Introduction to radiomics

ME Mayerhoefer, A Materka, G Langs… - Journal of Nuclear …, 2020 - Soc Nuclear Med
Radiomics is a rapidly evolving field of research concerned with the extraction of quantitative
metrics—the so-called radiomic features—within medical images. Radiomic features capture …

Tumour evolution in hepatocellular carcinoma

AJ Craig, J Von Felden, T Garcia-Lezana… - Nature reviews …, 2020 - nature.com
Hepatocellular carcinoma (HCC), the most common form of primary liver cancer, typically
develops on the background of chronic liver disease and is an aggressive disease with …

Prognostic value of deep learning PET/CT-based radiomics: potential role for future individual induction chemotherapy in advanced nasopharyngeal carcinoma

H Peng, D Dong, MJ Fang, L Li, LL Tang, L Chen… - Clinical Cancer …, 2019 - AACR
Purpose: We aimed to evaluate the value of deep learning on positron emission tomography
with computed tomography (PET/CT)–based radiomics for individual induction …

VEGF-C mediates tumor growth and metastasis through promoting EMT-epithelial breast cancer cell crosstalk

D Kong, H Zhou, D Neelakantan, CJ Hughes, JY Hsu… - Oncogene, 2021 - nature.com
It is well established that a subset of cells within primary breast cancers can undergo an
epithelial-to-mesenchymal transition (EMT), although the role of EMT in metastasis remains …

The emerging links between chromosomal instability (CIN), metastasis, inflammation and tumour immunity

AE Tijhuis, SC Johnson, SE McClelland - Molecular cytogenetics, 2019 - Springer
Many cancers possess an incorrect number of chromosomes, a state described as
aneuploidy. Aneuploidy is often caused by Chromosomal Instability (CIN), a process of …

High-resolution clonal mapping of multi-organ metastasis in triple negative breast cancer

GV Echeverria, E Powell, S Seth, Z Ge… - Nature …, 2018 - nature.com
Most triple negative breast cancers (TNBCs) are aggressively metastatic with a high degree
of intra-tumoral heterogeneity (ITH), but how ITH contributes to metastasis is unclear. Here …

The potential role of leptin in tumor invasion and metastasis

A Ray, MP Cleary - Cytokine & growth factor reviews, 2017 - Elsevier
The adipocyte-released hormone-like cytokine/adipokine leptin behaves differently in
obesity compared to its functions in the normal healthy state. In obese individuals, elevated …

Phenotypic heterogeneity and metastasis of breast cancer cells

LA Hapach, SP Carey, SC Schwager, PV Taufalele… - Cancer research, 2021 - AACR
Although intratumoral genomic heterogeneity can impede cancer research and treatment,
less is known about the effects of phenotypic heterogeneities. To investigate the role of cell …

Machine learning models predict overall survival and progression free survival of non-surgical esophageal cancer patients with chemoradiotherapy based on CT …

Y Cui, Z Li, M Xiang, D Han, Y Yin, C Ma - Radiation Oncology, 2022 - Springer
Purpose To construct machine learning models for predicting progression free survival
(PFS) and overall survival (OS) with esophageal squamous cell carcinoma (ESCC) patients …

Subclonal heterogeneity and evolution in breast cancer

I Mavrommati, F Johnson, GV Echeverria… - NPJ Breast Cancer, 2021 - nature.com
Subclonal heterogeneity and evolution are characteristics of breast cancer that play a
fundamental role in tumour development, progression and resistance to current therapies. In …