Bioelectricity, Medicine, and Investment Outcomes — 90-Minute Edition 47 slides · chronological Print to PDF
Transcript · errata · comments · bioelectricity.net/healing →
Confocal microscopy of three anthrobots Xenobot swimming under the microscope Time-lapse of bioelectric face prepatterning in a frog embryo Bioelectric voltage pattern imaged with a reporter dye Confocal microscopy of an anthrobot with cilia Planarian regeneration under the microscope Membrane-voltage imaging of developing embryos showing bioelectric prepatterns
A bioelectricity primer

Bioelectricity, Medicine, and Investment Outcomes

Voltage, regeneration, body maps, and the search for living harmony.
Prepared for
bioelectricitycourse.com
Imagery courtesy of the Levin Lab, Tufts University — Anthrobots: G. Gumuskaya et al. (2023) · Xenobots: D. Blackiston, S. Kriegman et al. (Tufts / UVM) · Membrane-voltage imaging & frog face prepattern time-lapse: D. S. Adams et al. · Planarian regeneration: Levin Lab. All rights remain with the original authors and journals.
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Slide 02 · The throughline

Eight minds, one throughline.

From medieval experiment to modern morphogenesis — the thinkers this talk follows toward one idea: voltage is a control variable for living anatomy.

Engraving of Roger Bacon by Michael Maier, 1617
Roger Bacon
c. 1219–1292
Knowledge from experiment, not authority.
Red-chalk portrait of Leonardo da Vinci, attributed to Francesco Melzi
Leonardo da Vinci
1452–1519
Anatomy as measurement — form reveals function.
Portrait of Paracelsus after Quentin Matsys
Paracelsus
1493–1541
The living body runs on chemistry.
Portrait of René Descartes after Frans Hals
René Descartes
1596–1650
The body as a mechanism of signals.
Photograph of D'Arcy Wentworth Thompson, c. 1906
D'Arcy Thompson
1860–1948
Form is shaped by physical forces.
Photograph of Alan Turing, 1951
Alan Turing
1912–1954
Simple rules generate biological pattern.
Photograph of paleontologist David M. Raup holding an ammonite
David Raup
1933–2015
Every real form sits in a space of possible forms.
Photograph of Michael Levin
Michael Levin
b. 1969
Voltage is a control variable for anatomy.
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Slide 02 · A brief history of healing
~1600 BCE (copy of a c. 3000 BCE original) · Edwin Smith Papyrus

The oldest known surgical text is observational, not magical.

Before humors or elements, Egyptian physicians kept case files. The Edwin Smith Papyrus catalogues 48 trauma cases — mostly head and spine injuries — each with an examination, a diagnosis, and a blunt prognosis: "an ailment I will treat," "I will contend with," or "an ailment not to be treated."

It is startlingly clinical for its age — closer to a modern trauma-surgery textbook than to a book of spells, though magical remedies coexisted for internal illness elsewhere in the Egyptian corpus.

The Edwin Smith Surgical Papyrus, surgical treatise column with hieroglyphic transliteration

The Edwin Smith Papyrus — case-by-case surgical treatise, c. 1600 BCE.

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Slide 05 · A brief history of healing
~300–100 BCE · Huangdi Neijing (The Yellow Emperor's Inner Canon)

Chinese medicine modeled the body as a circulating system.

The Huangdi Neijing, framed as a dialogue between the mythical Yellow Emperor and his physician, proposes that qi — vital energy — flows through the body along channels called meridians, balanced between complementary forces (yin and yang). Illness is a blockage or imbalance in that flow; acupuncture and moxibustion aim to restore it.

Whatever one makes of qi as physiology, the underlying intuition — that health depends on a continuously flowing internal signal reaching every part of the body — is strikingly close to the bioelectric picture this talk builds toward.

The Yellow Emperor
Chinese woodcut portrait of the Yellow Emperor, Huangdi, legendary source of the Neijing
Meridian map
Chinese woodcut of the Bronze Man acupuncture figure, front view, with meridian channels traced head-to-foot and labeled in Chinese
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Slide 06 · A brief history of healing
~460–370 BCE · Hippocrates of Kos

Hippocrates: disease has natural causes, not divine ones.

Hippocrates broke with the idea that illness was punishment from the gods. He argued disease arises from natural causes — diet, environment, the body's internal state — and should be studied by careful observation at the bedside, not divination. This clinical habit, plus the ethical code that carries his name, is why he's remembered as the "Father of Medicine."

"Declare the past, diagnose the present, foretell the future." — attributed to the Hippocratic Corpus

The Rod of Asclepius — a single serpent on a staff — is medicine's true emblem, rooted in the Greek healing tradition Hippocrates belongs to.
Renaissance marble bust identified as Hippocrates

A Renaissance-era marble bust identified as Hippocrates.

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Slide 07 · A brief history of healing
~400 BCE – 1800s CE · Hippocratic & Galenic medicine

For two thousand years, healing meant restoring balance.

Before germ theory or chemistry, illness was explained as an imbalance among four bodily fluids — the humors. It was never validated the way modern science validates a theory. It was accepted: for two millennia, by authority, coherence, and treatments that sometimes seemed to work.

