1

2 Table of Contents: “... with age -- Other large-scale approaches -- Approaches & challenges for data analysis -- Functional...”

3 “...Omics approaches and large-scale data analysis in ageing research 2...”

4 Table of Contents: “... collection methods -- Data analysis...”

5 Subjects: “...Data Analysis...”

6 Table of Contents: “... profiling -- Principles of QA/QC for cytokine assays -- Data analysis and pitfalls...”

7 Table of Contents: “...Data, knowledge & data analysis -- The pivotal role of the data matrix -- "Noise" and false...”

8 Table of Contents: “... and recording of NMR spectra -- Data processing and data analysis -- Metabolite identification -- Metabolite...”

9 Table of Contents: “... -- Data analysis -- Reducing dimensionality -- Clustering and gene selection -- Validation...”

10 Table of Contents: “... -- Multiplex analyses and cytokine profiling -- Principles of QA/QC for cytokine assays -- Data analysis...”

11 Table of Contents: “... and visualization -- High Dimensional (HD) data and analytics -- Building custom pipelines for data analysis...”

12 Table of Contents: “... with glycosylation side information -- Glycan binding database -- Data analysis software -- NMR & Mass spectrometry...”

13 Table of Contents: “...Pre-processing data analysis -- Metabolomics bottleneck & the "cocktail party problem" -- From raw...”

14 Table of Contents: “... for analysing the proteome -- Mass spectrometry -- Protein arrays -- Imaging -- Data analysis...”

15 Table of Contents: “...Conceptual frameworks for the interpretation of gene expression data -- Microarray data analysis...”

16 Table of Contents: “...: univariate data analysis -- CAMP: FBAT-PC analysis -- Multi-marker FBATs...”