No idea how they’d tweak, when there is no underlying basis (large data base) for a singular rapamycin intervention.
I might argue, that if you’re doing interventions that have very strong anti-aging studies support, and they confound the biological age tool (uses raw large population epidemiological data)…perhaps dispense with it entirely or do not use it SOLELY?
The fact that RDW is so massively weighted in the Levine clock, and donating blood is HUGELY associated with positive health outcomes, it’s quasi useless to me.
The albumin, glucose, ALP, creatinine, hsCRP…we already know which direction is generally positive association.
And the fact there’s no lipids markers…lack of data power, or does it TRULY believe TG, TG/HDL, APOB, LDL is meaningless to longevity? I do NOT believe that.
Here’s just a few studies (there are many!), using same NAHANES III data pool as Levine clock, using different INPUTS and analysis for all cause mortality outcomes.
Pick your study to fit your bias!
https://www.nature.com/articles/s41598-020-61945-9.pdf
“Multi-systemic biological risk (MSBR), a proxy for allostatic load, is a composite index of biomarkers representing dysregulation due to responses to chronic stress. The sample included n=13,628 adults aged 20–90 from the NHANES III Linked Mortality File (1988–1994). .The MSBR index included autonomic (pulse rate, blood pressure), metabolic (HOMAir, triglycerides, waist circumference), and immune (white blood cell count, C-reactive protein) markers. MSBR is positively associated with risk for cancer mortality in a US sample, particularly among those who are overweight or obese”
“We observed an increased risk of all-cause mortality associated with higher levels of serum C-reactive protein, thyroid stimulating hormone, lactate dehydrogenase, gamma glutamyl transferase, and plasma fibrinogen, and urine albumin. In contrast, higher levels of serum sodium, alpha carotene, and albumin were associated with a decreased risk of all-cause mortality.”
“A score based on serum concentrations of C-reactive protein (CRP), albumin, gamma-glutamyl transferase (GGT), and HDL cholesterol was positively associated with death from cancer, circulatory disease, and all-cause mortality. Baseline measurements of CRP, albumin, GGT, and HDL were available for participants with mortality follow-up (n=13,056). A biomarker score, ranging 0-4, was created by adding number of markers with abnormal values (cut-off: CRP>10mg/L, albumin<35mg/L, GGT>36U/L, HDL<1.04mmol/L). Its association with mortality was analyzed with multivariate Cox proportional hazards models. The score was positively associated with death from all causes, cancer and circulatory disease. These findings correlate with results from a Swedish study”
“The purpose of this study was to evaluate the associations of serum biomarkers of fruit and vegetable intake (vitamin C and carotenoids) with cause–specific mortality and all–cause mortality in a nationally representative sample of US adults. We analyzed data from 12,530 participants from the National Health and Nutrition Examination Survey III (1988–1994). Inverse associations were found between serum vitamin C, carotenoids, and composite biomarker score and outcomes expect for cerebral disease, heart disease, and cardiovascular disease mortality.”