Evidence map›Paper›PMID 41551931›Full record

ArticleNAR genomics and bioinformatics2026

CAMP: a modular metagenomics analysis system for integrated multistep data exploration.

Lauren Mak, Braden Tierney, Wei Wei, Cynthia Ronkowski, Rodolfo Brizola Toscan, Berk Turhan, Michael Toomey, Juan Sebastian Andrade-Martínez, Chenlian Fu, Alexander G Lucaci and 21 more

Abstract read
In one paragraph

Article in NAR genomics and bioinformatics, 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

5 · Who and what money

Authors and funding

31 authors.

Lauren MakTri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, 10065 NY, United States.ORCID https://orcid.org/0000-0002-2414-7838
Braden TierneyDepartment of Systems and Computational Biomedicine, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Wei WeiDepartment of Systems and Computational Biomedicine, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Cynthia RonkowskiDepartment of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, 90033  CA, United States.
Rodolfo Brizola ToscanMałopolska Centre of Biotechnology, Jagiellonian University, 30-387 Kraków, Poland.
Berk TurhanTri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Michael ToomeyTri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Juan Sebastian Andrade-MartínezTri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Chenlian FuTri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Alexander G LucaciDepartment of Systems and Computational Biomedicine, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Arthur Henrique Barrios SolanoDepartment of Biochemistry, Institute of Chemistry, Universidade de São Paulo, 05508-900 São Paulo, Brazil.
João Carlos SetubalDepartment of Biochemistry, Institute of Chemistry, Universidade de São Paulo, 05508-900 São Paulo, Brazil.ORCID https://orcid.org/0000-0001-9174-2816
James R HenriksenNatural Resource Ecology Laboratory, Colorado State University, 80521 CO, United States.
Sam ZimmermanBroad Institute of MIT and Harvard, 02142 MA, United States.
Malika KopbayevaMathematics Institute, University of Warwick, CV4 7AL Coventry, UK.
Anna NoyvertNazarbayev Intellectual School of Physics and Math, 050000 Almaty, Kazakhstan.
Zana IwanSchool of Molecular and Theoretical Biology, 51010 Tartu, Estonia.
Shraman KarSchool of Molecular and Theoretical Biology, 51010 Tartu, Estonia.
Nikita NakazawaSchool of Molecular and Theoretical Biology, 51010 Tartu, Estonia.
Dmitry MeleshkoTri-Institutional Computational Biology & Medicine Program, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Dmytro HoryslavetsInstitute of Molecular Biology and Genetics, NASU, 03680 Kyiv, Ukraine.
Valeriia KantsypaInstitute of Molecular Biology and Genetics, NASU, 03680 Kyiv, Ukraine.
Alina FrolovaInstitute of Molecular Biology and Genetics, NASU, 03680 Kyiv, Ukraine.
Andre KahlesETH Zurich, 8092 Zurich, Switzerland.
David DankoBiotia, 11101 NY, United States.
Eran ElhaikDepartment of Biology, Lund University, 223 62 Sweden.
Pawel LabajMałopolska Centre of Biotechnology, Jagiellonian University, 30-387 Kraków, Poland.
Serghei MangulDepartment of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, 90033  CA, United States.ORCID https://orcid.org/0000-0003-4770-3443
International MetaSUB Consortium
Christopher E MasonDepartment of Systems and Computational Biomedicine, Weill Cornell Medicine of Cornell University, 10065 NY, United States.
Iman HajirasoulihaDepartment of Systems and Computational Biomedicine, Weill Cornell Medicine of Cornell University, 10065 NY, United States.ORCID https://orcid.org/0000-0002-0600-3371

Funding

VAST Center: Viromes Across Space(s) and TimeU54AG089334 · NIA · STANFORD UNIVERSITY · PI Inmaculada de Melo-Martin · 2025 to 2026
$13.3M
Metagenomic profiling of urinary cell-free DNA to monitor urinary tract infection after kidney transplantationR01AI151059 · NIAID · CORNELL UNIVERSITY · PI DADHANIA, DARSHANA, DE VLAMINCK, IWIJN · 2020 to 2024
$3.4M
Tri-Institutional Training Program in Computational Biology & MedicineT32GM083937 · NIGMS · WEILL MEDICAL COLL OF CORNELL UNIV · PI CHRISTINI, DAVID J. · 2009 to 2018
$3.1M
Improving Metagenomic Analysis with Novel Algorithms and TechnologiesR35GM138152 · NIGMS · WEILL MEDICAL COLL OF CORNELL UNIV · PI Iman Hajirasouliha · 2020 to 2026
$2.5M
NIAID NIH HHS R01 AI151059NIA NIH HHS U54 AG089334NIGMS NIH HHS R35 GM138152NIGMS NIH HHS T32 GM083937
6 · The paper itself

Abstract

Computational analysis of large-scale metagenomics sequencing datasets provides valuable isolate-level taxonomic and functional insights from complex microbial communities. However, the ever-expanding ecosystem of metagenomics-specific methods and file formats makes designing scalable workflows and seamlessly exploring output data increasingly challenging. Although one-click bioinformatics pipelines can help organize these tools into workflows, they face compatibility and maintainability challenges that can prevent replication. To address the gap in easily extensible yet robustly distributable metagenomics workflows, we have developed the Core Analysis Modular Pipeline (CAMP), a module-based metagenomics analysis system written in Snakemake, with a standardized module and directory architecture. Each module can run independently or in sequence to produce target data formats (e.g. short-read preprocessing alone or followed by

Indexed as

Computational BiologyMetagenomicsSoftwareWorkflow

Identifiers

PMID41551931
PMCPMC12809600

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.