Evidence map›Paper›PMID 41708854›Full record

ArticleNature2026

Clinical-grade autonomous cytopathology through whole-slide edge tomography.

Nao Nitta, Yuko Sugiyama, Takeaki Sugimura, Takahiko Ito, Koichi Ikebata, Hitoshi Abe, Shuhei Ishii, Hiroyuki Kanao, Nagisa Hosoya, Raihan Ull Islam and 22 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Nature, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

32 authors.

Nao Nitta *CYBO, Tokyo, Japan. nitta@cybo.co.jp.ORCID 0000-0002-9093-9016
Yuko Sugiyama *Department of Cytology, Cancer Institute Hospital of JFCR, Tokyo, Japan.
Takeaki SugimuraCYBO, Tokyo, Japan.ORCID 0000-0002-3744-2799
Takahiko ItoDepartment of Cytology, Cancer Institute Hospital of JFCR, Tokyo, Japan.
Koichi IkebataDepartment of Cytology, Cancer Institute Hospital of JFCR, Tokyo, Japan.
Hitoshi AbeDepartment of Cytology, Cancer Institute Hospital of JFCR, Tokyo, Japan.
Shuhei IshiiDepartment of Pathology, Cancer Institute Hospital of JFCR, Tokyo, Japan.
Hiroyuki KanaoDepartment of Gynecology, Cancer Institute Hospital of JFCR, Tokyo, Japan.
Nagisa HosoyaCYBO, Tokyo, Japan.
Raihan Ull IslamCYBO, Tokyo, Japan.
Aditya JainCYBO, Tokyo, Japan.
Meisam HasaniCYBO, Tokyo, Japan.
Joseph ZonghiCYBO, Tokyo, Japan.
Peter KohCYBO, Tokyo, Japan.
Yukihito MaseCYBO, Tokyo, Japan.
Miki KanematsuCYBO, Tokyo, Japan.
Noureldin M Z AliCYBO, Tokyo, Japan.ORCID 0009-0001-0446-4932
Yoshihiko MurataDepartment of Pathology, University of Tsukuba, Tsukuba, Japan.
Ayumi ShikamaDepartment of Obstetrics and Gynecology, University of Tsukuba, Tsukuba, Japan.
Yusuke KobayashiDepartment of Obstetrics and Gynecology, University of Tsukuba, Tsukuba, Japan.ORCID 0000-0002-4503-2845
Daisuke MatsubaraDepartment of Pathology, University of Tsukuba, Tsukuba, Japan.
Yukari HimejiKaetsu Comprehensive Health Development Center, Shibata, Japan.
Hiroshi NakamuraDepartment of Pathology, Juntendo University Urayasu Hospital, Urayasu, Japan.
Akane HashizumeDepartment of Pathology, Juntendo University Urayasu Hospital, Urayasu, Japan.
Miyaka UmemoriDepartment of Clinical Laboratory Technology, Juntendo University, Urayasu, Japan.
Hiroyuki OhsakiDepartment of Clinical Laboratory Technology, Juntendo University, Urayasu, Japan.
Yingdong LuoDepartment of Chemistry, University of Tokyo, Tokyo, Japan.ORCID 0000-0003-1781-9015
Tianben DingDepartment of Chemistry, University of Tokyo, Tokyo, Japan.ORCID 0000-0003-0710-2344
Fernando C SchmittRISE-Health, Department of Pathology, Medical Faculty of Porto University, Porto, Portugal.ORCID 0000-0003-1006-6946
Robert Y OsamuraCYBO, Tokyo, Japan.
Tomohiro ChibaDepartment of Cytology, Cancer Institute Hospital of JFCR, Tokyo, Japan. tomohiro.chiba@jfcr.or.jp.ORCID 0000-0003-4374-9997
Keisuke GodaCYBO, Tokyo, Japan. goda@chem.s.u-tokyo.ac.jp.ORCID 0000-0001-6302-6038

Funding

Ichimura Foundation for New Technology and Koto CityTokyo Metropolitan Small and Medium Enterprise Support Center, the Japan Agency for Medical Research and Development
6 · The paper itself

Abstract

Cytopathology, often abbreviated as cytology, has a central role in the early detection of cancer, such as cervical, lung and bladder cancers, owing to its speed, simplicity and minimally invasive nature

Indexed as

Artificial IntelligenceCytodiagnosisTomographyFemaleHumansPapillomavirus InfectionsROC CurveUterine Cervical Neoplasms

Identifiers

PMID41708854
PMCPMC12979202

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.