Genetics

Latest AI and machine learning research in genetics for healthcare professionals.

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Autoencoders for genomic variation analysis.

Modern biobanks are providing numerous high-resolution genomic sequences of diverse populations. In order to account for diverse and admixed populations, new algorithmic tools are needed in order to properly capture the genetic composition of populations. Here, we explore deep learning techniques, namely, variational autoencoders (VAEs), to process genomic data from a population perspective. We sh...

Jan 20 2026 41558827

Machine learning prediction for AML based on 3D genome selected circRNA.

Acute myeloid leukemia (AML) is a clinically aggressive hematologic malignancy driven by complex genetic and epigenetic aberrations. Circular RNAs (circRNAs), characterized by covalently closed structures and exceptional stability, have emerged as promising diagnostic biomarkers. However, existing circRNA-based predictive models largely depend on differential expression, overlooking the potential ...

Jan 20 2026 41559113
Prediction of myeloid malignant cells in Fanconi anemia using machine learning.

Fanconi anemia (FA) is an inherited bone marrow failure syndrome with cancer predisposition. Most FA patients develop aplastic anemia during childhood...

Jan 20 2026 41557613
Cell death-related gene signatures as dual-function biomarkers: Early diagnosis and therapeutic targeting in Staphylococcus aureus pneumonia.

BACKGROUND: Staphylococcus aureus (S. aureus) pneumonia constitutes a lethal respiratory infection with persistently high clinical mortality. Although...

Jan 20 2026 41557688
Semantic code clone detection using hybrid intermediate representations and BiLSTM networks.

Semantic code clone detection plays an essential role in software maintenance and quality assurance, as it helps uncover fragments of code that expres...

Jan 20 2026 41557716
Zero-shot deep learning with multi-objective optimization improves thermostability of zearalenone hydrolase and xylanase.

Enhancing enzyme thermostability is crucial for industrial applications requiring robust performance under extreme conditions. Structure-based protein...

Jan 19 2026 41565015
Evolution of the gut microbiome in infancy: recent advances.

PURPOSE OF REVIEW: The early-life gut microbiome is a dynamic ecosystem that alongside other niches, such as the oral and skin microbiomes, undergoes ...

Jan 19 2026 41576417
Integrative omics approaches for bioactive metabolite discovery in marine macroalgae: Recent advances and future perspectives.

Phlorotannins, bromophenols, sulfated polysaccharides, terpenoids, lipids and halogenated molecules exhibit potent antioxidant, anticancer, anti-infla...

Jan 19 2026 41565115
Progress of lateral flow assays for the detection of molecular and microbial species: from basic formats to microfluids, CRISPR and artificial intelligence.

Lateral flow assays (LFAs) have garnered much interest in the biomedical and agricultural sciences because of their user-friendly design, quick turnar...

Jan 19 2026 41479351
The Macroevolution of Filamentation Morphology Across the Saccharomycotina Yeast Subphylum.

Saccharomycotina are a subphylum of ascomycete fungi with diverse asexual growth morphologies. Filamentous growth can comprise linear and branched bud...

Jan 19 2026 41553345
Dynamont: A comprehensive cross-species comparison of ONT segmentation tools.

BACKGROUND: Oxford Nanopore Technologies (Oxford Nanopore Technologies (ONT)) sequencing enables direct, long-read sequencing of DNA and RNA, preservi...

Jan 19 2026 41553355
Fibroblast-like cells accumulate late in human coronary atherosclerosis contributing to necrotic core formation.

AIMS: Proliferation of arterial smooth muscle cells (SMCs) and their modulation to alternative mesenchymal phenotypes is central to atherosclerotic le...

Jan 19 2026 41553378
Decoding Non-Neuronal Mechanisms and Therapeutic Targets in Huntington's Disease Through Integrative Transcriptomics and Machine Learning.

Huntington's disease (HD) is a rare, inherited neurodegenerative disorder caused by the expanded CAG repeats in the huntingtin gene. The HD domain sti...

Jan 19 2026 41553597
Development and Validation of a Urinary Exosomal miRNA Diagnostic Panel for Early Detection of Esophageal Cancer.

Esophageal squamous cell carcinoma (ESCC) remains a leading cause of cancer-related mortality, with early detection being challenging. Although endosc...

Jan 19 2026 41553857
The DNA dialect: a comprehensive guide to pretrained genomic language models.

Following their success in natural language processing and protein biology, pretrained large language models have started appearing in genomics in lar...

Jan 19 2026 41555097
CT deep learning radiomics and genomics for predicting staging of epithelial ovarian cancer.

BACKGROUND: Accurate preoperative staging is critical for improving the prognosis, treatment, and survival outcomes of epithelial ovarian cancer (EOC)...

Jan 19 2026 41556167
Integrated multi-omics analysis of prognostic model and immune microenvironment in intrahepatic cholangiocarcinoma.

BACKGROUND: Intrahepatic cholangiocarcinoma (iCCA) is an aggressive malignancy originating from the epithelial lining of second-order bile ducts. Desp...

Jan 19 2026 41558145
Transformer-based feature extraction approach for hematopoietic cancer subtype classification.

Accurate classification of hematopoietic cancer subtypes remains challenging due to the multipotent nature of hematopoietic cells and the absence of d...

Jan 19 2026 41558385
Establishment of threshold of human gut microbes and risk assessment system for colorectal cancer.

BACKGROUND: Being involved in the occurrence of colorectal cancer (CRC), gut microbes are potential targets for early diagnosis of CRC. Defining the t...

Jan 19 2026 41558386
Insights into the interplay between stroke and depression through lipid metabolism-related diagnostic genes.

Stroke, a result of acute cerebrovascular disease that causes cerebral dysfunction, often coexists with depression or even major depressive disorder (...

Jan 18 2026 41547864
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