[HTML][HTML] Missing value imputation affects the performance of machine learning: A review and analysis of the literature (2010–2021)
Recently, numerous studies have been conducted on Missing Value Imputation (MVI),
intending the primary solution scheme for the datasets containing one or more missing …
intending the primary solution scheme for the datasets containing one or more missing …
Molecular characterization of Richter syndrome identifies de novo diffuse large B-cell lymphomas with poor prognosis
J Broséus, S Hergalant, J Vogt, E Tausch… - Nature …, 2023 - nature.com
Richter syndrome (RS) is the transformation of chronic lymphocytic leukemia (CLL) into
aggressive lymphoma, most commonly diffuse large B-cell lymphoma (DLBCL). We …
aggressive lymphoma, most commonly diffuse large B-cell lymphoma (DLBCL). We …
From Data to Cure: A Comprehensive Exploration of Multi-omics Data Analysis for Targeted Therapies
A Mukherjee, S Abraham, A Singh, S Balaji… - Molecular …, 2024 - Springer
In the dynamic landscape of targeted therapeutics, drug discovery has pivoted towards
understanding underlying disease mechanisms, placing a strong emphasis on molecular …
understanding underlying disease mechanisms, placing a strong emphasis on molecular …
A DNA methylation based measure outperforms circulating CRP as a marker of chronic inflammation and partly reflects the monocytic response to long‐term …
A key hallmark in the age‐related dysfunction of physiological systems is disruption related
to the regulation of inflammation, often resulting in a chronic, low‐grade inflammatory state …
to the regulation of inflammation, often resulting in a chronic, low‐grade inflammatory state …
Estimage: a webserver hub for the computation of methylation age
Methylage is an epigenetic marker of biological age that exploits the correlation between the
methylation state of specific CG dinucleotides (CpGs) and chronological age (in years) …
methylation state of specific CG dinucleotides (CpGs) and chronological age (in years) …
Where are we in the implementation of tissue-specific epigenetic clocks?
Introduction: DNA methylation clocks presents advantageous characteristics with respect to
the ambitious goal of identifying very early markers of disease, based on the concept that …
the ambitious goal of identifying very early markers of disease, based on the concept that …
Associations of five obesity metrics with epigenetic age acceleration: Evidence from 2,474 Taiwan Biobank participants
WY Lin, YC Wang, IH Teng, C Liu, XY Lou - Obesity, 2021 - Wiley Online Library
Objective Obesity is associated with epigenetic age acceleration (EAA), resulting in an
increased risk of many age‐related disorders. However, most studies have focused on the …
increased risk of many age‐related disorders. However, most studies have focused on the …
Disease classification for whole-blood DNA methylation: meta-analysis, missing values imputation, and XAI
A Kalyakulina, I Yusipov, MG Bacalini… - …, 2022 - academic.oup.com
Background DNA methylation has a significant effect on gene expression and can be
associated with various diseases. Meta-analysis of available DNA methylation datasets …
associated with various diseases. Meta-analysis of available DNA methylation datasets …
Evaluation of different computational methods for DNA methylation-based biological age
In recent years there has been a widespread interest in researching biomarkers of aging that
could predict physiological vulnerability better than chronological age. Aging, in fact, is one …
could predict physiological vulnerability better than chronological age. Aging, in fact, is one …
Genome-wide association study for four measures of epigenetic age acceleration and two epigenetic surrogate markers using DNA methylation data from Taiwan …
WY Lin - Human molecular genetics, 2022 - academic.oup.com
To highlight the genetic architecture for epigenetic aging, McCartney et al. recently identified
137 significant single-nucleotide polymorphisms based on genome-wide association study …
137 significant single-nucleotide polymorphisms based on genome-wide association study …