ArticleApoptosis : an international journal on programmed cell death2024
Analysis and experimental validation of necroptosis-related molecular classification, immune signature and feature genes in Alzheimer's disease.
Article in Apoptosis : an international journal on programmed cell death, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 14 citations in OpenAlex.
- Deciphering the rules of regulated cell death subroutines by in silico methods.Journal of advanced research · 2026Review
- Single-cell sequencing analysis and machine learning model reveal aberrant TIM-3 expression in microglia during Alzheimer's disease progression.Journal of translational medicine · 2026Article
- Decoding Non-Neuronal Mechanisms and Therapeutic Targets in Huntington's Disease Through Integrative Transcriptomics and Machine Learning.Journal of molecular neuroscience : MN · 2026Article
- Death never dies: increasing impact of programmed cell death.Apoptosis : an international journal on programmed cell death · 2025Article
- Comprehensive analysis of KLHL35 expression and its prognostic value in cancer: implications for colorectal cancer diagnosis and therapy.Discover oncology · 2025Article
- The secreted protein PCYOX1L controls the surface expression of acid-sensing ion channel 1a.Science advances · 2025Article
- A cellular danse macabre: the choreography of programmed cell death.Apoptosis : an international journal on programmed cell death · 2025Article
- Identification and validation of pyroptosis-related genes in Alzheimer's disease based on multi-transcriptome and machine learning.Frontiers in aging neuroscience · 2025Article
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Authors and funding
9 authors at 3 institutions in 1 country.
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Abstract
Necroptosis, a programmed cell death pathway, has been demonstrated to be activated in Alzheimer's disease (AD). However, the precise role of necroptosis and its correlation with immune cell infiltration in AD remains unclear. In this study, we conducted non-negative matrix factorization clustering analysis to identify three subtypes of AD based on necroptosis-relevant genes. Notably, these subtypes exhibited varying necroptosis scores, clinical characteristics and immune infiltration signatures. Cluster B, characterized by high necroptosis scores, showed higher immune cell infiltration and was associated with a more severe pathology, potentially representing a high-risk subgroup. To identify potential biomarkers for AD within cluster B, we employed two machine learning algorithms: the least absolute shrinkage and selection operator regression and Random Forest. Subsequently, we identified eight feature genes (CARTPT, KLHL35, NRN1, NT5DC3, PCYOX1L, RHOQ, SLC6A12, and SLC38A2) that were utilized to develop a diagnosis model with remarkable predictive capacity for AD. Moreover, we conducted validation using bulk RNA-seq, single-nucleus RNA-seq, and in vivo experiments to confirm the expression of these feature genes. In summary, our study identified a novel necroptosis-related subtype of AD and eight diagnostic biomarkers, explored the roles of necroptosis in AD progression and shed new light for the clinical diagnosis and treatment of this disease.
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