Evidence map›Paper›PMID 40635371›Full record

ReviewClinical and translational science2025

Announcing the Biomedical Data Translator: Initial Public Release.

Karamarie Fecho, Gwênlyn Glusman, Sergio E Baranzini, Chris Bizon, Matthew Brush, William Byrd, Lawrence Chung, Andrew Crouse, Eric Deutsch, Michel Dumontier and 32 more

Abstract readReview
In one paragraph

Review in Clinical and translational science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Review
  8. 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

42 authors.

Karamarie FechoRenaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0000-0002-6704-9306
Gwênlyn GlusmanInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0001-8060-5955
Sergio E BaranziniUniversity of California - San Francisco, San Francisco, California, USA.ORCID 0000-0003-0067-194X
Chris BizonRenaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0000-0002-9491-7674
Matthew BrushUniversity of North Carolina - Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0000-0002-1048-5019
William ByrdUniversity of Alabama - Birmingham, Birmingham, Alabama, USA.ORCID 0000-0003-4730-5293
Lawrence ChungColumbia University, New York, New York, USA.ORCID 0000-0002-6823-9275
Andrew CrouseUniversity of Alabama - Birmingham, Birmingham, Alabama, USA.ORCID 0000-0003-3499-6902
Eric DeutschInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0001-8732-0928
Michel DumontierInstitute of Data Science, Maastricht University, Maastricht, the Netherlands.ORCID 0000-0003-4727-9435
Aleksandra FoksinskaUniversity of Alabama - Birmingham, Birmingham, Alabama, USA.ORCID 0000-0002-1035-3294
Jennifer HadlockInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0001-6103-7606
Kaiwen HeUniversity of Alabama - Birmingham, Birmingham, Alabama, USA.ORCID 0000-0001-5510-6409
Sui HuangInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0002-3545-4665
Robert HubalRenaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0000-0003-2637-0918
Gregory M HydeDartmouth College, Hanover, New Hampshire, USA.ORCID 0000-0001-5608-5224
Sharat IsraniUniversity of California - San Francisco, San Francisco, California, USA.ORCID 0000-0003-0100-5826
Kelyne KenmogneRenaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0009-0007-5582-6597
David KoslickiPennsylvania State University, University Park, Pennsylvania, USA.ORCID 0000-0002-0640-954X
Jana Dorfman MarcetteMontana State University - Billings, Billings, Montana, USA.ORCID 0009-0003-0689-245X
Ewy A MatheNational Center for Advancing Translational Sciences, Bethesda, Maryland, USA.ORCID 0000-0003-4491-8107
Abrar MesbahCoVar, LLC, Durham, North Carolina, USA.ORCID 0009-0003-9477-1809
Sierra A T MoxonLawrence Berkeley National Laboratory, Berkeley, California, USA.ORCID 0000-0002-8719-7760
Christopher J MungallLawrence Berkeley National Laboratory, Berkeley, California, USA.ORCID 0000-0002-6601-2165
John OsborneUniversity of Alabama - Birmingham, Birmingham, Alabama, USA.ORCID 0000-0002-0851-1150
Carrie PasfieldRenaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0009-0001-4360-0458
Guangrong QinInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0001-8836-1246
Stephen A RamseyOregon State University, Corvallis, Oregon, USA.ORCID 0000-0002-2168-5403
Justin ReeseLawrence Berkeley National Laboratory, Berkeley, California, USA.ORCID 0000-0002-2170-2250
Jared C RoachInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0003-4524-0107
Reese RoseBeshenich Muir & Associates, LLC, Leavenworth, Kansas, USA.ORCID 0009-0002-4870-3613
Karthik SomanUniversity of California - San Francisco, San Francisco, California, USA.ORCID 0000-0002-3490-9306
Andrew I SuThe Scripps Research Institute, San Diego, California, USA.ORCID 0000-0002-9859-4104
Casey TaColumbia University, New York, New York, USA.ORCID 0000-0002-4679-805X
Gaurav VaidyaRenaissance Computing Institute, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.ORCID 0000-0003-0587-0454
Rosina WeberDrexel University, Philadelphia, Pennsylvania, USA.ORCID 0000-0001-7048-8812
Qi WeiInstitute for Systems Biology, Seattle, Washington, USA.ORCID 0000-0002-1481-2304
Mark WilliamsNational Center for Advancing Translational Sciences, Bethesda, Maryland, USA.ORCID 0000-0001-8020-916X
Chunlei WuThe Scripps Research Institute, San Diego, California, USA.ORCID 0000-0002-2629-6124
Colleen XuThe Scripps Research Institute, San Diego, California, USA.ORCID 0000-0003-2975-882X
Chase YakaboskiDartmouth College, Hanover, New Hampshire, USA.ORCID 0000-0002-2463-6711
Biomedical Data Translator Consortium

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The growing availability of biomedical data offers vast potential to improve human health, but the complexity and lack of integration of these datasets often limit their utility. To address this, the Biomedical Data Translator Consortium has developed an open-source knowledge graph-based system-Translator-designed to integrate, harmonize, and make inferences over diverse biomedical data sources. We announce here Translator's initial public release and provide an overview of its architecture, standards, user interface, and core features. Translator employs a scalable, federated, knowledge graph framework for the integration of clinical, genomic, pharmacological, and other biomedical knowledge sources, enabling query retrieval, inference, and hypothesis generation. Translator's user interface is designed to support the exploration of knowledge relationships and the generation of insights, without requiring deep technical expertise and gradually revealing more detailed evidence, provenance, and confidence information, as needed by a given user. To demonstrate Translator's application and impact, we highlight features of the user interface in the context of three real-world use cases: suggesting potential therapeutics for patients with rare disease; explaining the mechanism of action of a pipeline drug; and screening and validating drug candidates in a model organism. We discuss strengths and limitations of reasoning within a largely federated system and the need for rich concept modeling and deep provenance tracking. Finally, we outline future directions for enhancing Translator's functionality and expanding its data sources. Translator represents a significant step forward in making complex biomedical knowledge more accessible and actionable, aiming to accelerate translational research and improve patient care.

Indexed as

SoftwareDatabases, FactualHumansUser-Computer Interface

Identifiers

PMID40635371
PMCPMC12241707

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.