Blood
hot + wet
Sanguine — lively, social, hopeful
Yellow bile
hot + dry
Choleric — angry, bold, impulsive
Black bile
cold + dry
Melancholic — sad, fearful, reflective
Phlegm
cold + wet
Phlegmatic — calm, sluggish, reserved

The theory mapped the body onto Greek natural philosophy's four elements and four qualities, and it looked observational — fever, phlegm, bile, blood loss were all visible. Sickness was excess or deficiency; treatment meant bloodletting, purging, or diet to restore equilibrium. It survived from Hippocrates through Galen into the early modern period — until anatomy, chemistry, and germ theory gave medicine better tools for seeing the body than "balance."

16th-century Renaissance roundel drawing personifying the four temperaments, each labelled in Latin — melancolicus, flegmaticus, sanguinius, colericus

The four temperaments in one Renaissance roundel — labelled melancolicus · flegmaticus · sanguinius · colericus. Pen & ink, 16th c. · The Met (CC0).

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Slide 08 · Alchemy and medicine
c. 850–1037 CE · Al-Razi & Ibn Sina (Avicenna)

The Islamic Golden Age turned medicine into a systematic science.

Scholars preserved and rigorously extended Greek medicine. Al-Razi (Rhazes) distinguished smallpox from measles by careful clinical comparison and insisted therapies be tested before use. Ibn Sina (Avicenna)'s Canon of Medicine systematized diagnosis, pharmacology, and contagion theory into a single reference — used in European universities for over 600 years.

This is also where alchemy (al-kimia) itself is formalized as a discipline — the direct ancestor of the European alchemical tradition this talk is about to follow into medicine.

Persian anatomical illustration from Mansur's Anatomy showing a full-body map of the nervous system with the spine, cranial cavity and branching nerves labeled in Arabic script

Full-body nerve map from Mansur's Anatomy — the Persian/Islamic anatomical tradition, c. 1390.

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Slide 09 · Alchemy and medicine
1214–1292 · Roger Bacon

Roger Bacon: healing as restored harmony.

For Bacon, alchemy was not only about metals — it was a medicine of restoration. The ideal body was one where the four elements were brought into equal proportion: the corpus equale, "the equal / balanced body," less subject to corruption, disorder, and decay.

"Healing meant restoring proportion — a body brought back toward harmony."

Engraving of Roger Bacon by Michael Maier, 1617, balancing fire and water

Michael Maier, Symbola aureae mensae, 1617 — Bacon balancing fire and water.

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Slide 10 · Alchemy and medicine
1347–1351 · The Black Death

The Black Death exposed the limits of humoral theory.

When plague killed a third of Europe, physicians reached for the tools they had: bloodletting to rebalance humors, "miasma" (bad air) avoidance, purging, and aromatic herbs against foul-smelling air (the iconic beaked plague-doctor mask came later, in 17th-century outbreaks). None of it addressed the actual cause — a bacterium spread by fleas — and mortality was essentially unaffected by treatment.

The plague didn't discredit humoral theory outright — but it quietly built the pressure that, two centuries later, made room for Paracelsus's more targeted, chemical alternative.

Hand-colored medieval manuscript illustration of Death confronting a knight, Dance of Death tradition

A "Dance of Death" manuscript illustration — Death confronts a knight, c. 15th century.

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Slide 11 · Alchemy and medicine
1452–1519 · Leonardo da Vinci

Da Vinci: an artist's eye makes the body visible, measurable, mechanical.

While Bacon and Paracelsus reasoned about the body through elements and chemistry, Leonardo reasoned through direct observation. His contribution was less a single discovery than a method: observe the body directly, draw it from multiple viewpoints, and explain structure as function. The Vitruvian Man is the clearest statement of it — the body as a system of exact, recoverable proportion, not myth.

That instinct — that form itself carries lawful, measurable structure — is the same one D'Arcy Thompson will formalize mathematically four centuries later, and that this talk keeps returning to.

Leonardo da Vinci's Vitruvian Man, a study of ideal human proportion inscribed in a circle and square

Leonardo da Vinci, Vitruvian Man, c. 1490 — the body as proportion, not myth.

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Slide 12 · Alchemy and medicine
c. 1506–1511 · Leonardo da Vinci · Anatomical studies

Anatomy as evidence, not decoration.

Leonardo turned drawing into a research tool. Working from direct dissection — knowledge from bodies, not only books — he showed the body in layers (bones, muscles, tendons, step-by-step) and from multiple views: section, elevation, and "exploded" arrangements.

These conventions now feel natural in medical illustration — one reason his drawings still look modern. Making the body legible in three dimensions is the precondition for asking what makes it work.

The skeleton · c. 1510–11
Leonardo da Vinci's anatomical study of the human skeleton showing spine, ribcage, pelvis and legs from multiple views
Leg muscles & bones · c. 1506–08
Leonardo da Vinci's red-chalk study of the muscles and bones of the human leg from several angles
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Slide 13 · Alchemy and medicine
c. 1510–1513 · Leonardo da Vinci · Heart & embryo studies

From form to function: heart, fetus, legacy.

Leonardo was strongest when a drawing explained how the body works, not just how it looks. He described the heart's chambers and valves with notable accuracy and grasped it as a one-way pump; his fetal studies made gestation visually concrete — while still mixing human observation with animal evidence.

