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. 2021 May 21;12:686320. doi: 10.3389/fgene.2021.686320

TABLE 2.

Frequently mentioned potential “research lab” biomarkers based on non-epigenetic measurements.

Potential biomarkers Material Methods Age linked processes# e-score rc-score* c-score
Telomere length (TL): Morbidity, mortality, cell stress 191 932
Average TL DNA Q-PCR, TRF, TCA **
TL structure DNA Q-FISH, Flow-FISH **
Shortest TL DNA STELA, TeSLA **
DNA damage DNA Various methods Morbidity, mortality 174 713
Reactive oxygen species (ROS) Tissue mitochondria Various methods Morbidity, cell stress, DNA/protein damage 168 712
Mitochondrial dysfunction living cells, mitochondrial DNA Various methods Morbidity, mortality, neurodegenerative diseases 86 289
EVs (extracellular vesicles) blood/plasma, liquor, cell culture supernatant Immuno-histochemistry Western Blot, FACS Cellular senescence, cancer 65 194
Autophagy cells, cell extract Electron microscopy immunoblotting flow cytometry Morbidity, cancer, Parkinson’s and Alzheimer’s disease 46 207
Transforming growth factor beta (TGF-β) blood/serum ELISA Inflammation, fibrosis, cellular senescence, cancer 45 315
Telomerase activity cell extract, DNA PCR-ELIDA, TRAP Morbidity, mortality, tumor progression 41 169
Gut microbiome fecal specimen Next generation sequencing Morbidity, mortality 29 101
α-Klotho blood/plasma tissue Immuno-histochemistry ELISA Morbidity, mortality, renal function 20 107
Adiponectin blood/plasma blood/EDTA ELISA Morbidity, mortality, frailty, metabolic syndrome, liver cirrhosis, diabetes type 2 - 14 217
Sirtuin 1 (SIRT1) blood/serum ELISA immuno-histochemistry PCR Morbidity, mortality, inflammation, cancer 12 112
Growth differentiation factor 15 (GDF15) blood/plasma Proteomics immunoassays Morbidity, organ damage (liver, heart, kidney) 12 63
Sirtuin 6 (SIRT6) blood/serum ELISA immuno-histochemistry PCR Morbidity, mortality, diabetic risk, arthritis 4 50
Growth differentiation factor 11 (GDF11) blood/plasma Proteomics immunoassays Morbidity 3 22
CXCL1 blood/plasma Immunoassays, ELISA Immune response, inflammation, cancer, Alzheimer’s disease 0 15
Skin microbiome skin swab Next generation sequencing Morbidity, mortality 0 4

* rows are sorted by rc-score. ** included in the c-score of TL. # frequently mentioned general or disease-linked processes.