Evidence map›Paper›PMID 35666198›Full record

ArticleGenetics2022

Combining GWAS and TWAS to identify candidate causal genes for tocochromanol levels in maize grain.

Di Wu, Xiaowei Li, Ryokei Tanaka, Joshua C Wood, Laura E Tibbs-Cortes, Maria Magallanes-Lundback, Nolan Bornowski, John P Hamilton, Brieanne Vaillancourt, Christine H Diepenbrock and 7 more

Open access · greenAbstract read
In one paragraph

Article in Genetics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed, 1 pooled it
2.5field-weighted citation impact, top 9% 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

14 citing papers in PubMed, 1 synthesis or guideline pooled it, 34 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Article
  6. Inferring causal direction between two traits using RAmerican journal of human genetics · 2024
    Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Predicting Gene Regulatory Interactions Using Natural Genetic Variation.Methods in molecular biology (Clifton, N.J.) · 2023
    Article
  12. Review
  13. Vitamin E synthesis and response in plants.Frontiers in plant science · 2022
    Review
  14. 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

17 authors at 6 institutions in 1 country.

Di WuPlant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-5775-8029
Xiaowei LiPlant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-4850-1301
Ryokei TanakaPlant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-3479-377X
Joshua C WoodDepartment of Crop & Soil Sciences, Institute of Plant Breeding, Genetics, & Genomics, University of Georgia, Athens, GA 30602, USA.ORCID 0000-0002-7691-6088
Laura E Tibbs-CortesDepartment of Agronomy, Iowa State University, Ames, IA 50011, USA.ORCID 0000-0003-3188-6820
Maria Magallanes-LundbackDepartment of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA.ORCID 0000-0001-5826-6897
Nolan BornowskiDepartment of Plant Biology, Michigan State University, East Lansing, MI 48824, USA.ORCID 0000-0003-0317-6944
John P HamiltonDepartment of Crop & Soil Sciences, Institute of Plant Breeding, Genetics, & Genomics, University of Georgia, Athens, GA 30602, USA.ORCID 0000-0002-8682-5526
Brieanne VaillancourtDepartment of Crop & Soil Sciences, Institute of Plant Breeding, Genetics, & Genomics, University of Georgia, Athens, GA 30602, USA.ORCID 0000-0002-6795-5173
Christine H DiepenbrockDepartment of Plant Sciences, University of California, Davis, Davis, CA 95616, USA.ORCID 0000-0001-8411-0343
Xianran LiUnited States Department of Agriculture, Agricultural Research Service, Wheat Health, Genetics, and Quality Research Unit, Pullman, WA 99164, USA.ORCID 0000-0002-4252-6911
Nicholas T DeasonDepartment of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA.ORCID 0000-0002-2218-2699
Gregory R SchoenbaumDepartment of Agronomy, Iowa State University, Ames, IA 50011, USA.ORCID 0000-0001-7767-9531
Jianming YuDepartment of Agronomy, Iowa State University, Ames, IA 50011, USA.ORCID 0000-0001-5326-3099
C Robin BuellDepartment of Crop & Soil Sciences, Institute of Plant Breeding, Genetics, & Genomics, University of Georgia, Athens, GA 30602, USA.ORCID 0000-0002-6727-4677
Dean DellaPennaDepartment of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA.ORCID 0000-0001-9505-7883
Michael A GorePlant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA.ORCID 0000-0001-6896-8024
Michigan State University · USUniversity of Georgia · USCornell University · USIowa State University · USAgricultural Research Service · USUniversity of California, Davis · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Tocochromanols (tocopherols and tocotrienols, collectively vitamin E) are lipid-soluble antioxidants important for both plant fitness and human health. The main dietary sources of vitamin E are seed oils that often accumulate high levels of tocopherol isoforms with lower vitamin E activity. The tocochromanol biosynthetic pathway is conserved across plant species but an integrated view of the genes and mechanisms underlying natural variation of tocochromanol levels in seed of most cereal crops remains limited. To address this issue, we utilized the high mapping resolution of the maize Ames panel of ∼1,500 inbred lines scored with 12.2 million single-nucleotide polymorphisms to generate metabolomic (mature grain tocochromanols) and transcriptomic (developing grain) data sets for genetic mapping. By combining results from genome- and transcriptome-wide association studies, we identified a total of 13 candidate causal gene loci, including 5 that had not been previously associated with maize grain tocochromanols: 4 biosynthetic genes (arodeH2 paralog, dxs1, vte5, and vte7) and a plastid S-adenosyl methionine transporter (samt1). Expression quantitative trait locus (eQTL) mapping of these 13 gene loci revealed that they are predominantly regulated by cis-eQTL. Through a joint statistical analysis, we implicated cis-acting variants as responsible for colocalized eQTL and GWAS association signals. Our multiomics approach provided increased statistical power and mapping resolution to enable a detailed characterization of the genetic and regulatory architecture underlying tocochromanol accumulation in maize grain and provided insights for ongoing biofortification efforts to breed and/or engineer vitamin E and antioxidant levels in maize and other cereals.

Indexed as

Edible GrainZea maysAntioxidantsGenome-Wide Association StudyHumansPlant BreedingPolymorphism, Single NucleotideTocopherolsVitamin EAntioxidantsTocopherolsVitamin EeQTLGWASmaizemetaboliteTWAS

Identifiers

PMID35666198
PMCPMC9339294
OpenAlexW4281667559

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.