Because the notebooks stayed unpublished until the late 1800s, their immediate medical impact was limited — but their visual logic anticipated modern anatomical illustration, and the heart-as-pump instinct points straight at Harvey.

The heart · c. 1511–13
Leonardo da Vinci's anatomical studies of the heart showing chambers, great vessels and valves
Fetus in the womb · c. 1510–11
Leonardo da Vinci's study of a fetus curled inside an opened uterus, with surrounding annotations
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Slide 14 · Alchemy and medicine
1493–1541 · Paracelsus

Paracelsus: the body as a chemical microcosm.

Paracelsus moved healing from general balance toward targeted remedies — substances, doses, thresholds. He still belonged to a magical and theological world, but he pushed medicine toward chemical intervention: not only rebalancing humors, but attacking a disease directly.

His framing matters for what follows: bioelectricity also deals in thresholds — too much, too little, wrong place, wrong timing — and cells behave differently depending on where they land.

Portrait of Paracelsus, physician-alchemist, holding a sword marked AZOTH

Portrait of Paracelsus — physician-alchemist, sword marked "AZOTH."

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Slide 15 · Alchemy and medicine
c. 1538 · Paracelsus · sola dosis facit venenum

"The dose makes the poison."

Paracelsus's most durable idea: nothing is simply "medicine" or "poison." The same substance heals at one dose and harms at another. Effect depends on amount — a threshold, a window, a curve — which is why he is often called the father of toxicology.

It is a fundamentally quantitative way to think about the body: not what a thing is, but how much, where, and when. Bioelectricity obeys the same logic — the right voltage in the right place regenerates; the wrong level does nothing, or drives cancer.

DOSE → EFFECT → TOO LITTLE REMEDY POISON

The therapeutic window — the same substance moving from too little, to remedy, to poison.

— / —
Slide 15 · Alchemy and medicine
~1300–1650 · what the alchemists were actually reaching for

Alchemy's real inheritance: transmutation of form, not metal.

Atalanta Fugiens Emblem 21 — the alchemist squaring the circle with a compass, geometry enclosing a male and female figure

Maier, Atalanta Fugiens 21, 1617 — the "squared circle."

Strip away the gold-making and one ambition survives: a hidden principle guides matter into its proper shape — and a skilled hand could redirect it. Alchemy failed on metal; bioelectricity delivered on form.

1 · Transmutation → recompiling the body

Levin's lab turns one anatomy into another — two-headed planaria, xenobots — by editing voltage, not genes.

2 · The archeus → a field you can read

Paracelsus's inner shaping force becomes Levin's bioelectric Vmem — a real, instrumentable field.

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Slide 15 · Alchemy and medicine
1543 · Andreas Vesalius, De Humani Corporis Fabrica

Vesalius replaced inherited authority with the dissected body.

For 1,300 years, anatomy was taught from Galen's texts — largely based on animal dissection, since human dissection was rare. Vesalius dissected human cadavers himself and found hundreds of discrepancies. De Humani Corporis Fabrica corrected the map of the body from direct observation, not inherited authority.

It's a small methodological shift with huge consequences: once anatomy is settled by looking, not citing, every subsequent physiological claim — including electrical ones — has to earn its place by the same standard.

Woodcut anatomical illustration from Vesalius's De Humani Corporis Fabrica, 1543, showing an opened thorax

De Humani Corporis Fabrica, 1543 — an opened thoracic cavity, drawn from direct dissection.

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Slide 16 · Alchemy and medicine
1628 · William Harvey, De Motu Cordis

Harvey showed the body runs on a closed, pumped system.

Galen taught that blood was continuously produced by the liver and consumed by the tissues. Harvey calculated that the heart pumps far more blood per hour than the body could possibly make — so it had to be the same blood, recirculating through a closed loop, driven by the heart as a mechanical pump. He proved it with ligature experiments on living arms — described in careful prose, building on his teacher Fabricius's discovery of the venous valves.

A quantitative argument — flow rate, not philosophy — settles a 1,400-year-old question. That's the exact move bioelectricity researchers make next: measure the signal, don't just theorize it.

Illustration of forearm venous ligature experiments from Harvey's De Motu Cordis, 1628

Forearm ligature experiment demonstrating one-way venous valves — Harvey's argument in De Motu Cordis, 1628 (illustration from a later edition).

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Slide 17 · Alchemy and medicine
1644 · René Descartes, Principia Philosophiae

Descartes: nature as matter, governed by lawful motion.

Descartes helped shift natural philosophy away from hidden qualities and purposes. He argued the nature of matter "consists ... simply in its being extended in length, breadth and depth" — body as extension, change as motion, governed by laws that could be studied systematically.

"The nature of matter … consists … simply in its being extended in length, breadth and depth."

Principles of Philosophy, Part II, §4; laws of nature developed at §§36–37. Nature becomes a lawful physical system — something that can be modeled, measured, and explained mechanically.

Diagram of Descartes's celestial vortices from Principia Philosophiae, 1644, showing matter in motion filling space

Descartes's system of vortices, Principia Philosophiae, 1644 — the universe explained through moving matter, not Aristotelian purpose.

