Evidence map›Paper›PMID 35385099›Full record

ArticleG3 (Bethesda, Md.)2022

Breedbase: a digital ecosystem for modern plant breeding.

Nicolas Morales, Alex C Ogbonna, Bryan J Ellerbrock, Guillaume J Bauchet, Titima Tantikanjana, Isaak Y Tecle, Adrian F Powell, David Lyon, Naama Menda, Christiano C Simoes and 47 more

Abstract read
In one paragraph

Article in G3 (Bethesda, Md.), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.

0numbers the graph read from it
0cells of the map it votes in
35citing papers in PubMed
–field-weighted citation impact
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

35 citing papers in PubMed.

  1. Article
  2. Review
  3. Harnessing artificial intelligence in plant breeding: innovations in digital phenotyping and breeding methodologies.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026
    Review
  4. Review
  5. Article
  6. Article
  7. Article
  8. Article
  9. Spatial coordination between leaf gradient and temperature response in barley.The Plant journal : for cell and molecular biology · 2026
    Article
  10. Article
  11. Article
  12. Review
  13. Article
  14. Review
  15. Post-composing ontology terms for efficient phenotyping in plant breeding.Database : the journal of biological databases and curation · 2025
    Article
  16. Review
  17. Article
  18. Article
  19. 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

57 authors.

Nicolas MoralesBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-3600-0657
Alex C OgbonnaBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-2407-0930
Bryan J EllerbrockBoyce Thompson Institute, Ithaca, NY 14853, USA.
Guillaume J BauchetBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0003-3311-7726
Titima TantikanjanaBoyce Thompson Institute, Ithaca, NY 14853, USA.
Isaak Y TecleBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-8677-9793
Adrian F PowellBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-4617-3471
David LyonBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-1927-3565
Naama MendaBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-9117-8116
Christiano C SimoesBoyce Thompson Institute, Ithaca, NY 14853, USA.
Surya SahaBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-1160-1413
Prashant HosmaniBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0001-5722-4118
Mirella FloresBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-7759-1617
Naftali PanitzBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-8136-6738
Ryan S PrebleBoyce Thompson Institute, Ithaca, NY 14853, USA.
Afolabi AgbonaIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0002-9756-5432
Ismail RabbiIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0001-9966-2941
Peter KulakowIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0002-7574-2645
Prasad PetetiIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0002-6013-8947
Robert KawukiNaCCRI, Namulonge, Uganda.ORCID 0000-0002-5153-9191
Williams EsumaNaCCRI, Namulonge, Uganda.ORCID 0000-0003-4842-0605
Micheal KanaabiNaCCRI, Namulonge, Uganda.
Doreen M ChelangatNaCCRI, Namulonge, Uganda.ORCID 0000-0001-8785-521X
Ezenwanyi UbaNational Root Crops Research Institute (NRCRI), 463109 Umudike, Nigeria.
Adeyemi OlojedeNational Root Crops Research Institute (NRCRI), 463109 Umudike, Nigeria.ORCID 0000-0002-7253-5392
Joseph OnyekaNational Root Crops Research Institute (NRCRI), 463109 Umudike, Nigeria.
Trushar ShahIITA Nairobi, 30709-00100 Nairobi, Kenya.ORCID 0000-0002-0091-7981
Margaret KaranjaIITA Nairobi, 30709-00100 Nairobi, Kenya.ORCID 0000-0001-9328-7650
Chiedozie EgesiBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0002-9063-2727
Hale TufanCornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-5323-4244
Agre PaterneIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0003-1231-2530
Asrat AsfawIITA Abuja, 901101 Abuja, Nigeria.ORCID 0000-0002-4859-0631
Jean-Luc JanninkCornell University, Ithaca, NY 14853, USA.ORCID 0000-0003-4849-628X
Marnin WolfeCornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-5929-5785
Clay L BirkettCornell University, Ithaca, NY 14853, USA.ORCID 0000-0001-6183-7216
David J WaringCornell University, Ithaca, NY 14853, USA.ORCID 0000-0001-9971-9776
Jenna M HershbergerCornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-3147-6867
Michael A GoreCornell University, Ithaca, NY 14853, USA.ORCID 0000-0001-6896-8024
Kelly R RobbinsCornell University, Ithaca, NY 14853, USA.ORCID 0000-0001-9522-9585
Trevor RifeKansas State University, Manhattan, KS 66506, USA.ORCID 0000-0002-5974-6523
Chaney CourtneyKansas State University, Manhattan, KS 66506, USA.
Jesse PolandKansas State University, Manhattan, KS 66506, USA.ORCID 0000-0002-7856-1399
Elizabeth ArnaudBioversity-CIAT Alliance, 34397 Montpellier, France.ORCID 0000-0002-6020-5919
Marie-Angélique LaporteBioversity-CIAT Alliance, 34397 Montpellier, France.ORCID 0000-0002-8461-9745
Heneriko KulembekaTARI, 33518 Ukiriguru, Tanzania.
Kasele SalumTARI, 33518 Ukiriguru, Tanzania.
Emmanuel MremaTARI, 33518 Ukiriguru, Tanzania.
Allan BrownIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0001-9907-6125
Stanley BayoIITA Ibadan, 200001 Ibadan, Nigeria.
Brigitte UwimanaIITA Ibadan, 200001 Ibadan, Nigeria.ORCID 0000-0001-7460-9001
Violet AkechIITA Ibadan, 200001 Ibadan, Nigeria.
Craig YenchoNorth Carolina State University (NCSU), Raleigh, NC 27695, USA.ORCID 0000-0001-6583-0628
Bert de BoeckCIP, 15000 Lima, Peru.ORCID 0000-0001-5087-2622
Hugo CamposCIP, 15000 Lima, Peru.ORCID 0000-0003-0070-1336
Rony SwennenKU Leuven, 3000 Leuven, Belgium.ORCID 0000-0002-5258-9043
Jeremy D EdwardsUSDA-ARS, Stuttgart, AR 72160, USA.ORCID 0000-0002-0237-0932
Lukas A MuellerBoyce Thompson Institute, Ithaca, NY 14853, USA.ORCID 0000-0001-8640-1750

