Evidence map›Paper›PMID 33397451›Full record

ArticleGenome biology2021

Genome-wide association study implicates novel loci and reveals candidate effector genes for longitudinal pediatric bone accrual.

Diana L Cousminer, Yadav Wagley, James A Pippin, Ahmed Elhakeem, Gregory P Way, Matthew C Pahl, Shana E McCormack, Alessandra Chesi, Jonathan A Mitchell, Joseph M Kindler and 20 more

Open access · goldAbstract read
In one paragraph

Article in Genome biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
17.3field-weighted citation impact, top 1% 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

25 citing papers in PubMed, 147 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. A de novoHormone research in paediatrics · 2025
    Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. A recently collectedMicrobial genomics · 2024
    Article
  14. Determination of Differential Alternative Splicing Under Stress Conditions.Methods in molecular biology (Clifton, N.J.) · 2024
    Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Precision genome editing in the eye.Proceedings of the National Academy of Sciences of the United States of America · 2022
    Article
  20. 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

30 authors at 11 institutions in 2 countries.

Diana L CousminerDivision of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA. dcousminer@gmail.com.ORCID 0000-0001-8864-7893
Yadav WagleyDepartment of Orthopedic Surgery, University of Michigan Medical School, Ann Arbor, MI, USA.
James A PippinCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Ahmed ElhakeemMRC Integrative Epidemiology Unit, Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK.
Gregory P WayGenomics and Computational Biology Graduate Group, University of Pennsylvania, Philadelphia, PA, USA.
Matthew C PahlCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Shana E McCormackDivision of Endocrinology and Diabetes, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Alessandra ChesiCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Jonathan A MitchellDepartment of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
Joseph M KindlerDivision of Gastroenterology, Hepatology and Nutrition, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Denis BairdMRC Integrative Epidemiology Unit, Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK.
April HartleyMRC Integrative Epidemiology Unit, Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK.
Laura HoweMRC Integrative Epidemiology Unit, Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK.
Heidi J KalkwarfDepartment of Pediatrics, Cincinnati Children's Hospital, University of Cincinnati, Cincinnati, OH, USA.
Joan M LappeDepartment of Medicine and College of Nursing, Creighton University School of Medicine, Omaha, NB, USA.
Sumei LuCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Michelle E LeonardCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Matthew E JohnsonCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Hakon HakonarsonDivision of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Vicente GilsanzCenter for Endocrinology, Diabetes & Metabolism, Children's Hospital Los Angeles, Los Angeles, CA, USA.
John A ShepherdDepartment of Epidemiology and Population Science, University of Hawaii Cancer Center, Honolulu, HI, USA.
Sharon E OberfieldDivision of Pediatric Endocrinology, Columbia University Medical Center, New York, NY, USA.
Casey S GreeneDepartment of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Philadelphia, PA, USA.
Andrea KellyDivision of Endocrinology and Diabetes, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Deborah A LawlorMRC Integrative Epidemiology Unit, Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK.
Benjamin F VoightDepartment of Genetics, University of Pennsylvania, Philadelphia, PA, USA.
Andrew D WellsCenter for Spatial and Functional Genomics, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Babette S ZemelDepartment of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Kurt D HankensonDepartment of Orthopedic Surgery, University of Michigan Medical School, Ann Arbor, MI, USA. kdhank@umich.edu.
Struan F A GrantDivision of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, USA. grants@chop.edu.
Children's Hospital of Philadelphia · USUniversity of Bristol · GBTranslational Therapeutics (United States) · USUniversity of Michigan · USBroad Institute · USChildren's Hospital of Los Angeles · USCincinnati Children's Hospital Medical Center · USColumbia University Irving Medical Center · USCreighton University · USUniversity of Hawaiʻi at Mānoa · USUniversity of Pennsylvania · US

