hanne Hoskens
FWFranziska Wilke
Franziska Wilke
SWSeth M Weinberg
Seth M Weinberg
JSJohn R. Shaffer
John R. Shaffer
PCPeter Claes
Peter Claes
Variations in the form of the human face, which plays a role in our individual identities and societal interactions, have fascinated scientists and artists alike. Here, we review our current understanding of the genetics underlying variation in craniofacial morphology and disease-associated dysmorphology, synthesizing decades of progress on Mendelian syndromes in addition to more recent results from genome-wide association studies of human facial shape and disease risk. We also discuss the various approaches used to phenotype and quantify facial shape, which are of particular importance due to the complex, multipartite nature of the craniofacial form. We close by discussing how experimental studies have contributed and will further contribute to our understanding of human genetic variation and then proposing future directions and applications for the field.

1 August 2018 in PLOS Genetics
Verified
Journal Article
Open access
PDF file
LHLaurence J Howe
Laurence J Howe
MLMyoung Keun Lee
Myoung Keun Lee
GSGemma C Sharp
Gemma C Sharp
GSGeorge Davey Smith
George Davey Smith
BPBeate St Pourcain
Beate St Pourcain
SLSarah Jane Lewis
Sarah Jane Lewis
There is increasing evidence that genetic risk variants for non-syndromic cleft lip/palate (nsCL/P) are also associated with normal-range variation in facial morphology. However, previous analyses are mostly limited to candidate SNPs and findings have not been consistently replicated. Here, we used polygenic risk scores (PRS) to test for genetic overlap between nsCL/P and seven biologically relevant facial phenotypes. Where evidence was found of genetic overlap, we used bidirectional Mendelian randomization (MR) to test the hypothesis that genetic liability to nsCL/P is causally related to implicated facial phenotypes. Across 5,804 individuals of European ancestry from two studies, we found strong evidence, using PRS, of genetic overlap between nsCL/P and philtrum width; a 1 S.D. increase in nsCL/P PRS was associated with a 0.10 mm decrease in philtrum width (95% C.I. 0.054, 0.146; P = 2x10-5). Follow-up MR analyses supported a causal relationship; genetic variants for nsCL/P homogeneously cause decreased philtrum width. In addition to the primary analysis, we also identified two novel risk loci for philtrum width at 5q22.2 and 7p15.2 in our Genome-wide Association Study (GWAS) of 6,136 individuals. Our results support a liability threshold model of inheritance for nsCL/P, related to abnormalities in development of the philtrum. Non-syndromic cleft lip/palate (nsCL/P) is a birth defect, primarily affecting the upper lip and hard palate. Individuals with nsCL/P and their unaffected family members sometimes present with other minor craniofacial anomalies and may have differences in facial morphology compared to the general population. Here, we investigate the shared genetic relationship between nsCL/P and facial morphology in a sample of around 6,000 Europeans from two different studies. We demonstrate that genetic risk factors for nsCL/P are associated with decreased philtrum width in unaffected individuals from the general population and that the relationship is likely causal. This finding is important because it demonstrates that nsCL/P, which is often treated as a dichotomous trait, may have a continuous dimension and offers insight into potential biological mechanisms that result in nsCL/P.