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The Zinda framework

The Loaded Dice (Lp(a))

A lifelong lipid risk set at conception.

147 studies in the evidence baseMaturity: Verified mechanismLayer 1 · Parallel pathway
What does this evidence grade mean?
Verified mechanism
Established biology; this does not validate the complete Zinda framework.
Comparator-reframed
The concept has been revised in light of evidence from other populations.
Provisionally supported
Plausible and partly supported, with further validation needed.

The idea

Lipoprotein(a) is a cholesterol particle whose level is set almost entirely by genetics, fixed at conception, indifferent to diet and exercise. Roughly one in four South Asians carries a high level, and because there are two billion of us, that is the largest affected group of humans on Earth, though not the highest per-person levels, which belong elsewhere. The clinical action is simple and rare in practice: measure it once in a lifetime. Loaded dice can still be played well, but only if you look at the roll.

Deep dive: Chai Shots #005: Miscalibrated Lipids — The lipid and Lp(a) layer that amplifies early vascular failure.

How the evidence grades it

Every study is labeled by what it does to this concept. Counting the counterevidence is the point.

+17 ungraded
Support 64Neutral 24Qualify 26Reframe 3Contradict 13

Key studies

  • Quantified coronary plaque characteristics between Caucasian and Morise score-matched South Asian populations. PMID 32130575
  • Validation of the cardiovascular risk model NORRISK 2 in South Asians and people with diabetes. PMID 33073627
  • Apolipoprotein(a) isoform size, lipoprotein(a) concentration, and coronary artery disease: a mendelian randomisation analysis. PMID 28408323

← All concepts · Public summaries are open. Verified-email access adds Ask Zinda. Full dossiers require separately reviewed collaborator access.

From research to a conversation

What does this mean for you?

Research can help you ask better questions. Your health history, priorities, and care decisions deserve a conversation with a clinician.

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Omar Saleem, MD

Omar Saleem, MD
Founder & Clinical Director
South Asian health, in context.

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