Machine learning SNP based prediction for precision medicine

DSW Ho, W Schierding, M Wake, R Saffery… - Frontiers in …, 2019 - frontiersin.org
In the past decade, precision genomics based medicine has emerged to provide tailored
and effective healthcare for patients depending upon their genetic features. Genome Wide …

Hydrological modeling of the Silala River basin. 2. Validation of hydrological fluxes with contemporary data

G Yáñez‐Morroni, F Suárez, JF Muñoz… - Wiley Interdisciplinary …, 2024 - Wiley Online Library
A companion paper in this Special Issue reviewed the development of a hydrological model
of the Silala River basin, using long‐term data (1969–1992) to determine the basin's water …

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

D Chicco, G Jurman - BMC genomics, 2020 - Springer
Background To evaluate binary classifications and their confusion matrices, scientific
researchers can employ several statistical rates, accordingly to the goal of the experiment …

Comparison and integration of deleteriousness prediction methods for nonsynonymous SNVs in whole exome sequencing studies

C Dong, P Wei, X Jian, R Gibbs… - Human molecular …, 2015 - academic.oup.com
Accurate deleteriousness prediction for nonsynonymous variants is crucial for distinguishing
pathogenic mutations from background polymorphisms in whole exome sequencing (WES) …

Exomic variants of an elderly cohort of Brazilians in the ABraOM database

MS Naslavsky, GL Yamamoto, TF de Almeida… - Human …, 2017 - Wiley Online Library
Brazilians are highly admixed with ancestry from Europe, Africa, America, and Asia and yet
still underrepresented in genomic databanks. We hereby present a collection of exomic …

Six distinct NFκB signaling codons convey discrete information to distinguish stimuli and enable appropriate macrophage responses

A Adelaja, B Taylor, KM Sheu, Y Liu, S Luecke… - Immunity, 2021 - cell.com
Macrophages initiate inflammatory responses via the transcription factor NFκB. The temporal
pattern of NFκB activity determines which genes are expressed and thus, the type of …

Molecular mechanisms of disease-causing missense mutations

S Stefl, H Nishi, M Petukh, AR Panchenko… - Journal of molecular …, 2013 - Elsevier
Genetic variations resulting in a change of amino acid sequence can have a dramatic effect
on stability, hydrogen bond network, conformational dynamics, activity and many other …

The evaluation of tools used to predict the impact of missense variants is hindered by two types of circularity

DG Grimm, CA Azencott, F Aicheler, U Gieraths… - Human …, 2015 - Wiley Online Library
Prioritizing missense variants for further experimental investigation is a key challenge in
current sequencing studies for exploring complex and Mendelian diseases. A large number …

Predicting the functional consequences of cancer-associated amino acid substitutions

HA Shihab, J Gough, DN Cooper, INM Day… - …, 2013 - academic.oup.com
Motivation: The number of missense mutations being identified in cancer genomes has
greatly increased as a consequence of technological advances and the reduced cost of …

PON-P2: prediction method for fast and reliable identification of harmful variants

A Niroula, S Urolagin, M Vihinen - PloS one, 2015 - journals.plos.org
More reliable and faster prediction methods are needed to interpret enormous amounts of
data generated by sequencing and genome projects. We have developed a new …