Evidence map›Paper›PMID 41381898›Full record

ArticleNature methods2026

Scikit-bio: a fundamental Python library for biological omic data analysis.

Matthew Aton, Daniel McDonald, Jorge Cañardo Alastuey, Raeed Azom, Paarth Batra, Valentyn Bezshapkin, Evan Bolyen, Alexander Cagle, J Gregory Caporaso, Justine W Debelius and 22 more

Abstract readLetter
PubMed Publisher
In one paragraph

Article in Nature methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.

0numbers the graph read from it
0cells of the map it votes in
19citing 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

19 citing papers in PubMed.

  1. Trial
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Article
  19. 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

32 authors.

Matthew AtonBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Daniel McDonaldDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.
Jorge Cañardo AlastueyCollege of Engineering and Applied Science, University of Colorado Boulder, Boulder, CO, USA.ORCID http://orcid.org/0009-0005-6608-2859
Raeed AzomBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Paarth BatraBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Valentyn BezshapkinDepartment of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zurich, Zurich, Switzerland.
Evan BolyenPathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ, USA.ORCID http://orcid.org/0000-0002-5362-6782
Alexander CagleDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.ORCID http://orcid.org/0009-0009-8515-4335
J Gregory CaporasoPathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ, USA.ORCID http://orcid.org/0000-0002-8865-1670
Justine W DebeliusDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.
Kestrel GorlickPathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ, USA.
Nirmitha HamsanipallyBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Lars HungerGutz Analytics, LLC, Boulder, CO, USA.
Aryan KeluskarBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.ORCID http://orcid.org/0009-0000-4587-7955
Disen LiaoCheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada.
Yang Young LuCheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada.ORCID http://orcid.org/0000-0003-1686-5917
Jose A Navas-MolinaDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.ORCID http://orcid.org/0000-0003-4595-920X
Anders PitmanPathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ, USA.ORCID http://orcid.org/0009-0000-0925-5753
Jai Ram RideoutPathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ, USA.ORCID http://orcid.org/0000-0003-2587-1454
Anton SazonovBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Bharath SathappanDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.
Karen Schwarzberg LipsonPathogen and Microbiome Institute, Northern Arizona University, Flagstaff, AZ, USA.
Igor SfiligoiSan Diego Supercomputer Center, University of California San Diego, La Jolla, CA, USA.ORCID http://orcid.org/0000-0002-9308-5327
Chris TapoBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Yoshiki Vázquez-BaezaCenter for Microbiome Innovation, University of California San Diego, La Jolla, CA, USA.ORCID http://orcid.org/0000-0001-6014-2009
Zijun WuBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA.
Zhenjiang Zech XuDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.ORCID http://orcid.org/0000-0003-1080-024X
Mingsong Sam YeSchool of Business, Stevens Institute of Technology, Hoboken, NJ, USA.
Jianshu ZhaoDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA.
Rob KnightDepartment of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, USA. rknight@ucsd.edu.ORCID http://orcid.org/0000-0002-0975-9019
James T MortonGutz Analytics, LLC, Boulder, CO, USA. jamie@gutzanalytics.com.
Qiyun ZhuBiodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, AZ, USA. qiyun.zhu@asu.edu.ORCID http://orcid.org/0000-0002-3568-6271

Funding

U.S. Department of Energy (DOE) DE-SC0024320
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

What OpenQuestion holds

Textmetadata
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.