Evidence map›Paper›PMID 41286535›Full record

ArticleInterdisciplinary sciences, computational life sciences2026

Protein-DNA Binding Sites Prediction via Integrating Pretrained Large Language Models and Contrastive Learning.

Zhen Feng, Hui Yu, Xiaoya Guan, Zhenyu Yue, Lichuan Gu, Ke Li, Xiaobo Zhou

Abstract read
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In one paragraph

Article in Interdisciplinary sciences, computational life sciences, 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.

Zhen FengSchool of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, 230036, China.
Hui YuSchool of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, 230036, China.
Xiaoya GuanDepartment of Statistics, the Chinese University of Hong Kong, Shatin, 999077, China.
Zhenyu YueSchool of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, 230036, China.
Lichuan GuSchool of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, 230036, China.
Ke LiSchool of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, 230036, China. like@ahau.edu.cn.ORCID http://orcid.org/0000-0002-3189-7354
Xiaobo ZhouSchool of Information and Artificial Intelligence, Anhui Agricultural University, Hefei, 230036, China. zxb@ahau.edu.cn.

Funding

Anhui Agricultural University Introduction and Stabilization of Talents Research Funding yj2020-74Anhui Provincial Quality Engineering Project of Higher Education Institutions 2022jyxm464Key Natural Science Research Project of Anhui Higher Education Institutions 2023AH053212National Natural Science Foundation of China 62301005National Natural Science Foundation of China 62371004Natural Science Foundation of Anhui Province 2308085QF197Scientific Research Foundation of Education Department of Anhui Province of China 2023AH051031University Synergy Innovation Program of Anhui Province GXXT-2022-041University Synergy Innovation Program of Anhui Province GXXT-2022-055
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Contrastive learningESM2Large language modelProtein-DNA binding site predictionProtT5

Identifiers

PMID41286535

What OpenQuestion holds

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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.