Efficient statistical significance approximation for local similarity analysis of high-throughput time series data
Motivation: Local similarity analysis of biological time series data helps elucidate the
varying dynamics of biological systems. However, its applications to large scale high-throughput …
varying dynamics of biological systems. However, its applications to large scale high-throughput …
[HTML][HTML] Colorectal cancer prediction based on weighted gene co-expression network analysis and variational auto-encoder
D Ai, Y Wang, X Li, H Pan - Biomolecules, 2020 - mdpi.com
An effective feature extraction method is key to improving the accuracy of a prediction model.
From the Gene Expression Omnibus (GEO) database, which includes 13,487 genes, we …
From the Gene Expression Omnibus (GEO) database, which includes 13,487 genes, we …
[HTML][HTML] Predicting CRISPR/Cas9 repair outcomes by attention-based deep learning framework
X Liu, S Wang, D Ai - Cells, 2022 - mdpi.com
As a simple and programmable nuclease-based genome editing tool, the CRISPR/Cas9
system has been widely used in target-gene repair and gene-expression regulation. The DNA …
system has been widely used in target-gene repair and gene-expression regulation. The DNA …
Identifying local associations in biological time series: algorithms, statistical significance, and applications
D Ai, L Chen, J Xie, L Cheng, F Zhang… - Briefings in …, 2023 - academic.oup.com
Local associations refer to spatial–temporal correlations that emerge from the biological realm,
such as time-dependent gene co-expression or seasonal interactions between microbes. …
such as time-dependent gene co-expression or seasonal interactions between microbes. …
[HTML][HTML] Identifying gut microbiota associated with colorectal cancer using a zero-inflated lognormal model
D Ai, H Pan, X Li, Y Gao, G Liu, LC Xia - Frontiers in microbiology, 2019 - frontiersin.org
Colorectal cancer (CRC) is the third most common cancer worldwide. Its incidence is still
increasing, and the mortality rate is high. New therapeutic and prognostic strategies are …
increasing, and the mortality rate is high. New therapeutic and prognostic strategies are …
[HTML][HTML] Integrated metagenomic data analysis demonstrates that a loss of diversity in oral microbiota is associated with periodontitis
Background Periodontitis is an inflammatory disease affecting the tissues supporting teeth (periodontium).
Integrative analysis of metagenomic samples from multiple periodontitis …
Integrative analysis of metagenomic samples from multiple periodontitis …
[HTML][HTML] Ecological shifts of supragingival microbiota in association with pregnancy
W Lin, W Jiang, X Hu, L Gao, D Ai, H Pan… - Frontiers in cellular …, 2018 - frontiersin.org
Pregnancy is a physiological process with pronounced hormonal fluctuations in females,
and relatively little is known regarding how pregnancy influences the ecological shifts of …
and relatively little is known regarding how pregnancy influences the ecological shifts of …
[HTML][HTML] Using decision tree aggregation with random forest model to identify gut microbes associated with colorectal cancer
D Ai, H Pan, R Han, X Li, G Liu, LC Xia - Genes, 2019 - mdpi.com
The imbalance of human gut microbiota has been associated with colorectal cancer. In recent
years, metagenomics research has provided a large amount of scientific data enabling us …
years, metagenomics research has provided a large amount of scientific data enabling us …
Exercise benefits coronary heart disease
L Wang, D Ai, N Zhang - … Prevention and Treatment: From Molecular to …, 2017 - Springer
Coronary heart disease (CHD) is a group of diseases that include: no symptoms, angina,
myocardial infarction, ischemia cardiomyopathy and sudden cardiac death. And it results from …
myocardial infarction, ischemia cardiomyopathy and sudden cardiac death. And it results from …
[HTML][HTML] Association rule mining algorithms on high-dimensional datasets
D Ai, H Pan, X Li, Y Gao, D He - Artificial Life and Robotics, 2018 - Springer
The science of bioinformatics has been accelerating at a fast pace, introducing more features
and handling bigger volumes. However, these swift changes have, at the same time, posed …
and handling bigger volumes. However, these swift changes have, at the same time, posed …