ArticleFrontiers in cell and developmental biology2021
Integrative Analysis of Biomarkers Through Machine Learning Identifies Stemness Features in Colorectal Cancer.
Article in Frontiers in cell and developmental biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 19 citations in OpenAlex.
- KIF2C/MCAK a prognostic biomarker and its oncogenic potential in malignant progression, and prognosis of cancer patients: a systematic review and meta-analysis as biomarker.Critical reviews in clinical laboratory sciences · 2024Pooled it
- An integrated bulk and single-cell transcriptomic analysis reveals stemness-driven immune regulation and therapeutic vulnerability in colorectal cancer.Journal of Cancer · 2026Article
- ARHGAP44 gene: a cytoskeleton mobility-related modulator with implications in pan-cancer prognostic risk and immune regulation.Frontiers in oncology · 2026Article
- Application of artificial intelligence-based stemness index in cancer.Frontiers in oncology · 2025Review
- Cancer Stemness Online: A Resource for Investigating Cancer Stemness and Associations with Immune Response.Genomics, proteomics & bioinformatics · 2024Article
- Interaction of the intestinal cytokines-JAKs-STAT3 and 5 axes with RNA N6-methyladenosine to promote chronic inflammation-induced colorectal cancer.Frontiers in oncology · 2024Review
- Leveraging an immune cell signature to improve the survival and immunotherapy response of lung adenocarcinoma.Journal of Cancer · 2024Article
- Transcription factor ZEB1 coordinating with NuRD complex to promote oncogenesis through glycolysis in colorectal cancer.Frontiers in pharmacology · 2024Article
- Characterization of stem cell landscape and identification of stemness-relevant prognostic gene signature to aid immunotherapy in colorectal cancer.Stem cell research & therapy · 2022Article
- mRNAsi-related metabolic risk score model identifies poor prognosis, immunoevasive contexture, and low chemotherapy response in colorectal cancer patients through machine learning.Frontiers in immunology · 2022Article
- Development and validation of a hypoxia-stemness-based prognostic signature in pancreatic adenocarcinoma.Frontiers in pharmacology · 2022Article
- Identification and Validation of a Potential Stemness-Associated Biomarker in Hepatocellular Carcinoma.Stem cells international · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.