GENOMES → DEVELOPMENT → FORMINDEPENDENT RESEARCH / EST. 2026

The next question in genomics

How does code
become life?

A genome is a sequence. An organism is a world of structures, systems, and behaviors. We’re building the map between them.

FIG. 001SEQUENCE / STRUCTURE
Pearl-white and chartreuse filaments form a helix that branches into an intricate organic lattice against a near-black background.

CONCEPTUAL ART · NOT EXPERIMENTAL DATA

A long-term question.
Testable steps forward.

COMPARATIVE GENOMICS
DEVELOPMENTAL BIOLOGY
MACHINE LEARNING
01 / THE MISSION

Understand the rules
that build living form.

Why does one genome produce fins, another wings, and another neither? Which differences in sequence help explain differences in anatomy?

DNALYZER is building a connection between public genome records and detailed, sourced descriptions of organisms. We test whether genomic differences explain traits across evolution, and use those results to choose the next experiment.

The ambition is broad. Our evidence is specific. We have built an initial atlas and tested early models; we have not decoded a universal language of life.

01.1

Start with the organism.

Body structure, development, physiology, and context. More than a species name.

01.2

Learn from evolution.

Independent changes in anatomy can help distinguish a functional signal from shared ancestry.

01.3

Let experiments decide.

Compare against strong controls. Report what works, what fails, and what remains unknown.

02 / THE ATLASINITIAL CORPUS · SEPTEMBER 2026

A growing map of
genome to organism.

The first dataset links reference genome records with source-backed phenotype assertions. Coverage is partial and varies by species.

14,329assembly records indexed
3,014species with phenotype profiles
87,265sourced phenotype assertions

One complete genome assembly downloaded and verified. Most sequence files remain indexed. Species descriptions are not measurements of the sequenced individual.

A CONCRETE PAIR

Spotted green pufferfish

Tetraodon nigroviridis

GENOME21 chromosomes

342.8 million nuclear bases
Plus mitochondrial DNA · one haplotype

PHENOTYPE
Dorsal fin rays
12–14
Anal fin rays
10–12
Nostril tentacle
2 lobes

Species-level descriptions · USGS

03 / RESEARCH NOTES

Progress is evidence.
Including the negative results.

Public summaries of our experiments and the science shaping the next questions. Early research notes, not peer-reviewed papers.

OUR STANDARD

A correlation is a lead. A prediction is a test. An explanation must survive competing explanations and independent validation.

RESEARCH ECONOMICS

What does it cost
to find out?

Test budgets, explicit probabilities, and customer-based market scenarios for every current research path. Inspect the evidence and change the assumptions.

Compare cost, odds & opportunity ↗

Planning estimates. Unvalidated markets. No breakthrough probability is claimed.

04 / BUILD WITH US

Forming the founding research team

A difficult question.
A team worth building.

We’re bringing together people who can connect biological structure, evolutionary history, and computational experiments.

Comparative genomicsDevelopmental biologyMachine learningScientific engineeringGeroscienceBiostatistics

We value careful experiments, clear writing, and the willingness to abandon an idea when the evidence changes.

Read the research agenda