Funding

Gates Foundation INV-007637
6 · The paper itself

Abstract

Modern breeding methods integrate next-generation sequencing and phenomics to identify plants with the best characteristics and greatest genetic merit for use as parents in subsequent breeding cycles to ultimately create improved cultivars able to sustain high adoption rates by farmers. This data-driven approach hinges on strong foundations in data management, quality control, and analytics. Of crucial importance is a central database able to (1) track breeding materials, (2) store experimental evaluations, (3) record phenotypic measurements using consistent ontologies, (4) store genotypic information, and (5) implement algorithms for analysis, prediction, and selection decisions. Because of the complexity of the breeding process, breeding databases also tend to be complex, difficult, and expensive to implement and maintain. Here, we present a breeding database system, Breedbase (https://breedbase.org/, last accessed 4/18/2022). Originally initiated as Cassavabase (https://cassavabase.org/, last accessed 4/18/2022) with the NextGen Cassava project (https://www.nextgencassava.org/, last accessed 4/18/2022), and later developed into a crop-agnostic system, it is presently used by dozens of different crops and projects. The system is web based and is available as open source software. It is available on GitHub (https://github.com/solgenomics/, last accessed 4/18/2022) and packaged in a Docker image for deployment (https://hub.docker.com/u/breedbase, last accessed 4/18/2022). The Breedbase system enables breeding programs to better manage and leverage their data for decision making within a fully integrated digital ecosystem.

Indexed as

EcosystemPlant BreedingAlgorithmsCrops, AgriculturalSoftwarebreedingdatabasedigital agriculturedigital ecosystemgenome-based breedinggenomic selectiongenotypingopen source breeding softwarephenotypingpredictive breedingweb-based software

Identifiers

PMID35385099
PMCPMC9258556

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.