Funding

Cincinnati Center for Clinical and Translational Sciences and TrainingUL1TR000077 · NCATS · UNIVERSITY OF CINCINNATI · PI HEUBI, JAMES E., TSEVAT, JOEL · 2012 to 2014
$9.9M
Genomics of bone and body composition traits in childrenR01HD100406 · NICHD · CHILDREN'S HOSP OF PHILADELPHIA · PI GRANT, STRUAN F A, ZEMEL, BABETTE S · 2020 to 2024
$3.4M
Network-based algorithms for target identification and drug repositioning from genetic associationsR01HG010067 · NHGRI · UNIVERSITY OF PENNSYLVANIA · PI GREENE, CASEY S · 2018 to 2022
$3.2M
Genome Wide Association Study of Bone Mineral Accretion During ChildhoodR01HD058886 · NICHD · CHILDREN'S HOSP OF PHILADELPHIA · PI GRANT, STRUAN F A, ZEMEL, BABETTE S · 2010 to 2013
$3.1M
Sleep, Energetic Behaviors, and Adolescent Obesity during the Transition from Middle to High SchoolK01HL123612 · NHLBI · CHILDREN'S HOSP OF PHILADELPHIA · PI MITCHELL, JONATHAN ANDREW · 2015 to 2019
$787k
Algorithms to identify non-coding mutational burden and disease-relevant pathwaysR56DK101478 · NIDDK · UNIVERSITY OF PENNSYLVANIA · PI VOIGHT, BENJAMIN FRANKLIN · 2019 to 2019
$272k
Genetic determinants of puberty and later life health outcomesK99HD099330 · NICHD · CHILDREN'S HOSP OF PHILADELPHIA · PI COUSMINER, DIANA · 2019 to 2019
$132k
Medical Research Council 217065/Z/19/ZMedical Research Council G9815508Medical Research Council MC_PC_15018Medical Research Council MC_PC_19009Medical Research Council MC_UU_00011/6NCATS NIH HHS UL1 TR000077NHGRI NIH HHS R01 HG010067NHLBI NIH HHS K01 HL123612NICHD NIH HHS K99 HD099330NICHD NIH HHS R01 HD058886NICHD NIH HHS R01 HD100406NIDDK NIH HHS R56 DK101478NIH HHS 1K99HD099330-01NIH HHS K01HL123612NIH HHS R01 HD100406NIH HHS R01 HD58886NIH HHS R01 HG010067Wellcome Trust 217065/Z/19/Z
6 · The paper itself

Abstract

backgroundBone accrual impacts lifelong skeletal health, but genetic discovery has been primarily limited to cross-sectional study designs and hampered by uncertainty about target effector genes. Here, we capture this dynamic phenotype by modeling longitudinal bone accrual across 11,000 bone scans in a cohort of healthy children and adolescents, followed by genome-wide association studies (GWAS) and variant-to-gene mapping with functional follow-up.

resultsWe identify 40 loci, 35 not previously reported, with various degrees of supportive evidence, half residing in topological associated domains harboring known bone genes. Of several loci potentially associated with later-life fracture risk, a candidate SNP lookup provides the most compelling evidence for rs11195210 (SMC3). Variant-to-gene mapping combining ATAC-seq to assay open chromatin with high-resolution promoter-focused Capture C identifies contacts between GWAS loci and nearby gene promoters. siRNA knockdown of gene expression supports the putative effector gene at three specific loci in two osteoblast cell models. Finally, using CRISPR-Cas9 genome editing, we confirm that the immediate genomic region harboring the putative causal SNP influences PRPF38A expression, a location which is predicted to coincide with a set of binding sites for relevant transcription factors.

conclusionsUsing a new longitudinal approach, we expand the number of genetic loci putatively associated with pediatric bone gain. Functional follow-up in appropriate cell models finds novel candidate genes impacting bone accrual. Our data also raise the possibility that the cell fate decision between osteogenic and adipogenic lineages is important in normal bone accrual.

Indexed as

Bone and BonesGenome-Wide Association StudyAdolescentBone DensityBone DevelopmentBone DiseasesChildChild, PreschoolChromatinChromosome MappingCross-Sectional StudiesFemaleGene EditingGene ExpressionGenetic Predisposition to DiseaseGenomicsChromatinNuclear ProteinsPRPF39 protein, humanRNA-Binding ProteinsBone developmentChromatinCRISPRGene mappingGenome-wide association studyLongitudinal analysisOsteoblastsOsteogenesisSkeletal development

Identifiers

PMID33397451
PMCPMC7780623
OpenAlexW3118862598

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.