Results

PaperS7570

MAPS: pathologist-level cell type annotation from tissue images through machine learning

Muhammad Shaban, Yunhao Bai, Huaying Qiu, Shulin Mao, Jason Yeung, Yao Yu Yeo, Vignesh Shanmugam, Han Chen, Bokai Zhu, Jason L Weirather, Garry P Nolan, Margaret A Shipp, Scott J Rodig, Sizun Jiang, Faisal Mahmood. ebi.ac.uk. January 2, 2024.

MAPS uses expert-labelled protein-expression data to classify cells. The authors report strong results within datasets, while acknowledging leakage risk from splitting one patient’s CODEX image by cells. Performance falls across cohorts and competing methods sometimes do better. Nolan is a coauthor and supervisor; disclosed commercial interests, reporting differences and missing original materials accompany the findings.

Complete supplied article and supplement text read; original and tiny-label gaps
PaperS7571

Neurological, Cognitive, and Psychological Findings Among Survivors of Ebola Virus Disease From the 1995 Ebola Outbreak in Kikwit, Democratic Republic of Congo: A Cross-sectional Study

J Daniel Kelly, Nicole A Hoff, D’Andre Spencer, Kamy Musene, Matthew S Bramble, David McIlwain, Daniel Okitundu, Travis C Porco, George W Rutherford, M Maria Glymour, Zach Bjornson, Patrick Mukadi, Emile Okitolonda-Wemakoy, Garry P Nolan, Jean Jacques Muyembe-Tamfum, Anne W Rimoin. ebi.ac.uk. August 10, 2018.

A selected 2017 cross-sectional study compared 20 Ebola survivors with 187 contacts from the Kikwit outbreak community. Cognitive and psychological score associations do not establish persistent causal brain injury, clinical diagnoses or 22 years of longitudinal follow-up. Small samples, instrument limitations and inconsistent source values remain explicit. Nolan is a coauthor; no UAP programme is discussed.

Supplied article and supporting text read; original layouts unavailable
PaperS7482

The extra-islet pancreas supports autoimmunity in human type 1 diabetes

Graham L Barlow, Christian M Schürch, Salil S Bhate, Darci J Phillips, Arabella Young, Shen Dong, Hunter A Martinez, Gernot Kaber, Nadine Nagy, Sasvath Ramachandran, Janet Meng, Eva Korpos, Jeffrey A Bluestone, Garry P Nolan, Paul L Bollyky. ebi.ac.uk. April 15, 2025.

Barlow, Nolan and colleagues examine spatial immune patterns in a small diabetes donor study. The paper and its public reviews retain limits on selection, marker interpretation and causal inference; this is background biomedical research with no UAP-exposure cohort.

Paper text, figures and reviews read

A curated public selection. Source review describes what was read; it does not establish that a claim is true. Our research approach