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相关论文: Cross-Platform DNA Methylation Classifier for the …

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Medulloblastoma (MB) is the most common malignant brain tumor in childhood. The diagnosis is generally based on the microscopic evaluation of histopathological tissue slides. However, visual-only assessment of histopathological patterns is…

图像与视频处理 · 电气工程与系统科学 2021-09-14 Marcel Bengs , Michael Bockmayr , Ulrich Schüller , Alexander Schlaefer

DNA microarray technology enables the simultaneous measurement of expression levels of thousands of genes, thereby facilitating the understanding of the molecular mechanisms underlying complex diseases such as brain tumors and the…

机器学习 · 计算机科学 2025-08-29 Emine Akpinar , Batuhan Hangun , Murat Oduncuoglu , Oguz Altun , Onder Eyecioglu , Zeynel Yalcin

Cell-free DNA (cfDNA) analysis is a powerful, minimally invasive tool for monitoring disease progression, treatment response, and early detection. A major challenge, however, is accurately determining the tissue of origin, especially in…

基因组学 · 定量生物学 2025-06-03 Keng-Jung Lee , Dharanya Sampath , Konstantinos Mavrommatis

DNA Methylation has been the most extensively studied epigenetic mark. Usually a change in the genotype, DNA sequence, leads to a change in the phenotype, observable characteristics of the individual. But DNA methylation, which happens in…

基因组学 · 定量生物学 2018-07-26 Soham Chatterjee , Archana Iyer , Satya Avva , Abhai Kollara , Malaikannan Sankarasubbu

We present a nonparametric Bayesian method for disease subtype discovery in multi-dimensional cancer data. Our method can simultaneously analyse a wide range of data types, allowing for both agreement and disagreement between their…

基因组学 · 定量生物学 2013-04-16 Richard S. Savage , Zoubin Ghahramani , Jim E. Griffin , Paul Kirk , David L. Wild

A novel method to classify human cells is presented in this work based on the transform-domain method on DNA methylation data. DNA methylation profile variations are observed in human cells with the progression of disease stages, and the…

基因组学 · 定量生物学 2020-01-01 Xueyuan Zhao , Dario Pompili

Cancer and its subtypes constitute approximately 30% of all causes of death globally and display a wide range of heterogeneity in terms of clinical and molecular responses to therapy. Molecular subtyping has enabled the use of precision…

定量方法 · 定量生物学 2024-07-11 Anwar Khan , Boreom Lee

Medulloblastoma (MB) is a primary central nervous system tumor and the most common malignant brain cancer among children. Neuropathologists perform microscopic inspection of histopathological tissue slides under a microscope to assess the…

图像与视频处理 · 电气工程与系统科学 2021-09-15 Marcel Bengs , Satish Pant , Michael Bockmayr , Ulrich Schüller , Alexander Schlaefer

Breast cancer has long been a prominent cause of mortality among women. Diagnosis, therapy, and prognosis are now possible, thanks to the availability of RNA sequencing tools capable of recording gene expression data. Molecular subtyping…

机器学习 · 计算机科学 2021-11-11 Sheetal Rajpal , Virendra Kumar , Manoj Agarwal , Naveen Kumar

DNA methylation is a well-studied genetic modification crucial to regulate the functioning of the genome. Its alterations play an important role in tumorigenesis and tumor-suppression. Thus, studying DNA methylation data may help biomarker…

基因组学 · 定量生物学 2018-04-16 Fabrizio Celli , Fabio Cumbo , Emanuel Weitschek

DNA methylation is a significant driver of cell-type heterogeneity and has been implicated in various regulatory processes ranging from cell differentiation to imprinting. As the methyl group is embedded in the DNA molecule, assessing DNA…

定量方法 · 定量生物学 2023-04-13 Aleksa Krsmanovic

Many researches demonstrated that the DNA methylation, which occurs in the context of a CpG, has strong correlation with diseases, including cancer. There is a strong interest in analyzing the DNA methylation data to find how to distinguish…

基因组学 · 定量生物学 2020-01-29 Hong Yu , Zhanyu Ma

Epigenetic alterations have an important role in the development of several types of cancer. Epigenetic studies generate a large amount of data, which makes it essential to develop novel models capable of dealing with large-scale data. In…

机器学习 · 计算机科学 2021-02-22 del Amor Rocío , Colomer Adrián , Monteagudo Carlos , Naranjo Valery

DNA methylation is a well-studied genetic modification that regulates gene transcription of Eukaryotes. Its alternations have been recognized as a significant component of cancer development. In this study, we use the DNA methylation 450k…

组织与器官 · 定量生物学 2021-01-05 Shen Jia , Yulin Zhang , Yiming Mao , Jiawei Gao , Yixuan Chen , Yuxuan Jiang , Haochen Luo , Kebo Lv , Jionglong Su

Although melanoma occurs more rarely than several other skin cancers, patients' long term survival rate is extremely low if the diagnosis is missed. Diagnosis is complicated by a high discordance rate among pathologists when distinguishing…

DNA methylation is an epigenetic mechanism that regulates gene expression by adding methyl groups to DNA. Abnormal methylation patterns can disrupt gene expression and have been linked to cancer development. To quantify DNA methylation,…

图像与视频处理 · 电气工程与系统科学 2025-04-09 Manahil Raza , Muhammad Dawood , Talha Qaiser , Nasir M. Rajpoot

Neuroblastoma (NB), a leading cause of childhood cancer mortality, exhibits significant histopathological variability, necessitating precise subtyping for accurate prognosis and treatment. Traditional diagnostic methods rely on subjective…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Huangwei Chen , Yifei Chen , Zhenyu Yan , Mingyang Ding , Chenlei Li , Zhu Zhu , Feiwei Qin

Alzheimer's disease (AD) is a multifactorial neurodegenerative disorder characterized by progressive cognitive decline and widespread epigenetic dysregulation in the brain. DNA methylation, as a stable yet dynamic epigenetic modification,…

基因组学 · 定量生物学 2026-01-05 Gang Qu , Guanghao Li , Zhongming Zhao

Multiple myeloma cancer is a type of blood cancer that happens when the growth of abnormal plasma cells becomes out of control in the bone marrow. There are various ways to diagnose multiple myeloma in bone marrow such as complete blood…

图像与视频处理 · 电气工程与系统科学 2021-05-14 Afshin Bozorgpour , Reza Azad , Eman Showkatian , Alaa Sulaiman

A mutation in the DNA of a single cell that compromises its function initiates leukemia,leading to the overproduction of immature white blood cells that encroach upon the space required for the generation of healthy blood cells.Leukemia is…

计算机视觉与模式识别 · 计算机科学 2025-01-27 Md. Abu Ahnaf Mollick , Md. Mahfujur Rahman , D. M. Asadujjaman , Abdullah Tamim , Nosin Anjum Dristi , Md. Takbir Hossen
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