Evidence map›Paper›PMID 35465231›Full record

ArticlePatterns (New York, N.Y.)2022

Chemical-induced gene expression ranking and its application to pancreatic cancer drug repurposing.

Thai-Hoang Pham, Yue Qiu, Jiahui Liu, Steven Zimmer, Eric O'Neill, Lei Xie, Ping Zhang

Open access · goldAbstract read
In one paragraph

Article in Patterns (New York, N.Y.), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.

0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed
2.3field-weighted citation impact, top 11% of its field
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

19 citing papers in PubMed, 28 citations in OpenAlex.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Review
  6. Review
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Review
  18. Review
  19. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors at 3 institutions in 2 countries.

Thai-Hoang PhamDepartment of Computer Science and Engineering, The Ohio State University, Columbus, OH 43210, USA.
Yue QiuPh.D. Program in Biology, The Graduate Center, The City University of New York, New York, NY 10016, USA.
Jiahui LiuDepartment of Oncology, University of Oxford, Oxford OX3 7DQ, UK.
Steven ZimmerEpiCombi.AI Therapeutics, Oxford OX7 3SB, UK.
Eric O'NeillDepartment of Oncology, University of Oxford, Oxford OX3 7DQ, UK.
Lei XiePh.D. Program in Biology, The Graduate Center, The City University of New York, New York, NY 10016, USA.
Ping ZhangDepartment of Computer Science and Engineering, The Ohio State University, Columbus, OH 43210, USA.
The Graduate Center, CUNY · USThe Ohio State University · USUniversity of Oxford · GB

Funding

Omics data integration and analysis for structure-based multi-target drug designR01GM122845 · NIGMS · NORTHEASTERN UNIVERSITY · PI Lei Xie · 2017 to 2026
$3.0M
Revealing Health Trajectories of Chronic Kidney Disease for Precision MedicineR01LM013771 · NLM · INDIANA UNIVERSITY INDIANAPOLIS · PI SU, JING, ZHANG, PENGYUE · 2022 to 2025
$1.7M
A Statistical Network Pharmacology Approach for Early Detection of Adverse Drug EventsR01GM141279 · NIGMS · OHIO STATE UNIVERSITY · PI ZHANG, PENGYUE, ZHANG, PING · 2021 to 2023
$937k
NIGMS NIH HHS R01 GM122845NIGMS NIH HHS R01 GM141279NLM NIH HHS R01 LM013771
6 · The paper itself

Abstract

Chemical-induced gene expression profiles provide critical information of chemicals in a biological system, thus offering new opportunities for drug discovery. Despite their success, large-scale analysis leveraging gene expressions is limited by time and cost. Although several methods for predicting gene expressions were proposed, they only focused on imputation and classification settings, which have limited applications to real-world scenarios of drug discovery. Therefore, a chemical-induced gene expression ranking (CIGER) framework is proposed to target a more realistic but more challenging setting in which overall rankings in gene expression profiles induced by

Indexed as

attentioncancer therapydrug repurposinggene expressiongraph neural networklearning-to-rankmachine learningpancreatic cancerphenotype screeningprecision medicine

Identifiers

PMID35465231
PMCPMC9023899
OpenAlexW4225463444

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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 Socratic graph.