From: PROTEOMAS: a workflow enabling harmonized proteomic meta-analysis and proteomic signature mapping
Task | Required information |
---|---|
Normalization | - Normalization method - Background data subtraction - Method of background calculation - Weighting procedure - Log transformation - Data trimmed? - Control samples removed before normalization? - Formulas - Link/repository/accession number for deposited normalized data + format + description of raw data tables |
Data filtering | - Low signal intensities - High variability between technical replicates - Which methods? - Which cut-offs? |
Outlier removal | - Method for identification and thresholds - Exclusion at which processing step - List of samples excluded and per sample Justification - Removal before or after normalization and Justification |
Discovery of differentially abundant molecules (DAMs) | - Name and version of software - Operating system - Name and version of additional libraries - Availability of software, hyperlinks or source codes - Table of all contrasts / conditions compared for DAM identification - Table of number of samples in each group for DAM identification - Identification of samples with expected covariances (due to shared conditions during processing) - Identification of technical replicates - Name and description of statistical approach - Data transformation performed - For effects models: Specification of effects models used and effects that were modelled - For pairwise comparison approaches: specification of test and values (any transformation or adjustment) being used - Specification of decision criteria (nominal alpha value, p-value threshold, multiple testing correction method, adjusted threshold value, log fold-change cut-off level) including exact order of operations - Output and supporting files according to the file manifest, list all files including a description, describe rows and columns of tables, analysis scripts, software configurations or tables of metadata |