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Slide 18 · Alchemy and medicine
1664 (posthumous) · René Descartes, Treatise on Man

Descartes: nerves as mechanical communication lines.

Descartes did not draw the first anatomical nerve map — Galen and Vesalius had already described and illustrated nerves. What he did was newer: he imagined nerves as hollow tubes carrying "animal spirits," with the heart as a spring and the brain's cavities as outlets — the body as a physical communication system.

"The nerves … may very well be compared to the pipes."

Treatise on Man. The mechanism was wrong — no fluid runs through the nerves — but the move was profound: signalling as plumbing, not soul. Swap "fluid pressure" for "electrical potential" and this is nearly the right question, asked 150 years before anyone could test it.

17th-century engraving from Descartes's De Homine showing the brain, nerves, and pineal gland as pathways for animal spirits

Descartes's nervous system as hydraulic machinery — brain, nerves, and pineal gland routing "animal spirits," De Homine, 1662.

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Slide 19 · Alchemy and medicine
1664 (posthumous) · René Descartes, Treatise on Man

The proto-reflex: pain without conscious choice.

Heat near the foot pulls a tiny thread, opens a pore in the brain, and sends animal spirits into the muscles that withdraw the foot — all before conscious reasoning gets involved. Descartes gave one of the first mechanical accounts of what we now call reflex action.

"By pulling one end of a cord, you … ring a bell."

Treatise on Man. The body is not a passive container for the soul — it has automatic mechanisms of sensation, pain, and defence. The Becker Medical Library describes the Treatise of Man as the first European textbook on physiology, containing a statement resembling the modern concept of reflex action.

17th-century engraving from Descartes's Traité de l'homme showing a foot near a fire and the nerve pathway producing a reflex withdrawal

Descartes, Traité de l'homme, 1664 — the chain students can read at a glance: fire → skin/nerve → brain → animal spirits → muscle.

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The cautionary bridge
1778–1784 · Franz Anton Mesmer

Mesmer's "animal magnetism": a healing craze meets the first blinded trial.

Mesmer claimed an invisible bodily fluid — animal magnetism — whose blockage caused disease and whose redirection cured it. Paris salons filled with patients gripping iron rods around his magnetized baquet. Patients convulsed, wept — and often improved.

In 1784 a royal commission — Benjamin Franklin, Lavoisier, Guillotin — ran what is arguably history's first blinded, placebo-controlled trial: blindfolded patients responded to where they believed the magnetism was, not where it was. The fluid didn't exist; the healing was imagination.

"The imagination without the magnetism produces convulsions… the magnetism without the imagination produces nothing." — Franklin commission, 1784

A practitioner of mesmerism using animal magnetism on a seated female patient, 18th-century engraving

A mesmerist at work. Wellcome Collection, public domain.

Slide 20 · The pivot
1780s · Luigi Galvani

Galvani: the hidden force becomes experimental.

This is the pivot. For two thousand years, the force animating the body was philosophical — humors, elements, proportion. Galvani's twitching frog leg made it measurable: an experimental electrical phenomenon, not a hidden vital force.

"The question is no longer only 'What hidden force animates the body?' but 'Can we measure it, manipulate it, and understand what it does?'"

Engraved plate illustrating Galvani's electrical experiments on frog muscle

Plate from Galvani's De viribus electricitatis in motu musculari, 1791.

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The spectacle
1803 · Giovanni Aldini

Aldini electrifies the dead — and literature gets Frankenstein.

Galvani's nephew took the frog-leg result on tour. In London, 1803, Aldini applied a voltaic pile to the corpse of the executed murderer George Forster: the jaw clenched, an eye opened, a fist rose. Newspapers asked whether the dead could be revived.

Fifteen years later Mary Shelley — who knew these demonstrations from the scientific gossip of her circle — published Frankenstein. The idea that electricity is the animating principle of life entered popular culture a century before anyone could measure a membrane potential.

"Perhaps a corpse would be re-animated; galvanism had given token of such things." — Mary Shelley, 1831 introduction to Frankenstein

Engraving of Aldini's galvanic experiments on bodies and severed heads, 1804

Plate from Aldini's Essai… sur le galvanisme, 1804. Wellcome Collection.

Slide 21 · Want to go deeper?
Live SEMF seminars · online · bioelectricitycourse.com

The Bioelectric Code of Life — two live seminars.

If any of what follows lands, two SEMF seminars go much deeper — from the mechanisms and philosophy of the bioelectric code to its clinical frontier in wound healing, cancer, and regeneration. bioelectricitycourse.com

Bioelectric Code of Life 7 Mar 2026 · mechanism · philosophy · frontier
Joel Dietz
Joel Dietz
MIT · CIMC
Michael Levin
Michael Levin
Tufts · Wyss
Emmett Shear
Emmett Shear
Softmax
Derek Lomas
Derek Lomas
TU Delft
Adam Goldstein
Adam Goldstein
Hum Labs
Adam Safron
Adam Safron
Tufts Allen Ctr
Patrick McMillen
Patrick McMillen
Tufts
Wesley Clawson
Wesley Clawson
Tufts
Bioelectricity & Human Healing 15 Aug 2026 · wound healing · cancer · regeneration
Min Zhao
Min Zhao
UC Davis
Michael Levin
Michael Levin
Tufts
Saverio Gentile
Saverio Gentile
MUSC
Joel Dietz
Joel Dietz
Bioelec. Nexus
Nirosha Murugan
Nirosha Murugan
Algoma · Allen Ctr
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Slide 22 · Mapping the literature
Tool · ProbKnow · probknow.com

The field has grown faster than any one researcher can track.

