Evidence map›Paper›PMID 42207938›Full record

ReviewAnnual review of biomedical data science2026

Reclaiming Data, Restoring Health: The Indigenous Biomedical Data Science Renaissance.

Oliver J Bear Don't Walk Iv, Lauren W Yowelunh McLester-Davis, Dornell Pete, Danner Peter, Karina Hernandez-Hernandez, Alec J Calac, Valentín Q de la Sierra, Kelle Dhein, Kimiora Henare, Krystal S Tsosie

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Annual review of biomedical data science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Oliver J Bear Don't Walk IvDepartment of Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA; email: obdw4@uw.edu.
Lauren W Yowelunh McLester-DavisNative American Center for Health Professions, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Dornell PeteEpidemiology Program, Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington, USA.
Danner PeterDepartment of Biomedical Informatics and Medical Education, University of Washington, Seattle, Washington, USA; email: obdw4@uw.edu.
Karina Hernandez-HernandezSchool of Life Sciences, Arizona State University, Tempe, Arizona, USA.
Alec J CalacUniversity of California, San Diego School of Medicine, San Diego, California, USA.
Valentín Q de la SierraDepartment of International Health and Center for Indigenous Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA.
Kelle DheinSchool of Complex Adaptive Systems, Arizona State University, Tempe, Arizona, USA.
Kimiora HenareFaculty of Medical and Health Sciences, Waipapa Taumata Rau, University of Auckland, Auckland, New Zealand.
Krystal S TsosieSchool of Life Sciences, Arizona State University, Tempe, Arizona, USA.

Funding

MEDICAL SCIENTIST TRAINING PROGRAMT32GM007198 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI CHI, NEIL C, INSEL, PAUL A · 1985 to 2024
$29.3M
UC San Diego Medical Scientist Training ProgramT32GM154642 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Neil C Chi, Mary Kathleen Lewinski · 2025 to 2026
$2.9M
NATIVE RISE-Risk Identification for Suicide and Enhanced care for Native AmericansR01MH128518 · NIMH · JOHNS HOPKINS UNIVERSITY · PI Emily Haroz · 2023 to 2026
$2.4M
Preparing Indigenous Scientists to Lead Innovative Substance Use Research: The Native Children's Research Exchange Scholars ProgramR25DA061492 · NIDA · UNIVERSITY OF COLORADO DENVER · PI Jerreed Dean Ivanich, Michelle C Sarche · 2024 to 2026
$804k
Collaboratively Describing Community-Informed Social Drivers of Health for Patients Living with HIV: From Patient Perspectives to the Electronic Health RecordR00LM014579 · NLM · UNIVERSITY OF WASHINGTON · PI Oliver John Bear Don't Walk · 2025 to 2026
$498k
Assessing Helicobacter pylori and Diet to Develop Cancer Interventions in American Indian Communities in the SouthwestK00CA253685 · NCI · FRED HUTCHINSON CANCER CENTER · PI PETE, DORNELL · 2022 to 2025
$383k
NCI NIH HHS K00 CA253685NIDA NIH HHS R25 DA061492NIGMS NIH HHS T32 GM007198NIGMS NIH HHS T32 GM154642NIMH NIH HHS R01 MH128518NLM NIH HHS R00 LM014579
6 · The paper itself

Abstract

Indigenous Peoples are leading a renaissance in biomedical data science. Throughout this narrative review, we highlight advancements from leaders in this renaissance across four phases of biomedical data science: ethics and values that inform research, data harmonization, model development and assessment, and commercialization. In addition, we synthesize five teachings that advance biomedical data science: Indigenous sovereignty, ethical stewardship, relationality and trust, community prioritization, and Indigenous worldviews. We conclude with considerations for all biomedical data scientists, Indigenous People in biomedical data science, and Indigenous leaders leveraging biomedical data science to advance Indigenous health and well-being. This renaissance offers a road map for global biomedical systems to evolve beyond colonial legacies toward practices that uphold self-determination, restore balance, embody relationality, and promote the well-being of human and nonhuman kin.

Indexed as

Biomedical ResearchData ScienceHumansbioethicsbiomedical data sciencedata harmonizationIndigenous data sovereigntyIndigenous Peoples

Identifiers

PMID42207938
PMCPMC13349450

What OpenQuestion holds

Textmetadata
LicenceTDM
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.