Advances in breast cancer risk modeling: Integrating clinics, imaging, pathology and artificial intelligence for personalized risk assessment

F Pesapane, O Battaglia, G Pellegrino… - Future …, 2023 - Taylor & Francis
Breast cancer risk models represent the likelihood of developing breast cancer based on
risk factors. They enable personalized interventions to improve screening programs …

A review of genetic variant databases and machine learning tools for predicting the pathogenicity of breast cancer

RM Ahmad, BR Ali, F Al-Jasmi, RO Sinnott… - Briefings in …, 2024 - academic.oup.com
Studies continue to uncover contributing risk factors for breast cancer (BC) development
including genetic variants. Advances in machine learning and big data generated from …

[HTML][HTML] Analysis of missense variants in the human genome reveals widespread gene-specific clustering and improves prediction of pathogenicity

M Quinodoz, VG Peter, K Cisarova… - The American Journal of …, 2022 - cell.com
We used a machine learning approach to analyze the within-gene distribution of missense
variants observed in hereditary conditions and cancer. When applied to 840 genes from the …

[HTML][HTML] Classification of 101 BRCA1 and BRCA2 variants of uncertain significance by cosegregation study: a powerful approach

SM Caputo, L Golmard, M Léone, F Damiola… - The American Journal of …, 2021 - cell.com
Up to 80% of BRCA1 and BRCA2 genetic variants remain of uncertain clinical significance
(VUSs). Only variants classified as pathogenic or likely pathogenic can guide breast and …

Smart variant filtering-A blueprint solution for massively parallel sequencing-based variant analysis

O Brahimllari, S Eloranta… - Health informatics …, 2024 - journals.sagepub.com
Massively parallel sequencing helps create new knowledge on genes, variants and their
association with disease phenotype. This important technological advancement …

Germline CDH1 G212E Missense Variant: Combining Clinical, In Vitro and In Vivo Strategies to Unravel Disease Burden

J Figueiredo, F Mercadillo, S Melo, A Barroso… - Cancers, 2021 - mdpi.com
Simple Summary Hereditary diffuse gastric cancer (HDGC) is an inherited cancer syndrome
associated with CDH1 germline mutations. The increasing detection of CDH1 genetic …

CHEK2 Alterations in Pediatric Malignancy: A Single-Institution Experience

E Abdelghani, KM Schieffer, CE Cottrell, A Audino… - Cancers, 2023 - mdpi.com
Simple Summary Pediatric malignancies rarely occur, with 12,000–15,000 cases per year in
the United States. Approximately 10% of pediatric cancers are thought to be secondary to …

MARGINAL: An Automatic Classification of Variants in BRCA1 and BRCA2 Genes Using a Machine Learning Model

V Karalidou, D Kalfakakou, A Papathanasiou, F Fostira… - Biomolecules, 2022 - mdpi.com
Implementation of next-generation sequencing (NGS) for the genetic analysis of hereditary
diseases has resulted in a vast number of genetic variants identified daily, leading to …

Negative molecular diagnostics in non-syndromic hearing loss: what next?

T Clabout, L Maes, F Acke, W Wuyts, K Van Schil… - Genes, 2022 - mdpi.com
Congenital hearing loss has an impact on almost every facet of life. In more than 50% of
cases, a genetic cause can be identified. Currently, extensive genetic testing is available …

From diagnostic testing to precision medicine: The evolving role of genomics in cardiac channelopathies and cardiomyopathies in children

MTK Bidzimou, AP Landstrom - Current opinion in genetics & development, 2022 - Elsevier
Pediatric sudden cardiac death (SCD) is the sudden unexpected death of a child or
adolescent due to a presumed cardiac etiology. Heritable causes of pediatric SCD are …