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Research Desk

How to read this stuff without getting fooled

Every rating on this site comes from one hierarchy. Levels do not accumulate: a hundred Level 2 studies never add up to Level 4. Understanding that single point will make you harder to sell to than most people in this space.

The evidence hierarchy

Evidence levels (L0-L5) describe research maturity, not safety or a recommendation. Human exposure reports and trial registration do not prove a claimed benefit; where they differ, claim-specific evidence is shown separately. Confidence and regulatory status are independent.

For priority compounds we display human research maturity and claim-specific benefit evidence separately. Trial stage, source provenance, confidence, regulatory approval and safety are distinct assessments.

L5Repeated human trials

Level 5 — Large, repeated human trials

  • Substantial and consistent controlled human evidence supporting a specific clinical outcome, preferably independently replicated.
  • Regulatory authorisation is recorded separately and never automatically upgrades a grade.
L4Good human trials

Level 4 — Good human trials

  • Completed, adequately informative controlled human trials supporting the assessed outcome.
  • Unreplicated results and longer-term safety remain separate questions.
L3Early human studies

Level 3 — Early human studies

  • Preliminary human outcome research: small trials, open-label studies or observational reports.
  • Human exposure surveillance can qualify as research maturity, but cannot establish that a therapeutic claim works.
L2Animal / lab studies

Level 2 — Animal and lab studies

  • Compound-specific animal or laboratory outcome findings without qualifying human evidence for the assessed benefit.
  • Findings from related molecules do not automatically transfer to this compound.
L1Theory only

Level 1 — Theory only

  • Mechanistic rationale or early development without qualifying compound-specific outcome findings.
  • Entering Phase 1 or registering a Phase 3 trial is not evidence of a positive result.
L0Anecdote only

Level 0 — Anecdote only

  • Anecdotes and unverified claims without sufficiently documented supporting research.
  • Personal experiences can generate hypotheses but cannot establish causality.

Emerging & adjacent molecules

Newer research compounds we track early — including molecules that are not peptides at all. Nothing here has established human efficacy.

Molecule type says what a compound is made of, not how well it works. Several compounds discussed in peptide circles are ordinary small molecules, and labelling them accurately is part of following the evidence.

L2Animal / lab studiesPeptide analogue

FOXO4-DRI evidence profile

Experimental senolytic peptide with cell and mouse evidence, but no established human efficacy or safety.

Evidence maturity: Level 2 — Animal and lab studies — Preclinical: laboratory and mouse experiments

A modified peptide — sequence changes, added chains or protective groups — designed to behave differently from the natural molecule. Evidence for the natural molecule does not transfer to the analogue. Last reviewed 2026-10-11.

L1Theory onlyBiologic / other

FLGR-242 evidence profile

A branded follistatin-derived protein construct marketed with muscle-growth claims. No FLGR-242-specific animal outcome study, human study or registered human trial has been identified; related evidence is not compound-specific evidence.

Evidence maturity: Level 1 — Theory only — Preclinical concept / no compound-specific outcome study identified

Another class of biological agent that is not a peptide or small molecule. Last reviewed 2026-10-11.

L4Good human trialsSmall molecule — not a peptide

CBL-514 evidence profile

An investigational localized fat-reduction small-molecule injection, studied for abdominal subcutaneous fat reduction rather than whole-body obesity treatment. Not a peptide.

Evidence maturity: Level 4 — Good human trials — Completed controlled Phase 2 and Phase 2b trials for localized abdominal subcutaneous fat reduction; pivotal Phase 3 started September 2026

A conventional chemical compound, not made of amino acids. Included here because it is discussed alongside peptides, not because it is one. Last reviewed 2026-10-03.

L4Good human trialsBiologic / other

Apitegromab evidence profile

An investigational antibody that inhibits myostatin activation, with a peer-reviewed Phase 2 trial showing less DXA-measured lean-mass loss during tirzepatide treatment, but no proven functional outcome in obesity.

Evidence maturity: Level 4 — Good human trials — Completed randomized, double-blind, placebo-controlled Phase 2 (EMBRAZE) in obesity; peer reviewed in Nature Medicine, 8 June 2026

Another class of biological agent that is not a peptide or small molecule. Last reviewed 2026-10-03.

