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. Author manuscript; available in PMC: 2017 Dec 1.
Published in final edited form as: J Am Soc Mass Spectrom. 2016 Sep 13;27(12):1897–1905. doi: 10.1007/s13361-016-1469-y

Table 1.

Current Scale, Strengths, and Challenges of MS-based Metabolomics and MS-based Proteomics.

Metabolomics Proteomics
Scale
  • > 40,000 annotated human metabolites and an estimated > 200,000 possible metabolites

  • Highly diverse structural forms and high number of isomers

  • Highly diverse physiochemical properties

  • > 20,000 base human proteins and an estimated > 1,000,000 possible protein variants

  • Predominantly linear polymers and high number of isomers

  • Highly diverse physiochemical properties

Strengths
  • Many metabolites are common across species; experimental evidence can be shared to guide identifications

  • Metabolic state dynamics is relatively fast

  • Sample preparation can be relatively simple (i.e.,. lysis and extraction) or more complex (i.e., added steps of purification an fractionation) depending on goals of the experiment

  • False discovery rates can be estimated

  • Protein identification can be inferred from unique fragments (i.e. peptides) comprising the protein

  • Fragmentation patterns are relatively predictable

  • Standard reference proteins are not requiredfor protein assignments

  • Many proteins are species specific; it may bepossible to discern biological source in a microbiome study

Challenges
  • False discovery rates are difficult to ascertain

  • There is a lack of standard reference material for many metabolites

  • Metabolite identification cannot be inferred from fragments comprising the whole metabolite

  • Fragmentation patterns are relatively unpredictable or uninformative (similar fragments for different species)

  • Many metabolites are common across species; it is challenging to discern the source in microbiome study

  • Protein expression profile dynamics is relatively slow

  • Sample preparation is often multi-step (e.g. lysis, purification, enzymatic digestion, and solid phase extraction) depending on goals of the experiment