ProbKnow is a probabilistic knowledge graph for bioelectricity research — papers, researchers, organizations and concepts, all linked by inferred relationships.

  • Surfaces hidden connections between labs, papers and ideas the citation graph misses.
  • Lets a non-expert ask "who works on planarian regeneration AND uses GEVIs?" and get a navigable answer.
  • Updates as new papers land, so the map stays current as the field accelerates.

Try it live → probknow.com

ProbKnow probabilistic knowledge graph for bioelectricity

ProbKnow knowledge graph · live exploration of the bioelectricity literature.

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Slide 23 · Key terms in Michael Levin
Glossary · hover any card for the definition

Six words that do most of the heavy lifting.

Basal Cognition
Levin · Lyon · 2020
Minimal goal-directed problem-solving in non-neural cells, tissues, and even single-celled organisms — intelligence without brains.
hover
Morphogenesis
D'Arcy Thompson · 1917
The process by which a developing organism builds its three-dimensional body shape from a single fertilized cell.
hover
Anatomical Homeostasis
Levin lab · 2010s
Active maintenance and restoration of the correct body structure — the regulator that knows when to stop regenerating.
hover
Anthrobots
Gumuskaya · Levin · 2024
Self-assembling motile spheroids built from human tracheal cells — same idea as xenobots, human substrate, no genetic modification.
hover
Xenobots
Kriegman · Levin · 2020
Programmable living machines built from frog (Xenopus) skin cells — body shape designed in silico, assembled from biological parts.
hover
Morphospace
Raup · 1966
The abstract space of all possible body plans — most points are empty; evolution and bioelectricity navigate it.
hover
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Slide 24 · How we discovered cells run on electricity
1780s–1952 · Galvani → Hodgkin & Huxley

It took ~170 years to be sure cells generate their own voltage.

Five experiments settled the basic question — do cells produce electricity at all? Hover any card for the detail.

1780–91
Galvani
hover
Luigi Galvani — frog leg twitches when touched by a bimetal arc. Calls it animal electricity and proposes the nervous system itself generates it, conducting intrinsic electricity from brain to muscle.
1800
Volta
hover
Alessandro Volta — argues the current comes from the dissimilar metals, not the frog. Builds the voltaic pile (battery) to prove it.
1840s–50s
du Bois-Reymond
hover
Emil du Bois-Reymond — sensitive galvanometers detect electrical signals in nerve and muscle, including the "negative variation" later understood as the action potential. Galvani vindicated.
1902
Bernstein
hover
Julius Bernsteinmembrane theory: cells are polarised because the membrane is selectively permeable to K⁺. Resting potential gets a mechanism.
Galvani's 1791 frog-leg apparatus, plate from De Viribus Electricitatis
Zn Cu bimetal arc closes circuit → leg twitches

Plate from Galvani's De Viribus Electricitatis (1791) · animated reconstruction of the bimetal-arc circuit closing.

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Slide 25 · The thesis, 100 years early
1917

D'Arcy Thompson: form is geometry, not just inheritance.

In On Growth and Form, Thompson showed you could turn one species' body into another's by warping a coordinate grid — not by changing the parts list.

That image is a conceptual precursor to bioelectricity research a century later: there is some field, some tissue-scale instruction, that helps decide shape on top of the cellular hardware.

The genome lists ingredients. Something else does the warping.

Original · On Growth and Form, 1917 · Figs. 150–153
Thompson's original 1917 figure showing four fish (Polyprion, Pseudopriacanthus, Scorpaena, Antigonia) on warped coordinate grids
Same idea, animated · Wolfram Demonstrations
D'Arcy Thompson coordinate-grid transformation morphing one fish into another
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Slide 26 · Turing's reaction-diffusion
1952 · Alan Turing · The Chemical Basis of Morphogenesis

The math arrived 25 years before the biology.

In 1952, less than two years before his death, Turing showed that two diffusing chemicals with the right nonlinear interaction can spontaneously break a uniform tissue into stable spatial patterns — spots, stripes, waves. From nothing but the math.

  • Activator + inhibitor diffusing at different rates — the activator self-amplifies locally, the inhibitor diffuses faster and suppresses neighbours. A uniform field becomes a regular pattern.
  • Predicted patterns ~25–40 years before any biological mechanism was confirmed.
  • Vindicated in marine angelfish stripes (Kondo & Asai, Nature 1995), mouse digit spacing (Sheth et al., Science 2012), hair-follicle spacing (Sick et al., Science 2006), and fish skin pigmentation.
Gray-Scott reaction-diffusion simulation: a noisy seed in the centre of a uniform field self-organizes into stable spots and labyrinthine stripes over time

Gray-Scott reaction-diffusion simulation (activator V × inhibitor U, du=0.2 / dv=0.1, f=0.055 / k=0.062) — a noisy central seed self-organizes into Turing spots. Rendered from fractastical/morpholib · 1952-turing-morpho.py.

