AI-Driven Rapid Screening and Characterization of Dipeptidyl Peptidase-IV (DPP-IV) Inhibitory Peptides from Goat Blood Proteins: An Integrative

Jingjie Tan, Sirong Huang, Dongjing Wu, Zhongquan Zhao, Yongju Zhao, Yu Fu, Wei Wu

Abstract read

In one paragraph

Article in Foods (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

7 authors.

Jingjie TanChongqing Key Laboratory of Herbivore Science, College of Animal Science and Technology, Southwest University, Chongqing 400715, China.

Sirong HuangCollege of Food Science, Southwest University, Chongqing 400715, China.

Dongjing WuCollege of Food Science, Southwest University, Chongqing 400715, China.

Zhongquan ZhaoChongqing Key Laboratory of Herbivore Science, College of Animal Science and Technology, Southwest University, Chongqing 400715, China.

Yongju ZhaoChongqing Key Laboratory of Herbivore Science, College of Animal Science and Technology, Southwest University, Chongqing 400715, China.ORCID 0000-0001-9256-8856

Yu FuCollege of Food Science, Southwest University, Chongqing 400715, China.

Wei WuChongqing Key Laboratory of Herbivore Science, College of Animal Science and Technology, Southwest University, Chongqing 400715, China.

Funding

Chongqing Modern Agricultural Industry Technology System CQMAITS202513Chongqing Postgraduate Research and Innovation Project CYS25174Collection, Utilization and Innovation of Germplasm Resources by Research Institutes and Enterprises of Chongqing, China cqnyncw-kqlhtxm

6 · The paper itself

Abstract

To enhance the screening efficiency of bioactive peptides, an AI-driven approach was employed to screen DPP-IV inhibitory peptides from goat blood proteins by an integrated

Indexed as

blood proteinDPP-IV inhibitory peptidesmachine learningmolecular dockingmolecular dynamics

Identifiers

PMID41596996

DOI10.3390/foods15020398

PMCPMC12840617

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.