Evidence map›Paper›PMID 36967449›Full record

ArticleScientific reports2023

Artificial intelligence reveals dysregulation of osteosarcoma and cuproptosis-related biomarkers, PDHA1, CDKN2A and neutrophils.

Jie Jiang, Xinli Zhan, Jianxun Wei, Qie Fan, Haowen Li, Hao Li, Shuzhen Li, Yong Zhao, Guodong Yin, Lin Tang and 9 more

Open access · goldFull text read
In one paragraph

Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
1.5field-weighted citation impact, top 18% 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

9 citing papers in PubMed, 10 citations in OpenAlex.

  1. Review
  2. Review
  3. Musculoskeletal disorders: does cuproptosis hold the key?Frontiers in cell and developmental biology · 2026
    Review
  4. Review
  5. Article
  6. Article
  7. Review
  8. Cuproptosis and its potential role in musculoskeletal disease.Frontiers in cell and developmental biology · 2025
    Review
  9. Review
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

19 authors at 2 institutions in 1 country.

Jie JiangOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.ORCID 0000-0002-4599-1544
Xinli ZhanSpinal Orthopedic Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, People's Republic of China.ORCID 0000-0002-6936-481X
Jianxun WeiOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Qie FanOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Haowen LiOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Hao LiOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Shuzhen LiOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Yong ZhaoOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Guodong YinOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Lin TangOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Yongxiang WuOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Mindong LanOrthopedics, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Yijue QinDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Quan GuoDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Weicheng XuDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Ling LuDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Yanwei YangDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Yitian ZhangDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China.
Haishun QuDepartment of Traditional Chinese Medicine, Guangxi Academy of Medical Sciences, Guangxi Zhuang Autonomous Region People's Hospital, Nanning, 530016, People's Republic of China. 1179272217@qq.com.
The People's Hospital of Guangxi Zhuang Autonomous Region · CNGuangxi Medical University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

At present, the impact of cuproptosis-related genes in the study of osteosarcoma is largely unknown. Genome-wide data of osteosarcoma and controls were downloaded from 3 different databases, and specific diagnostic models associated with cuproptosis in osteosarcoma were constructed by support vector machines with artificial intelligence, random forest trees and LASSO regression. Differential analysis of immune cell infiltration was examined using routine blood data from 25,665 cases. Differential expression was examined using immunohistochemistry and PCR. PDHA1 and CDKN2A were obtained as specific cuproptosis-related biomarkers for osteosarcoma after artificial intelligence analysis. PDHA1, CDKN2A and neutrophils were differentially expressed in OS and control groups. PDHA1 and CDKN2A are significantly dysregulated in OS and are able to serve as biomarkers of OS.

Indexed as

ApoptosisBone NeoplasmsOsteosarcomaArtificial IntelligenceBiomarkersCopperCyclin-Dependent Kinase Inhibitor p16Cyclin-Dependent Kinase Inhibitor ProteinsHumansNeutrophilsBiomarkersCDKN2A protein, humanCopperCyclin-Dependent Kinase Inhibitor p16Cyclin-Dependent Kinase Inhibitor Proteins

Identifiers

PMID36967449
PMCPMC10040405
OpenAlexW4360964588

What OpenQuestion holds

Textfull text, public
LicenceCC BY
measurements read17
table measurements read4
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.