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Slide 27 · The space of all possible bodies
1966 · David Raup

If form is geometry, then there is a space of all forms — and most of it is empty.

Raup parameterised gastropod shells with just three numbers — W (whorl expansion rate), D (distance from the coiling axis), and T (translation rate along the axis). Sweep the parameters and you generate the full theoretical morphospace of coiled shells.

The striking finding: sampled gastropod shells occupy only a small region of that space. Most of the cube is geometrically possible but biologically unused.

Form lives in a space. Evolution and development pick a trajectory through it.

Raup 1966 · the original W × D × T cube
Raup's 1966 original published illustration: the three-dimensional W × D × T cube of theoretical shell morphologies, with shells at the corners showing how each axis (whorl expansion, distance from axis, translation) maps to a different family of forms.
Raup 1967 · n=405 shell occupancy, W×D plane
Raup's 1967 published figure: 5×5 grid of theoretical shells across W (expansion rate) × D (distance from coiling axis), the n=405 contour density map of where real gastropod and ammonoid shells actually occur with Nautilus marked, and the highly-ornamented vs ammonoid sub-region from text-Fig. 4.
Same parameters, animated · Wolfram
3D shell morphing as Raup's three parameters W (whorl expansion), D (distance from coiling axis), and T (translation along axis) are swept
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Slide 29 · The mechanism in 90 seconds
Primer · how bioelectricity actually works

Cells run on voltage — and they share it across tissue.

Three ingredients turn single-cell voltages into a tissue-scale instruction. Every result on the next five slides is a read or a write on this layer.

1

Every cell has a voltage (Vmem)

Crystal structure of the KcsA potassium channel: a tetramer viewed from above, with the central selectivity filter pore visible — the protein that allows K⁺ to flow and sets resting membrane voltage in cells

KcsA K⁺ channel · MacKinnon lab · PDB 1BL8 · CC-BY via Wikimedia Commons

Ion pumps and channels (like this K⁺ channel) move K⁺, Na⁺ and Cl⁻ across the membrane. Net result: tens of millivolts (Vmem) across the membrane of every cell — not just neurons.

2

Cells share voltage via gap junctions

−45 mV −45 mV ions flow → voltages equilibrate

Gap junctions are direct ion channels between neighbouring cells. Patches settle into shared voltage states, building a tissue-scale bioelectric pattern over hours.

3

The pattern instructs anatomy

V_mem map → anatomy

Vmem patterns can gate downstream gene expression. In several systems, induced patterns bias anatomical outcomes. Read with voltage dyes; write with channel openers/blockers.

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Slide 30 · The computational mirror
2020–2021 · Mordvintsev, Randazzo, Niklasson, Levin · Distill · Google Research

The same answer, in silicon: local rules → global form. i what's an NCA? If Turing showed that local diffusion rules can spontaneously produce stable patterns, a recent line of work shows the same thing with learned local rules. Neural Cellular Automata are tiny neural networks where every "cell" runs the same update rule on its own state plus its neighbours. Train them, and they grow lizards from a single seed pixel, regenerate after damage, classify MNIST digits collectively, or self-organise complex textures — all from purely local interactions.

LIVE · distill.pub/2020/growing-ca open in new tab ↗

Growing NCA · Mordvintsev, Randazzo, Niklasson & Levin, Distill 2020 — live embed. Scroll inside the frame to see lizards grown from a single seed pixel and regenerated after damage.

Self-Organising Textures — Neural CAs grown into Voronoi-like and bouclé textures from local rules

Self-Organising Textures · Niklasson, Mordvintsev, Randazzo & Levin, Distill 2021 — same architecture, trained to produce texture statistics. Reaction-diffusion's modern descendant.

Why this slide is here
Bioelectric Vmem patterns are doing the analog version of what NCAs do in silico — every cell runs the same local rule on its own membrane voltage + its neighbours' (gap-junction-coupled). Substrate differs (ion channels vs learned weights); the math is the same. Levin co-authors the Distill series.
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Slide 31 · How we actually see voltage in tissue
Primer · the imaging toolkit

Four generations of probes for reading Vmem — from one cell to a whole-embryo map.

1

Microelectrodes & patch clamp

Hodgkin & Huxley, 1952Neher & Sakmann, 1976 (Nobel 1991). Impale or seal onto a single cell to read Vmem directly. Gold standard accuracy — but one cell at a time.

2

Vibrating probe (extracellular)

Jaffe & Nuccitelli, 1974. A platinum ball maps endogenous ion currents without touching cells — first window onto developmental bioelectricity.

3

Voltage-sensitive dyes (VSDs)

Cohen et al., 1973 → Adams & Levin, 2012. Fluorescent small molecules whose brightness tracks Vmem. CC2-DMPE + DiBAC4(3) used as complementary dyes — produced the "Face of a Frog" map on the next slide. → image at right.

4

Genetically encoded voltage indicators

ArcLight (2012) → ASAP → Archon → Voltron (2019). Fluorescent proteins expressed in chosen cells — voltage readout becomes cell-type specific and works in vivo.

