[HTML][HTML] Missing value imputation affects the performance of machine learning: A review and analysis of the literature (2010–2021)

MK Hasan, MA Alam, S Roy, A Dutta, MT Jawad… - Informatics in Medicine …, 2021 - Elsevier
Recently, numerous studies have been conducted on Missing Value Imputation (MVI),
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 …

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 …

A DNA methylation based measure outperforms circulating CRP as a marker of chronic inflammation and partly reflects the monocytic response to long‐term …

CP Verschoor, C Vlasschaert, MJ Rauh, G Paré - Aging Cell, 2023 - Wiley Online Library
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 …

Estimage: a webserver hub for the computation of methylation age

P Di Lena, C Sala, C Nardini - Nucleic Acids Research, 2021 - academic.oup.com
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) …

Where are we in the implementation of tissue-specific epigenetic clocks?

C Sala, P Di Lena, D Fernandes Durso… - Frontiers in …, 2024 - frontiersin.org
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 …

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 …

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 …

Evaluation of different computational methods for DNA methylation-based biological age

P Di Lena, C Sala, C Nardini - Briefings in Bioinformatics, 2022 - academic.oup.com
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 …

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 …