Harnessing multimodal data integration to advance precision oncology

KM Boehm, P Khosravi, R Vanguri, J Gao… - Nature Reviews …, 2022 - nature.com
Advances in quantitative biomarker development have accelerated new forms of data-driven
insights for patients with cancer. However, most approaches are limited to a single mode of …

Artificial intelligence in cancer imaging: clinical challenges and applications

WL Bi, A Hosny, MB Schabath, ML Giger… - CA: a cancer journal …, 2019 - Wiley Online Library
Judgement, as one of the core tenets of medicine, relies upon the integration of multilayered
data with nuanced decision making. Cancer offers a unique context for medical decisions …

Single-cell spatial immune landscapes of primary and metastatic brain tumours

E Karimi, MW Yu, SM Maritan, LJM Perus… - Nature, 2023 - nature.com
Single-cell technologies have enabled the characterization of the tumour microenvironment
at unprecedented depth and have revealed vast cellular diversity among tumour cells and …

[HTML][HTML] Glioblastoma hijacks neuronal mechanisms for brain invasion

V Venkataramani, Y Yang, MC Schubert, E Reyhan… - Cell, 2022 - cell.com
Glioblastomas are incurable tumors infiltrating the brain. A subpopulation of glioblastoma
cells forms a functional and therapy-resistant tumor cell network interconnected by tumor …

Cell type and gene expression deconvolution with BayesPrism enables Bayesian integrative analysis across bulk and single-cell RNA sequencing in oncology

T Chu, Z Wang, D Pe'er, CG Danko - Nature Cancer, 2022 - nature.com
Inferring single-cell compositions and their contributions to global gene expression changes
from bulk RNA sequencing (RNA-seq) datasets is a major challenge in oncology. Here we …

The rsna-asnr-miccai brats 2021 benchmark on brain tumor segmentation and radiogenomic classification

U Baid, S Ghodasara, S Mohan, M Bilello… - arXiv preprint arXiv …, 2021 - arxiv.org
The BraTS 2021 challenge celebrates its 10th anniversary and is jointly organized by the
Radiological Society of North America (RSNA), the American Society of Neuroradiology …

Glioma progression is shaped by genetic evolution and microenvironment interactions

FS Varn, KC Johnson, J Martinek, JT Huse… - Cell, 2022 - cell.com
The factors driving therapy resistance in diffuse glioma remain poorly understood. To identify
treatment-associated cellular and genetic changes, we analyzed RNA and/or DNA …

Transcriptome analysis reveals tumor microenvironment changes in glioblastoma

Y Hoogstrate, K Draaisma, SA Ghisai, L van Hijfte… - Cancer Cell, 2023 - cell.com
A better understanding of transcriptional evolution of IDH-wild-type glioblastoma may be
crucial for treatment optimization. Here, we perform RNA sequencing (RNA-seq)(n= 322 test …

Hypoxic niches attract and sequester tumor-associated macrophages and cytotoxic T cells and reprogram them for immunosuppression

A Sattiraju, S Kang, B Giotti, Z Chen, VJ Marallano… - Immunity, 2023 - cell.com
Glioblastoma (GBM), a highly lethal brain cancer, is notorious for immunosuppression, but
the mechanisms remain unclear. Here, we documented a temporospatial patterning of tumor …

Interrogation of the microenvironmental landscape in brain tumors reveals disease-specific alterations of immune cells

F Klemm, RR Maas, RL Bowman, M Kornete, K Soukup… - Cell, 2020 - cell.com
Brain malignancies encompass a range of primary and metastatic cancers, including low-
grade and high-grade gliomas and brain metastases (BrMs) originating from diverse …