Multi-panel fluorescence micrograph of Xenopus embryos imaged with voltage-sensitive dyes: tissue-scale bioelectric prepatterns appear as bright (depolarized) and dark (hyperpolarized) patches that foreshadow future facial anatomy

Generation 3 in practice — Vmem map of Xenopus embryos imaged with complementary voltage-sensitive dyes. Bright = depolarized · Dark = hyperpolarized. Levin Lab, Tufts University — CC-BY.

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Slide 35 · First direct evidence
2011 · Vandenberg, Morrie & Adams · Levin lab

The face appears as a voltage map before any features form.

Using voltage-sensitive dye, the Levin lab imaged the surface of Xenopus embryos as the head developed. Hyper- and depolarized regions pre-figured the eyes, mouth, and nostrils — sometimes hours before the cells got there.

Disrupt the voltage pre-pattern and you get craniofacial mispatterning (colloquially the "Picasso tadpole" phenotype) — features in the wrong places.

Bioelectric prepatterns predict and influence the craniofacial pattern that follows.

Voltage map · CC2-DMPE + DiBAC4(3)
Live voltage-sensitive-dye recording of a Xenopus embryo showing hyper- and depolarised regions appearing as a pre-pattern of the future face
Anatomy follows · brightfield time-lapse
Time-lapse microscopy of two Xenopus embryos developing facial features
Modern follow-up · 2026 · post-wound wave-vector flow

Imaging: Vandenberg, Morrie & Adams (2011), Dev. Dyn. — voltage-dye recordings by D. S. Adams, Levin Lab, Tufts University.

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Slide 36 · The blueprint is rewritable
2010–17 · Oviedo, Beane, Durant, Levin et al.

Two heads, same DNA — and the change persists.

Cut a planarian flatworm in half and it normally regenerates one head and one tail. Briefly perturb its bioelectric circuit before cutting and it can grow two heads instead — and in Durant et al. (2017) that the altered head/tail target morphology is maintained across subsequent re-amputations via stable gap-junctional state changes, even though the genome was never touched.

  • Body shape is partly stored in tissue-level voltage gradients (Vmem)
  • That store is rewritable and the rewrite can persist across regeneration
  • It behaves like pattern memory: long-term, addressable, content-specific
Live regeneration footage
Time-lapse of a planarian fragment regenerating after amputation
The bioelectric edit · two-headed phenotype
Two-headed planarian compared to a normal one-headed worm

Footage & two-headed phenotype: Levin Lab, Tufts University — Oviedo, Beane, Durant et al. (2010–17).

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The forgotten experiment
1952 · Marsh & Beams

1952: an electric field reverses a regenerating body plan.

Gordon Marsh and H.W. Beams cut planaria into fragments and let them regenerate inside a DC electric field. Weak fields: normal worms. Stronger opposing fields: two-headed worms. Strongest: the body plan fully reversed — a head where the tail should be.

The anterior–posterior axis — the most basic decision a body makes — obeyed an imposed voltage gradient, overriding whatever the tissue "remembered." Follow-up work showed the field itself, not current density, carried the signal. Then the result sat largely forgotten for half a century.

Try it yourself — the experiment is interactive on our site: set the field, pick the orientation, watch the outcome. bioelectricitynexus.com/planaria-fields →

Two-headed planaria comparison

The two-headed phenotype — first induced electrically in 1952, reproduced bioelectrically by the Levin Lab decades later.

Slide 38 · Same cells, different body
2020–21 · Kriegman, Blackiston, Bongard, Levin et al.

If form is partly software, you can recompile it — the xenobot.

Take embryonic skin cells from Xenopus laevis, remove the rest of the embryo, let the cells reaggregate. They do not become frog skin.

They self-organise into a novel anatomy: 2020 — first xenobots, designed by an evolutionary algorithm and assembled by hand (Kriegman et al., PNAS). 2021 — ciliated, self-propelling forms (Blackiston et al., Sci. Robotics) and kinematic self-replication, where xenobots gather loose cells into new xenobots (Kriegman et al., PNAS).

The genome doesn't encode a frog. It encodes capacity.

Xenobot swimming through a field of suspended cells

Xenobot navigating a field of loose cells. Source: M. Levin / Allen Discovery Center, Tufts.

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Slide 39 · Built from human cells
2024 · Gumuskaya et al., Advanced Science

Anthrobots interact with human tissue in culture.

Made from adult human tracheal cells, anthrobots aggregate into "super-bot" clusters. In in vitro assays they move across cultured human neurons, congregate near injuries, and are associated with improved closure in neuronal-wound assays.

Because they're built from the same cells as the tissue around them, they natively share its bioelectric and biochemical signalling — making them candidate research tools for studying repair and tissue dynamics.

Wound-closure assays Regenerative-medicine probe Tissue dynamics
Super-bot cluster on a culture of human neurons next to a neural wound

Super-bot cluster (green) on cultured human neurons (red), next to a neural wound. Source: Gumuskaya et al. (2024), Levin lab.

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Slide 40 · The anatomical compiler
Murugan et al. (Levin lab) 2022 · Science Advances · 18-month follow-up in adult Xenopus laevis

Specify the anatomy. Let the cells compile it.

