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3 min readLongevity & Biological Age

I calculated my death-risk from 9 blood markers — here’s the formula

Nine markers on an ordinary blood panel can be combined into a "phenotypic age" that predicts mortality better than the candles on your birthday cake. Here is what each one is, and how the PhenoAge formula turns them into a number.

Part 2 of 23This article is part of the Longevity & Biological Age guide

Your birth certificate says one age. Your blood may say another. In 2018 a team led by Morgan Levine published a formula — PhenoAge — that takes nine markers from an ordinary blood panel and combines them into a "phenotypic age": the age at which your biology is actually operating. It predicts all-cause mortality better than the number of candles on your cake. Here is exactly which nine markers go in, and how they become a single, sobering, and trainable number. (For the bigger-picture case, see our PhenoAge explainer.)

Why nine ordinary markers beat your calendar age

Levine and colleagues (2018, Aging) built PhenoAge by finding the combination of routine markers that best predicted mortality in large US survey data, then validated it elsewhere. The insight is that ageing shows up across multiple systems at once — inflammation, metabolism, immune function, organ health — and no single marker captures it, but nine together do a remarkably good job. Two people of the same chronological age can have phenotypic ages a decade apart, and it is the phenotypic age that tracks their actual risk.

The nine markers, and what each represents

Here is the full input list. Albumin (liver/nutritional status). Creatinine (kidney function). Glucose (metabolic health). C-reactive protein (systemic inflammation — the single heaviest-weighted input). Lymphocyte percentage (immune profile). Mean cell volume, or MCV (red blood cell size). Red cell distribution width, or RDW (variation in red cell size, a quiet but powerful ageing signal). Alkaline phosphatase (liver and bone). And white blood cell count (immune/inflammatory load). Plus your chronological age, which anchors the calculation. Every one of these appears on a standard CBC and metabolic panel — nothing exotic required.

Mock-up of the Misi PhenoAge tile showing a phenotypic age of 41.3 years against a chronological age of 47, computed from the nine input markers, with the largest contributors listed.
The PhenoAge tile in the Misi app. Upload a standard panel and Misi extracts the nine markers, runs the Levine formula, and returns your phenotypic age against your real age — here, a biology running nearly six years younger. Illustrative values.

How the formula actually works (without the algebra)

The maths is a weighted sum, not a simple average. Each of the nine markers is multiplied by a coefficient from the original regression — CRP and RDW carry heavy weight, others less — and combined with chronological age to produce a mortality risk score. That score is then converted, through a mortality model, into an equivalent age: the phenotypic age at which that level of risk is average in the population. You do not need to do the algebra by hand; the point is that the weights are fixed and published, so the calculation is objective and reproducible, not a wellness guess.

The good news: the inputs are trainable

What makes PhenoAge genuinely useful rather than merely fascinating is that its heaviest inputs respond to the things you control. CRP falls with lost visceral fat, exercise, better sleep and an anti-inflammatory diet. Glucose responds to carbohydrate quality and weight loss. Even the blood-count markers shift with overall health. So a phenotypic age older than your calendar age is not a verdict — it is a to-do list. Re-test in a few months and you can watch it move.

Mock-up of the Misi biomarker movement panel showing CRP, glucose and RDW trending down over successive tests, with the resulting PhenoAge falling.
Because Misi tracks each input over time, you can see the markers that drive PhenoAge — CRP, glucose, RDW — improving, and the phenotypic age falling with them. Illustrative values.

How Misi runs the calculation for you

Upload a standard blood panel and Misi extracts the nine markers automatically, applies the published Levine coefficients, and returns your phenotypic age alongside your chronological age — no manual data entry, no spreadsheet. It then tracks the result across tests and folds it into your composite longevity score, so the abstract "death-risk formula" becomes a concrete number you can work to lower quarter by quarter.

PhenoAge turns nine ordinary blood markers into the age your body is really operating at. The number can be older than your birthday says — and, unlike your birthday, you can make it go the other way.

This is general educational information, not medical advice or a diagnostic tool. PhenoAge is a research-derived estimate, not a clinical diagnosis. Discuss any abnormal markers with your doctor, who can interpret them in the context of your full health picture.

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