A systematic review on biomarker identification for cancer diagnosis and prognosis in multi-omics: from computational needs to machine learning and deep learning
Biomarkers, also known as biological markers, are substances like transcripts,
deoxyribonucleic acid (DNA), genes, proteins, and metabolites that indicate whether a …
deoxyribonucleic acid (DNA), genes, proteins, and metabolites that indicate whether a …
[HTML][HTML] Artificial intelligence assists precision medicine in cancer treatment
J Liao, X Li, Y Gan, S Han, P Rong, W Wang… - Frontiers in …, 2023 - frontiersin.org
Cancer is a major medical problem worldwide. Due to its high heterogeneity, the use of the
same drugs or surgical methods in patients with the same tumor may have different curative …
same drugs or surgical methods in patients with the same tumor may have different curative …
Diagnostic classification of cancers using extreme gradient boosting algorithm and multi-omics data
B Ma, F Meng, G Yan, H Yan, B Chai, F Song - Computers in biology and …, 2020 - Elsevier
Accurate diagnostic classification of cancers can greatly help physicians to choose
surveillance and treatment strategies for patients. Following the explosive growth of huge …
surveillance and treatment strategies for patients. Following the explosive growth of huge …
MAGE: automatic diagnosis of autism spectrum disorders using multi-atlas graph convolutional networks and ensemble learning
Currently, it is still a great challenge in clinical practice to accurately diagnose autism
spectrum disorder (ASD). To address this challenge, in this study we propose a method for …
spectrum disorder (ASD). To address this challenge, in this study we propose a method for …
An update on the prognostic and predictive serum biomarkers in metastatic prostate cancer
H Saxby, C Mikropoulos, S Boussios - Diagnostics, 2020 - mdpi.com
Serum biomarkers are molecules produced by normal and abnormal cells. Prostate specific
antigen (PSA) is an example of a serum biomarker used widely in the diagnosis and …
antigen (PSA) is an example of a serum biomarker used widely in the diagnosis and …
Identification of blood protein biomarkers associated with prostate cancer risk using genetic prediction models: analysis of over 140,000 subjects
Prostate cancer (PCa) brings huge public health burden in men. A growing number of
conventional observational studies report associations of multiple circulating proteins with …
conventional observational studies report associations of multiple circulating proteins with …
An integrated approach to biomarker discovery reveals gene signatures highly predictive of cancer progression
Current cancer biomarkers present variability in their predictive power and demonstrate
limited clinical efficacy, possibly due to the lack of functional relevance of biomarker genes …
limited clinical efficacy, possibly due to the lack of functional relevance of biomarker genes …
Prediction of tumor location in prostate cancer tissue using a machine learning system on gene expression data
O Hamzeh, A Alkhateeb, J Zheng, S Kandalam… - BMC …, 2020 - Springer
Background Finding the tumor location in the prostate is an essential pathological step for
prostate cancer diagnosis and treatment. The location of the tumor–the laterality–can be …
prostate cancer diagnosis and treatment. The location of the tumor–the laterality–can be …
Proteomic analysis of prostate cancer FFPE samples reveals markers of disease progression and aggressiveness
V Lygirou, K Fasoulakis, R Stroggilos, M Makridakis… - Cancers, 2022 - mdpi.com
Simple Summary Prostate cancer (PCa) is the second most frequently diagnosed type of
cancer in men. The lack of tools for accurate risk assessment is causing over-treatment of …
cancer in men. The lack of tools for accurate risk assessment is causing over-treatment of …
A hierarchical machine learning model to discover gleason grade-specific biomarkers in prostate cancer
O Hamzeh, A Alkhateeb, JZ Zheng, S Kandalam… - Diagnostics, 2019 - mdpi.com
(1) Background: One of the most common cancers that affect North American men and men
worldwide is prostate cancer. The Gleason score is a pathological grading system to …
worldwide is prostate cancer. The Gleason score is a pathological grading system to …