The Universal & Atomic Elements of Organization
A falsifiable scientific theory proposing that the same irreducible structures organize both thought and reality — from the quantum to the social scale.
O-Theory proposes that four irreducible structures — Distinctions, Systems, Relationships and Perspectives (DSRP) — form the universal grammar of organization. Rather than being merely useful ways of thinking, these structures are hypothesized to be the atomic elements from which every organized phenomenon emerges, whether in cognition, biology, physics, mathematics, society, or the cosmos.
| D | S | R | P |
| Distinctions | Systems | Relationships | Perspectives |
| Identity ↔ Other | Part ↔ Whole | Action ↔ Reaction | Point ↔ View |
| D := (i ↔ o) | S := (p ↔ w) | R := (a ↔ r) | P := (ṗ ↔ v) |
This is a living scientific evidence compendium: an open, continually evolving collection of independent empirical research, formal theory, mathematical proofs, cross-disciplinary analyses, applications, critiques, and proposed falsifications. Every entry is included because it supports, refines, challenges, or attempts to falsify the theory.
Scientific theories are strengthened not only by evidence that confirms their predictions, but also by surviving attempts to falsify them. This compendium brings both together: independent evidence from researchers who were not testing DSRP and proposed counterexamples evaluated against the formal theory.
One counterexample is enough to falsify O-Theory. Until then, the question remains: do the same four structures organize everything from quantum systems to human thought?
Independent convergence is one of the strongest forms of scientific evidence because researchers arrive at the same conclusion while investigating different questions for different reasons.
The number is not the point. Researchers in different fields, studying different questions with different methods, repeatedly arrived at the same structural predictions—almost always without testing DSRP or using its language.
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This compendium began as the peer-reviewed literature review “A Literature Review of the Universal and Atomic Elements of Complex Cognition,” published in the Journal of Systems Thinking with 109 studies. That paper is the peer-reviewed foundation. What you see here is its living, continuously updated version . New studies are checked before they are added, and the collection now holds and keeps growing. Open any card to see what the researchers found, why it bears on DSRP, and where the original review discusses it, the fuller account.
The collection is updated continuously, so the citation carries the date you consulted it rather than a study count — the count changes weekly, and putting it in the reference would make the same collection look like a different work to everyone who cites it. To cite a single claim or study, use its own address: every one has a permanent link.
This is the adversarial half of the compendium. Where the evidence track asks what converges on DSRP, this one asks what would end it: a single organized phenomenon whose structure needs a fifth pattern, a ninth element, or a fifth structural dynamic. It holds written up from candidates across territories, and resolutions — the general answers those cases settle against. Every case is published whether it held or failed, including the ones still open.
Cite this rather than the evidence collection when the point is what survived attack. The two are separate works with separate addresses: one asks what converges on the theory, the other asks what would end it, and a reference to the first does not support a claim about the second. Case and resolution numbers change when the record is revised, so cite a case by its own permanent link rather than by number.
This collection is meant to keep growing. Send us a study, paper, book or critique that bears on DSRP, whether it supports the theory or cuts against it, and we will read it and decide whether it belongs.
Authors Virginie M. S. Ruetten et al.
Year 2026
Publisher Nature
Kind of work article
Discipline Physiology
Secondary disciplines Neuroscience
Read it at the publisher 10.1038/s41586-026-10979-6
An animal's ability to survive and thrive, whether fleeing from danger, eating a meal, or fighting an infection, arises from the collective moment-to-moment activity of many interacting cell types throughout the body. Physiology seeks to elucidate these cellular interactions that span organs, cell types and timescales, but has been limited by the inability to record this time-varying cellular activity simultaneously throughout the entire body. Here we develop WHOLISTIC (WHole-Organism Live-Imaging System for recording Tissue and IntraCellular activity), a method to image second-timescale activity of cells across the entire vertebrate body at cellular resolution. WHOLISTIC advances and integrates volumetric fluorescence microscopy, machine learning, and pancellular transgenic expression of calcium sensors, demonstrated in larval zebrafish, with proof of concept in adult Danionella cerebrum. To access information about the molecular and ultrastructural substrates for the measured dynamics, we advanced whole-body expansion microscopy. At the cellular scale, body-wide screening revealed unexpected responses, including chondrocyte reactions to cold and meningeal responses to ketamine. At the organ scale, WHOLISTIC identified rhythmic travelling waves along the renal nephron. At the multi-organ scale, it revealed unknown muscle synergies and muscle-organ interactions. At the whole-organism scale, the method captured brainstem-controlled redistribution of body-wide blood flow. Combining optogenetics with WHOLISTIC enabled all-optical causal dissection of brain-body interactions. These advances establish a paradigm for systems biology that bridges cellular and organismal physiology, enabling comprehensive discovery across scales, from fundamental mechanisms to therapeutic targets.
Develop a whole-vertebrate-body live-imaging method to capture cellular activity simultaneously across all organs.
Larval zebrafish (primary model) and adult Danionella cerebrum (proof of concept).
New microscopy and machine-learning method (WHOLISTIC) combining volumetric fluorescence imaging, pancellular calcium-sensor expression, whole-body expansion microscopy, and optogenetics.
Simultaneous whole-body imaging revealed previously unknown physiological couplings, including brainstem-controlled body-wide blood-flow redistribution and cross-organ muscle synergies, that are invisible to single-organ imaging, and optogenetic manipulation confirmed a causal brain-to-body driving effect.
The finding shows that only by observing an organism as a whole system across cellular, organ, and multi-organ scales, rather than any single organ or cell type in isolation, do certain causal cross-organ relationships become visible, illustrating how the observational vantage point determines what structure can be seen.
Patterns it shows S, R, P
Added 2026-09-16
How to cite this Virginie M. S. Ruetten et al. (2026). Imaging cellular activity across all organs reveals body-wide circuits. Nature.