Evidence map›Paper›PMID 38351138›Full record

ArticleCancer gene therapy2024

Utilizing nullomers in cell-free RNA for early cancer detection.

Austin Montgomery, Georgios Christos Tsiatsianis, Ioannis Mouratidis, Candace S Y Chan, Maria Athanasiou, Anastasios D Papanastasiou, Verena Kantere, Nikos Syrigos, Ioannis Vathiotis, Konstantinos Syrigos and 2 more

Open access · hybridAbstract read
In one paragraph

Article in Cancer gene therapy, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
4.0field-weighted citation impact, top 6% 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

14 citing papers in PubMed, 14 citations in OpenAlex.

  1. Review
  2. Review
  3. Zimin patterns in genomes.PLoS computational biology · 2026
    Article
  4. neomerDB: a comprehensive database of neomer biomarkers in cancer.Database : the journal of biological databases and curation · 2026
    Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. The topography of nullomer-emerging mutations and their relevance to human disease.Computational and structural biotechnology journal · 2025
    Article
  12. A survey of k-mer methods and applications in bioinformatics.Computational and structural biotechnology journal · 2024
    Review
  13. Article
  14. Article
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

12 authors at 5 institutions in 2 countries.

Austin MontgomeryInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, PA, USA.
Georgios Christos TsiatsianisInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, PA, USA.
Ioannis MouratidisInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, PA, USA.
Candace S Y ChanInstitute for Human Genetics, University of California San Francisco, San Francisco, CA, USA.
Maria AthanasiouSchool of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece.
Anastasios D PapanastasiouDepartment of Biomedical Sciences, University of West Attica, Athens, Greece.
Verena KantereSchool of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece.
Nikos SyrigosThird Department of Internal Medicine, Sotiria Hospital, National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.
Ioannis VathiotisThird Department of Internal Medicine, Sotiria Hospital, National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.
Konstantinos SyrigosThird Department of Internal Medicine, Sotiria Hospital, National and Kapodistrian University of Athens, School of Medicine, Athens, Greece.
Nelson S YeeNext Generation Therapies Program, Penn State Cancer Institute; Division of Hematology-Oncology, Department of Medicine, Penn State Health Milton S. Hershey Medical Center, Hershey, PA, USA.
Ilias Georgakopoulos-SoaresInstitute for Personalized Medicine, Department of Biochemistry and Molecular Biology, The Pennsylvania State University College of Medicine, Hershey, PA, USA. izg5139@psu.edu.ORCID 0000-0003-3641-1488
Pennsylvania State University · USNational and Kapodistrian University of Athens · GRNational Technical University of Athens · GRUniversity of California, San Francisco · USUniversity of West Attica · GR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Early detection of cancer can significantly improve patient outcomes; however, sensitive and highly specific biomarkers for cancer detection are currently missing. Nullomers are the shortest sequences that are absent from the human genome but can emerge due to somatic mutations in cancer. We examine over 10,000 whole exome sequencing matched tumor-normal samples to characterize nullomer emergence across exonic regions of the genome. We also identify nullomer emerging mutational hotspots within tumor genes. Finally, we provide evidence for the identification of nullomers in cell-free RNA from peripheral blood samples, enabling detection of multiple tumor types. We show multiple tumor classification models with an AUC greater than 0.9, including a hepatocellular carcinoma classifier with an AUC greater than 0.99.

Indexed as

Cell-Free Nucleic AcidsEarly Detection of CancerBiomarkers, TumorExome SequencingHumansMutationNeoplasmsBiomarkers, TumorCell-Free Nucleic Acids

Identifiers

PMID38351138
PMCPMC11192629
OpenAlexW4391818889

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.