Making multiple comparisons easy: a decision tree and visual statistics guide for data with more than two groups

Many scientists learn during training to use analysis of variance (ANOVA) when comparing more than 2 groups, yet the principles and follow-up steps are often not well explained. This overview provides a practical guide for selecting appropriate multiple comparisons tests and for interpreting and presenting data accurately. While not exhaustive, it highlights commonly used approaches, many of which are available in GraphPad Prism, a widely used statistical program among cell and molecular biologists. The authors have no affiliation with Dotmatics, the distributor of GraphPad Prism, and this overview is not intended as an endorsement of the software.

Authors

Institutions

Publication Details

Journal
ImmunoHorizons
Published
2026-01-01
DOI
https://doi.org/10.1093/immhor/vlaf072
Primary Topic
Bioinformatics and Genomic Networks
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Making multiple comparisons easy: a decision tree and visual statistics guide for data with more than two groups

Cody J. Gurski, Bonnie N. Dittel
ImmunoHorizons
Bioinformatics and Genomic Networks
article

Making multiple comparisons easy: a decision tree and visual statistics guide for data with more than two groups

Cody J. Gurski, Bonnie N. Dittel
article en

Abstract

Many scientists learn during training to use analysis of variance (ANOVA) when comparing more than 2 groups, yet the principles and follow-up steps are often not well explained. This overview provides a practical guide for selecting appropriate multiple comparisons tests and for interpreting and presenting data accurately. While not exhaustive, it highlights commonly used approaches, many of which are available in GraphPad Prism, a widely used statistical program among cell and molecular biologists. The authors have no affiliation with Dotmatics, the distributor of GraphPad Prism, and this overview is not intended as an endorsement of the software.

ImmunoHorizonsVol. 10(1)
Medical College of Wisconsin (US), Versiti Blood Center of Wisconsin (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 95%
Bioinformatics and Genomic Networks
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.