Single-cell multiomics: technologies and data analysis methods

J Lee, DY Hyeon, D Hwang - Experimental & Molecular Medicine, 2020 - nature.com
Advances in single-cell isolation and barcoding technologies offer unprecedented
opportunities to profile DNA, mRNA, and proteins at a single-cell resolution. Recently, bulk …

DNA methylation-based predictors of health: applications and statistical considerations

PD Yousefi, M Suderman, R Langdon… - Nature Reviews …, 2022 - nature.com
DNA methylation data have become a valuable source of information for biomarker
development, because, unlike static genetic risk estimates, DNA methylation varies …

Machine learning for integrating data in biology and medicine: Principles, practice, and opportunities

M Zitnik, F Nguyen, B Wang, J Leskovec… - Information …, 2019 - Elsevier
New technologies have enabled the investigation of biology and human health at an
unprecedented scale and in multiple dimensions. These dimensions include a myriad of …

[HTML][HTML] Integrated multi-omics analyses in oncology: a review of machine learning methods and tools

G Nicora, F Vitali, A Dagliati, N Geifman… - Frontiers in …, 2020 - frontiersin.org
In recent years, high-throughput sequencing technologies provide unprecedented
opportunity to depict cancer samples at multiple molecular levels. The integration and …

Roles and mechanisms of BAP1 deubiquitinase in tumor suppression

L Masclef, O Ahmed, B Estavoyer, B Larrivée… - Cell Death & …, 2021 - nature.com
The BAP1 gene has emerged as a major tumor suppressor mutated with various
frequencies in numerous human malignancies, including uveal melanoma, malignant …

Hypermethylation of gene body CpG islands predicts high dosage of functional oncogenes in liver cancer

M Arechederra, F Daian, A Yim, SK Bazai… - Nature …, 2018 - nature.com
Epigenetic modifications such as aberrant DNA methylation reshape the gene expression
repertoire in cancer. Here, we used a clinically relevant hepatocellular carcinoma (HCC) …

[PDF][PDF] Probing the tumor suppressor function of BAP1 in CRISPR-engineered human liver organoids

B Artegiani, L van Voorthuijsen, RGH Lindeboom… - Cell Stem Cell, 2019 - cell.com
The deubiquitinating enzyme BAP1 is a tumor suppressor, among others involved in
cholangiocarcinoma. BAP1 has many proposed molecular targets, while its Drosophila …

Single-cell transcriptome profiling of the stepwise progression of head and neck cancer

JH Choi, BS Lee, JY Jang, YS Lee, HJ Kim… - Nature …, 2023 - nature.com
Head and neck squamous cell carcinoma (HNSCC) undergoes stepwise progression from
normal tissues to precancerous leukoplakia, primary HNSCC, and metastasized tumors. To …

Prognostic cancer gene expression signatures: current status and challenges

Y Qian, J Daza, T Itzel, J Betge, T Zhan, F Marmé… - Cells, 2021 - mdpi.com
Current staging systems of cancer are mainly based on the anatomical extent of disease.
They need refinement by biological parameters to improve stratification of patients for tumor …

Integrative genomics identifies a convergent molecular subtype that links epigenomic with transcriptomic differences in autism

G Ramaswami, H Won, MJ Gandal, J Haney… - Nature …, 2020 - nature.com
Autism spectrum disorder (ASD) is a phenotypically and genetically heterogeneous
neurodevelopmental disorder. Despite this heterogeneity, previous studies have shown …