Evidence · Presentations and publications
Presented at ESMO and MAP. Under journal review.
MethyGlio, our cfDNA methylation liquid biopsy for glioma, has been presented to the field in oral presentations at ESMO and MAP congresses. The full manuscript is under journal review and is not yet published. This page sets out what has been presented, what is under review, and the peer-reviewed glioma work it builds on.
Oral and poster presentations
The MethyGlio evidence, presented to the field.
What has been presented
The atlas, the classifier and the first blood-based signatures.
- MAP Congress 2026, invited oral. The 15,606-sample harmonised atlas, the 57,425 CpG sites shared across array generations, and the six nested classification tasks from tumour detection to molecular class.
- ESMO Congress 2025, oral. DNA methylation-based epigenetic signatures for classification and non-invasive diagnosis of glioma.
- MAP Congress 2025, oral. The Transformer framework for glioma classification and non-invasive diagnosis.
- ESMO AI and Digital Oncology 2025, poster. Interpretable deep learning for glioma classification and liquid biopsy biomarker discovery.
The MethyGlio study · manuscript under peer review
The full MethyGlio manuscript, not yet published.
- Atlas and model. A harmonised atlas of 15,606 methylation profiles and a hierarchical Transformer model, with 99.2% glioma subtype accuracy under locked, leakage-controlled evaluation.
- Independent clinical evaluation. In an independent cohort of 68 consecutively enrolled neurosurgical patients, the locked model, with no retraining, achieved an AUC of 0.958 for tumour entity (61 evaluable patients) and, among the 27 glioma samples, 0.955 for subtype, 0.953 for grade and 0.903 for molecular class.
- Circulating biomarker discovery. Candidate cfDNA methylation markers, with proof-of-concept serum-to-tumour concordance at selected loci in a small number of matched cases. Larger prospective blood-based studies are required.
- Status. The manuscript has not yet completed peer review, so these results are data on file. MethyGlio is research-stage and is not approved for clinical diagnosis.
Oral presentations
Invited oral
MethyGlio: a 15,606-sample methylation atlas supporting six clinically aligned decisions
MAP Congress 2026 (Molecular Analysis for Precision Oncology) · London, United Kingdom · 10 to 11 September 2026
Oral · ESMO Merit Award
DNA methylation-based epigenetic signatures for classification and non-invasive diagnosis of gliomas
ESMO Congress 2025 · Berlin, Germany · 20 October 2025
Oral · MAP Merit Travel Grant
DNA methylation-based epigenetic signatures for glioma classification and non-invasive diagnosis: a Transformer framework integrating cachexia risk assessment
MAP Congress 2025 · Paris, France · 15 to 16 September 2025
Poster presentations
Poster · ESMO AI Merit Travel Grant
DNA methylation profiling with interpretable deep learning for glioma classification and liquid biopsy biomarker discovery
ESMO AI and Digital Oncology Congress 2025, poster 38P · Berlin, Germany · 30 September to 1 October 2025
Poster · ESMO Merit Travel Grant
Large-scale genome-wide association study and fine mapping uncover key genetic loci and credible genes of glioma
ESMO Congress 2025, poster 2115 · Berlin, Germany · 17 to 21 October 2025
Poster
Genome-wide association study and fine mapping uncover novel genetic loci and credible genes of glioma
ESMO AI and Digital Oncology Congress 2025, poster 12P · Berlin, Germany · 30 September to 1 October 2025
Poster
Genome-wide association study and fine mapping uncover novel genetic loci and credible genes of glioma
MAP Congress 2025, poster 213 · Paris, France · 15 to 16 September 2025
Poster · Cancer Cachexia Society Best Poster Award
DNA methylation-based epigenetic signatures for glioma classification and non-invasive diagnosis: a Transformer framework integrating cachexia risk assessment
8th Cancer Cachexia Conference · Turin, Italy · 25 to 27 September 2025
Ten national oral presentations in China between 2021 and 2025, including the Chinese Medical Association Neurosurgery Branch annual meetings (Kunming 2024, Suzhou 2025), the Chinese Neurosurgical Society (Haikou 2023), the Chinese Medical Doctor Association Neurosurgery Branch (Xiamen 2024) and the Chinese Society for Neuroscience Neuro-Oncology Conference (Changchun 2025).
Peer-reviewed publications
The published glioma work it builds on.
These papers are tissue-based studies of glioma biology, methylation and prognosis. They are the foundation for MethyGlio rather than liquid biopsy studies themselves.
Featured, open access · glioma biology and methylation

