Evidence map›Paper›PMID 41543250›Full record

ArticlemSystems2026

Picophytoplankton implicated in productivity and biogeochemistry in the North Pacific Transition Zone.

Rebecca S Key, Sacha N Coesel, Mary R Gradoville, Rhonda L Morales, Hanna Farnelid, Jonathan P Zehr, E Virginia Armbrust, Bryndan P Durham

Abstract read
In one paragraph

Article in mSystems, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

8 authors.

Rebecca S KeyDepartment of Biology, Genetics Institute, University of Florida, Gainesville, Florida, USA.ORCID 0000-0002-9516-1645
Sacha N CoeselSchool of Oceanography, University of Washington, Seattle, Washington, USA.ORCID 0000-0001-9422-8388
Mary R GradovilleColumbia River Inter-Tribal Fish Commission, Portland, Oregon, USA.ORCID 0000-0002-2468-000X
Rhonda L MoralesSchool of Oceanography, University of Washington, Seattle, Washington, USA.ORCID 0000-0003-0662-6234
Hanna FarnelidOcean Sciences Department, University of California Santa Cruz, Santa Cruz, California, USA.ORCID 0000-0003-3083-7437
Jonathan P ZehrOcean Sciences Department, University of California Santa Cruz, Santa Cruz, California, USA.ORCID 0000-0002-5691-5408
E Virginia ArmbrustSchool of Oceanography, University of Washington, Seattle, Washington, USA.ORCID 0000-0001-7865-5101
Bryndan P DurhamDepartment of Biology, Genetics Institute, University of Florida, Gainesville, Florida, USA.ORCID 0000-0002-2253-157X

Funding

Simons Foundation 00012203Simons Foundation 426570SPSimons Foundation 721244Simons Foundation 724220Simons Foundation 823165, 999397
6 · The paper itself

Abstract

Marine phytoplankton are central to global seascapes, acting as key conduits in element cycling and oceanic food webs. Phytoplankton cell size spans several orders of magnitude (0.2 to >200 µm) and is an important trait that governs metabolism. However, the vast taxonomic diversity within phytoplankton size classes makes it challenging to link specific taxa to bulk community changes in productivity and elemental stoichiometry. To explore phytoplankton biogeography and biogeochemical roles in field populations, we analyzed 3 years of 16S and 18S rRNA gene amplicon sequencing variant (ASV) data alongside biochemical measurements across the dynamic latitudinal gradient of the North Pacific Transition Zone. We identified picophytoplankton community members associated with patterns in net community production (NCP), particulate organic carbon (POC), and particulate organic nitrogen (PON) and uncovered co-occurring species that may influence their growth and abundance. Multivariate linear mixed modeling revealed that the occurrence of chlorophytes explained 22.6% of NCP values, followed by stramenopiles and cyanobacteria. In contrast, POC and PON spatial patterns were best explained by chlorophyte and dinoflagellate spatial patterns. Weighted co-expression network analysis further showed NCP, POC, and PON correlations with a subset of ~40 ASVs belonging to chlorophytes, cyanobacteria, stramenopiles, haptophytes, and dinoflagellates that range in trophic strategy. Association network inference recapitulated these findings and revealed additional co-occurring phytoplankton, grazers, and heterotrophic bacteria. Together, our integrated computational analyses identified key picophytoplankton and co-occurring mixotrophs as major contributors to shaping regional biogeochemical dynamics in the North Pacific Ocean.IMPORTANCEPhytoplankton mediate key biogeochemical processes in dynamic oceanic transition zones. However, their vast cell size range and taxonomic diversity make it challenging to link specific taxa to bulk community changes in productivity and elemental stoichiometry. By integrating molecular and biogeochemical measurements from the North Pacific Transition Zone using combined network and multivariate modeling, we identified specific picophytoplankton strongly linked to community production and organic nutrients levels. These picophytoplankton included specific members of cyanobacteria, pelagophytes, haptophytes, and chlorophytes and formed tight associations with several nano- and pico-sized protistan mixotrophs, highlighting how top-down interactions and microbial consortia shape community structure and elemental fluxes. Our work establishes key microbial players that may control fundamental ecosystem processes like carbon and nitrogen cycling and offers a computational framework to track and identify "microbial neighborhoods" that underpin biogeochemical features of an ecosystem.

Indexed as

PhytoplanktonCarbonChlorophytaCyanobacteriaDinoflagellidaNitrogenPacific OceanRNA, Ribosomal, 16SRNA, Ribosomal, 18SSeawaterStramenopilesCarbonNitrogenRNA, Ribosomal, 16SRNA, Ribosomal, 18Sbiogeochemistrybioinformaticsco-occurrence networksmarine microbiologymicrobial interactionsmixed modelsnet community productionNorth Pacificoceanphytoplankton

Identifiers

PMID41543250
PMCPMC12911361

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.