L4Good human trialsBiologic / other

Trevogrumab evidence profile

An investigational myostatin-blocking antibody with controlled Phase 2 data on DXA-measured lean mass and MRI-measured thigh fat-free muscle volume alongside semaglutide, but no proven functional outcome.

Evidence maturity: Level 4 — Good human trials — Completed controlled Phase 2 body-composition trial; sponsor-reported 52-week findings presented at EASD 2026 and described as in press

Another class of biological agent that is not a peptide or small molecule. Last reviewed 2026-10-02.

L2Animal / lab studiesSmall molecule — not a peptide

SLU-PP-915 evidence profile

A small-molecule research chemical — not a peptide — that activates the ERR nuclear receptors and increased running capacity in mice. No human data.

Evidence maturity: Level 2 — Animal and lab studies — Preclinical only — animal and cell work, no human study identified

A conventional chemical compound, not made of amino acids. Included here because it is discussed alongside peptides, not because it is one. Last reviewed 2026-09-21.

L2Animal / lab studiesSmall molecule — not a peptide

MA-5 (Mitochonic Acid 5) evidence profile

A small indole-derived molecule — not a peptide — studied in cells and mice for mitochondrial disease. No human trial evidence in our record.

Evidence maturity: Level 2 — Animal and lab studies — Preclinical — patient-derived cell work and mouse models of mitochondrial disease

A conventional chemical compound, not made of amino acids. Included here because it is discussed alongside peptides, not because it is one. Last reviewed 2026-09-21.

L2Animal / lab studiesPeptide

Phoenixin-20 evidence profile

A 20-amino-acid neuropeptide studied in animals and cultured cells across reproductive, gut and metabolic biology. No human trial evidence.

Evidence maturity: Level 2 — Animal and lab studies — Preclinical — animal physiology and cultured-cell work only

A short chain of amino acids. This is the registry's core subject matter. Last reviewed 2026-09-21.

L2Animal / lab studiesPeptide

HDAP2 evidence profile

A short mitochondria-targeted research peptide that binds cardiolipin. Evidence is cell and mouse work, including 2026 optic-nerve injury data.

Evidence maturity: Level 2 — Animal and lab studies — Preclinical — cell studies and mouse retinal and optic-nerve models

A short chain of amino acids. This is the registry's core subject matter. Last reviewed 2026-09-21.

Research literacy, in eight parts

Sample size — how many people were studied

Twelve people is a pilot, not a proof. Small trials produce extreme results in both directions purely by chance, and the extreme ones are the ones that get shared.

Replication — has anyone repeated it?

One dramatic finding is a hypothesis. When independent groups repeat it and get the same answer, it becomes knowledge. Ask who else has found this — and whether they were connected to the original authors.

Endpoints and surrogate endpoints

An 'endpoint' is simply the thing a study measured. A surrogate endpoint is a stand-in for what you actually care about — raising IGF-1, shifting a blood marker or shrinking something on a scan. Surrogates sometimes move in the right direction while real-world outcomes don't move at all.

Control groups and blinding

A control group is the comparison group that does not get the treatment; blinding means participants (and ideally researchers) don't know who got what. Pain, fatigue and recovery respond powerfully to expectation and to time, so without a control group you cannot tell a treatment effect from healing that was going to happen anyway.

Conflicts of interest

Industry funding does not automatically invalidate a study — most drug research is industry funded. But it changes how much benefit of the doubt is reasonable, especially with selective reporting.

Why headlines overstate

'Reduces risk by 50%' can mean a change from 2 in 1000 to 1 in 1000. Relative numbers sound enormous; absolute numbers are what you actually experience.

Preprints and press releases

A press release is marketing with citations. A preprint has not been peer reviewed. Neither is worthless, and neither is a finished result.

Publication bias

Studies showing nothing get published less often. So the visible literature on any hyped compound is systematically rosier than the research actually done.

The question that cuts through almost everything

“Has this been tested in humans, in a controlled trial, measuring the outcome I actually care about?” For most compounds discussed online, the honest answer is no — and that is the single most useful fact about them.