Evidence map›Paper›PMID 42072433›Full record

ArticleBiomedicines2026

From Pyroptosis Heterogeneity to an Interpretable Prognostic Signature for Risk Stratification and Therapy Insights in Pancreatic Adenocarcinoma.

Xiangsen Zou, Peng Song, Shicong Song, Guowei Zhang, Wang Xiao, Tingkang Yang, Lin Zhou, Yixiong Lin

Abstract read
In one paragraph

Article in Biomedicines, 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

8 authors.

Xiangsen ZouDepartment of Hepatobiliary Surgery, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.ORCID 0009-0002-9810-6075
Peng SongDepartment of Hepatobiliary Surgery, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
Shicong SongDepartment of Geriatrics, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
Guowei ZhangDepartment of Hepatobiliary Surgery, Peking University Shenzhen Hospital, Shenzhen 518036, China.ORCID 0000-0002-1487-6340
Wang XiaoDepartment of Hepatobiliary Surgery, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.ORCID 0000-0002-3673-4044
Tingkang YangDepartment of Hepatobiliary Surgery, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
Lin ZhouDepartment of Endocrinology, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.
Yixiong LinDepartment of Hepatobiliary Surgery, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China.ORCID 0009-0002-2524-0775

Funding

Guangdong Provincial Natural Science Foundation 2023A1515012523National Natural Science Foundation of China 82170655National Natural Science Foundation of China 82274499
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

interpretable machine learningPAADpersonalized therapyprognostic modelpyroptosis heterogeneitytumor microenvironment

Identifiers

PMID42072433
PMCPMC13113290

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.