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Topic: Normalization or DimensionReduction

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Release: Release 3.17 (2023)

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217 packages on Bioconductor tagged Normalization or DimensionReduction, most distinct IPs first

Normalization and DimensionReduction in Topics

PackageMaintainerCategoryLatest versionDistinct IPs a monthNeeds
limma
Linear Models for Microarray and Omics DataGordon Smyth
Gordon Smythsoftware10 Aug 202645,9656
edgeR
Empirical Analysis of Digital Gene Expression Data in RYunshun Chen
Yunshun Chensoftware19 Oct 202632,39210
DESeq2
Differential gene expression analysis based on the negative binomial distributionMichael Love
Michael Lovesoftware28 Apr 202632,07254
BiocSingular
Singular Value Decomposition for Bioconductor PackagesAaron Lun
Aaron Lunsoftware8 Oct 202618,88037
scuttle
Legacy Utilities for Single-Cell RNA-Seq AnalysisAaron Lun
Aaron Lunsoftware28 Apr 202614,23639
scater
Single-Cell Analysis Toolkit for Gene Expression Data in RAlan O'Callaghan
Alan O'Callaghansoftware2 Jul 202612,63578
sva
Surrogate Variable AnalysisJeffrey T. Leek
Jeffrey T. Leeksoftware5 May 202610,80468
scran
Methods for Single-Cell RNA-Seq Data AnalysisAaron Lun
Aaron Lunsoftware28 Apr 202610,13962
batchelor
Single-Cell Batch Correction MethodsAaron Lun
Aaron Lunsoftware28 Apr 20265,72056
AUCell
AUCell: Analysis of 'gene set' activity in single-cell RNA-seq data (e.g. identify cells with specific gene signatures)Gert Hulselmans
Gert Hulselmanssoftware29 Apr 20264,610115
minfi
Analyze Illumina Infinium DNA methylation arraysKasper Daniel Hansen
Kasper Daniel Hansensoftware28 Apr 20264,041143
variancePartition
Quantify and interpret drivers of variation in multilevel gene expression experimentsGabriel E. Hoffman
Gabriel E. Hoffmansoftware28 Apr 20263,21199
ANCOMBC
Microbiome differential abudance and correlation analyses with bias correctionHuang Lin
Huang Linsoftware28 Apr 20263,000130
metagenomeSeq
Statistical analysis for sparse high-throughput sequencingJoseph N. Paulson
Joseph N. Paulsonsoftware28 Apr 20262,92432
Wrench
Wrench normalization for sparse count dataHector Corrada Bravo
Hector Corrada Bravosoftware28 Apr 20262,61911
DiffBind
Differential Binding Analysis of ChIP-Seq Peak DataRory Stark
Rory Starksoftware21 Jul 20262,490141
Nebulosa
Single-Cell Data Visualisation Using Kernel Gene-Weighted Density EstimationJose Alquicira-Hernandez
Jose Alquicira-Hernandezsoftware28 Apr 20262,00083
missMethyl
Analysing Illumina HumanMethylation BeadChip DataBelinda Phipson
Belinda Phipsonsoftware12 May 20261,987169
MOFA2
Multi-Omics Factor Analysis v2Ricard Argelaguet
Ricard Argelaguetsoftware6 Sep 20261,96785
Maaslin2
"Multivariable Association Discovery in Population-scale Meta-omics Studies"Sagun Maharjan
Sagun Maharjansoftware28 Apr 20261,690133
ChAMP
Chip Analysis Methylation Pipeline for Illumina HumanMethylation450 and EPICYuan Tian
Yuan Tiansoftware28 Apr 20261,643266
MSstats
Protein Significance Analysis in DDA, SRM and DIA for Label-free or Label-based Proteomics ExperimentsMeena Choi
Meena Choisoftware28 Apr 20261,586100
zinbwave
Zero-Inflated Negative Binomial Model for RNA-Seq DataDavide Risso
Davide Rissosoftware28 Apr 20261,56974
csaw
ChIP-Seq Analysis with WindowsAaron Lun
Aaron Lunsoftware28 Apr 20261,53646
GENESIS
GENetic EStimation and Inference in Structured samples (GENESIS): Statistical methods for analyzing genetic data from samples with population structure and/or relatednessStephanie M. Gogarten
Stephanie M. Gogartensoftware28 Apr 20261,444117
Cardinal
A mass spectrometry imaging toolbox for statistical analysisKylie Ariel Bemis
Kylie Ariel Bemissoftware28 Apr 20261,40531
SC3
Single-Cell Consensus ClusteringVladimir Kiselev
Vladimir Kiselevsoftware28 Apr 20261,36892
fishpond
Fishpond: downstream methods and tools for expression dataMichael Love
Michael Lovesoftware28 Apr 20261,36354
made4
Multivariate analysis of microarray data using ADE4Aedin Culhane
Aedin Culhanesoftware28 Apr 20261,27938
ACME
Algorithms for Calculating Microarray Enrichment (ACME)Sean Davis
Sean Davissoftware28 Apr 20261,2787