Evidence map›Paper›PMID 41754828›Full record

ArticlePharmaceuticals (Basel, Switzerland)2026

A Machine Learning-Enabled Venom Peptide Platform for Rapid Drug Discovery.

Fei Cai, Lijuan Zhou, Bryce Delgado, Wenping Chang, Jeffrey Tom, Evelyn Hernandez, Prajakta Joshi, Aimin Song, Matthieu Masureel, Henry R Maun and 2 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Pharmaceuticals (Basel, Switzerland), 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

12 authors.

Fei CaiDepartment of Biological Chemistry, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.ORCID 0000-0002-3742-6254
Lijuan ZhouDepartment of Biological Chemistry, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Bryce DelgadoDepartment of Structural Biology, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.ORCID 0000-0002-2228-3748
Wenping ChangDepartment of Peptide Therapeutics, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Jeffrey TomDepartment of Peptide Therapeutics, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Evelyn HernandezDepartment of BioMolecular Research, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Prajakta JoshiDepartment of BioMolecular Research, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Aimin SongDepartment of Peptide Therapeutics, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.ORCID 0000-0002-4845-8585
Matthieu MasureelDepartment of Structural Biology, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Henry R MaunDepartment of Biological Chemistry, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.
Andrew ChangDeepSeq.AI, 500 Lincoln Centre Drive, Building B, Suite 110, Foster City, CA 94404, USA.ORCID 0009-0003-8610-0474
Yingnan ZhangDepartment of Biological Chemistry, Genentech, 1 DNA Way, South San Francisco, CA 94080, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

machine learningphage displayvenom peptide library

Identifiers

PMID41754828
PMCPMC12943374

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.