Evidence map›Paper›PMID 40580448›Full record

ArticleBioinformatics (Oxford, England)2025

PloverDB: a high-performance platform for serving biomedical knowledge graphs as standards-compliant web APIs.

Amy K Glen, Eric W Deutsch, Stephen A Ramsey

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors.

Amy K GlenSchool of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR 97331, United States.ORCID 0000-0003-3691-2290
Eric W DeutschInstitute for Systems Biology, Seattle, WA 98109, United States.ORCID 0000-0001-8732-0928
Stephen A RamseySchool of Electrical Engineering and Computer Science, Oregon State University, Corvallis, OR 97331, United States.ORCID 0000-0002-2168-5403

Funding

Biomedical Data Translator Development of Autonomous Relay Agent: ARAXOT2TR003428 · NCATS · OREGON STATE UNIVERSITY · PI DEUTSCH, ERIC, KOSLICKI, DAVID · 2020 to 2024
$5.6M
Biomedical Data Translator Technical Feasibility Assessment of Reasoning Tool: Oregon State UniversityOT2TR002520 · NCATS · OREGON STATE UNIVERSITY · PI DEUTSCH, ERIC, RAMSEY, STEPHEN A. · 2018 to 2019
$1.4M
NCATS NIH HHS OT2 TR002520NCATS NIH HHS OT2TR002520NCATS NIH HHS OT2 TR003428NCATS NIH HHS OT2TR003428NIH HHS
6 · The paper itself

Abstract

summaryKnowledge graphs are increasingly being used to integrate heterogeneous biomedical knowledge and data. General-purpose graph database management systems such as Neo4j are often used to host and search knowledge graphs, but such tools come with overhead and leave biomedical-specific standards compliance and reasoning to the user. Interoperability across biomedical knowledge bases and reasoning systems necessitates the use of standards such as those adopted by the Biomedical Data Translator consortium. We present PloverDB, a comprehensive software platform for hosting and efficiently serving biomedical knowledge graphs as standards-compliant web application programming interfaces. In addition to fundamental back-end knowledge reasoning tasks, PloverDB automatically handles entity resolution, exposure of standardized metadata and test data, and multiplexing of knowledge graphs, all in a single platform designed specifically for efficient query answering and ease of deployment. PloverDB increases data accessibility and utility by allowing data providers to quickly serve their biomedical knowledge graphs as standards-compliant web services. AVAILABILITY AND IMPLEMENTATION: PloverDB's source code and technical documentation are publicly available under an MIT License at github:RTXteam/PloverDB, archived on Zenodo at doi:10.5281/zenodo.15454600.

Indexed as

Computational BiologyComputer GraphicsDatabase Management SystemsInternetSoftwareDatabases, FactualUser-Computer Interface

Identifiers

PMID40580448
PMCPMC12255876

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.