Frontiers in Molecular Biosciences · 2022
Modification patterns of DNA methylation-related lncRNAs regulating genomic instability for improving clinical outcomes and tumour microenvironment characterisation of lower-grade gliomas
first authorRead ↗

European Journal of Medical Research · 2023
N7-methylguanosine regulator-mediated methylation modification patterns and characterisation of the immune microenvironment in lower-grade glioma
first authorRead ↗

Aging · 2021
Identification and validation of a novel eight mutant-derived lncRNA signature as a prognostic biomarker for genome instability in low-grade glioma
first authorRead ↗

Molecular Medicine · 2023
CRISPR-Cas9 screening identified lethal genes enriched in the Hippo kinase pathway and of predictive significance in primary low-grade glioma
co-first authorRead ↗

Journal of Translational Medicine · 2023
Integrated machine learning survival framework based on mitochondrial function and cell death patterns in a large multicentre cohort for lower-grade glioma
co-first authorRead ↗
Other relevant publications
18 peer-reviewed papers, 2021 to 2026
- 2026Early SOX9 activation primes Hippo-YAP/TAZ rewiring during glioblastoma stemness acquisitionco-author
Journal of Cellular and Molecular Medicine
- 2026co-author
Genome-wide association study identifies novel pleiotropic loci linking glioma susceptibility to systemic metabolic traits and vascular-glial-immune annotations
Molecular Therapy
- 2025Global, regional and national burden of brain and central nervous system cancer, with a secondary analysis of retinoblastoma, 1990 to 2021first author
World Neurosurgery
- 2025Multi-omics and functional dissection of IGFBP-3 as a prognostic and immune driver in gliomasecond author
Journal of Radiation Research and Applied Sciences
- 2024Global, regional and national burden of brain and central nervous system cancers for males, 1990 to 2021, with predictions for the next 25 yearsfirst author
Neuroepidemiology
- 2024co-first author
- 2023Radiogenomic landscape: assessment of specific phagocytosis regulators in lower-grade gliomasfirst author
Experimental Biology and Medicine
- 2023N7-methylguanosine regulator-mediated methylation modification patterns and characterisation of the immune microenvironment in lower-grade gliomafirst author
European Journal of Medical Research
- 2023Genomic profiling of a lower-grade glioma subtype with distinct molecular and clinicopathological characteristics via altered DNA damage repair featuresfirst author
Journal of Molecular Neuroscience
- 2023Integrated machine learning survival framework based on mitochondrial function and cell death patterns in a large multicentre cohort for lower-grade gliomaco-first author
Journal of Translational Medicine
- 2023CRISPR-Cas9 screening identified lethal genes enriched in the Hippo kinase pathway and of predictive significance in primary low-grade gliomaco-first author
Molecular Medicine
- 2022Modification patterns of DNA methylation-related lncRNAs regulating genomic instability for improving clinical outcomes and tumour microenvironment characterisation of lower-grade gliomasfirst author
Frontiers in Molecular Biosciences
- 2022N6-methyladenosine RNA methylation regulator-related alternative splicing gene signature as a prognostic predictor and in immune microenvironment characterisation of low-grade gliomafirst author
Frontiers in Genetics
- 2022An innovative prognostic model based on an autophagy-related lncRNA signature for low-grade gliomafirst author
Molecular and Cellular Biochemistry
- 2022Identification of VASH1 as a potential prognostic biomarker of lower-grade glioma by quantitative proteomics and experimental verificationco-author
Journal of Oncology
- 2021first author
- 2021Integrated gene expression and methylation analyses identify DLL3 as a biomarker for prognosis of malignant gliomafirst author
Journal of Molecular Neuroscience
- 2021An individualised prognostic signature of lower-grade glioma based on nine immune-related lncRNAsfirst author
Clinical Neurology and Neurosurgery
Collaborate with Cerelume
Help bring a clearer signal to brain tumour care.
References
- 1Maimaiti A. MethyGlio: a 15,606-sample methylation atlas supporting six clinically aligned decisions. Invited oral presentation, MAP Congress 2026, London; 10 to 11 September 2026.
- 2Maimaiti A, et al. MethyGlio: cfDNA methylation and liquid biopsy for glioma classification. Manuscript under journal review. Data on file, Cerelume; 2026.
- 3ORCID record for Aierpati Maimaiti, 0000-0002-6876-3165, and Semantic Scholar author record (h-index). Accessed September 2026. orcid.org/0000-0002-6876-3165
Publication details are from Crossref and the ORCID record, and each listed paper links to its DOI. Presentation details are from the authors' conference record. Faces of other delegates in the congress photograph have been blurred.