Stop micromanaging tissues; hand cells a target morphology and let them execute. Lobo & Levin built a literal compiler — a graphical model where you draw the body plan you want and the planarian regenerates it. A 24-hour drug cocktail in a wearable silicone BioDome then carries the same idea into adult Xenopus: 18 months of patterned limb outgrowth from one intervention.

Compiler · Lobo & Levin · planarian regeneration model
Daniel Lobo's planarian morphology editor (Levin lab): graphical UI where the user adds head/trunk/tail regions to a regulatory graph, specifies a triple-headed target morphology in the editor pane, and an arrow points to the actual triple-headed planarian generated by the corresponding bioelectric perturbation.

Specify the target body plan in the editor (here: triple-head). The planarian regenerates that shape. The compiler turned "anatomical compiler" from metaphor into a literal piece of software.

Compiler in vivo · Murugan et al. 2022 · BioDome on adult Xenopus
BioDome workflow figure (Murugan et al. 2022): adult Xenopus laevis hindlimb amputation → 2h attachment of silicone BioDome cap loaded with 5-drug cocktail (RD5, RA, GH, BDNF, 1,4-DPCA) → 24h drug delivery → cap removal showing wound bed.

Adult X. laevis hindlimb amputation → silicone BioDome cap loaded with a 5-drug cocktail (BDNF · 1,4-DPCA · RD5 · GH · RA) → 24 h drug delivery → cap off. Bone, vasculature, innervation and motor function all show up over the next 18 months. Murugan et al., Sci. Adv. 2022.

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Slide · Clinical frontier
1843 injury current → 2006 · Min Zhao, Nature · UC Davis

Wounds are batteries — and cells follow the field to close them.

Break an epithelium and the tissue's battery short-circuits: a steady wound current flows, pointing at the injury. Min Zhao's lab showed cells read this field and migrate along it (galvanotaxis) — and his 2006 Nature paper found the field can override every other guidance cue, steering through PI3K/PTEN, the same machinery cancer mutates.

This is the most investable corner of bioelectricity today: the signal is measurable, the mechanism is molecular, and applied fields already accelerate closure in cornea and skin models — a direct path to wound-care devices for diabetic ulcers and surgical healing.

→ full interactive course: "Electric Fields That Heal"

Fluorescence micrograph of a cell exhibiting galvanotaxis: cortical actin waves (green) concentrate at the cathode-facing leading edge as the cell migrates through an applied electric field

Cortical actin waves (green, LimE) lock to the cathode-facing edge — cells steer by reading the wound field. Weiner et al., eLife 11:e73198 (2022) · CC-BY 4.0.

Min Zhao, M.D., Ph.D., UC Davis

Min Zhao, M.D., Ph.D. — UC Davis. Zhao et al., Nature 442, 457–460 (2006).

— / —
Slide · Somatic application
1917 · Fitzgerald & Bowers, Zone Therapy → today · Vmem imaging

People have always drawn maps on the body. Now we can measure one.

Fitzgerald's 1917 zone therapy chart — ten longitudinal zones drawn on a standing figure

Fitzgerald's ten zones, 1917 — the ancestor of every massage & reflexology chart.

Fitzgerald divided the body into ten longitudinal zones — press here, affect there. Meridian charts, reflexology feet, dermatome maps: the same move, repeated for millennia. The maps disagree with each other, but the intuition survives every era: the body is spatially organized, and working on one region influences another.

Bioelectricity gives us a developmental body map that is measured, not asserted. Voltage reporter dyes show real spatial prepatterns — regions of tissue holding different Vmem set-points that specify what grows where. It's a map you can image, perturb, and re-image.

Time-lapse of the bioelectric 'electric face' prepattern appearing on a frog embryo before the face forms

The "electric face" — a measurable voltage map that appears before the anatomy it predicts. Vandenberg, Morrie & Adams (2011), Levin Lab, Tufts.

— / —
Slide 42 · The brain runs many clocks at once
Bigdely-Shamlo 2020 · Safron 2020 · Friston (Active Inference)

Different EEG bands = different scales of prediction.

If cognition is hierarchical inference, each oscillatory band carries a different layer of the predictive stack: gamma is the ascending error signal, beta the descending prediction, alpha integrates them into a frame, theta brings agency in, delta sets the slow context. Bioelectricity isn't just resting potentials — it's computational potentials at multiple harmonics simultaneously.

EEG frequency bands mapped to predictive-processing roles, with brain spectral-density grid
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Slide 45 · The brain runs many clocks at once
Atasoy et al. 2016–17 · Nature Communications / Scientific Reports · connectome-harmonics simulator

Brain activity rides the connectome's harmonics.

Treat the brain's wiring as a graph and take the eigenmodes of its Laplacian — the connectome's harmonics (the same math as a vibrating drum-head, on the whole brain). Resting-state fMRI is a weighted sum of these modes, and a psychedelic measurably re-weights which ones ring.

Cortical-surface renders of connectome harmonic modes 1 through 20, each a smooth red/blue standing-wave pattern of the graph Laplacian eigenvectors across the brain

Connectome harmonic modes on the cortex (modes 1–20). Atasoy et al., Nat. Commun. 2016, Fig. 1c (CC BY 4.0).

Line plot of mean harmonic power versus spatial frequency for placebo versus LSD, with LSD suppressed at the low-frequency modes, and a lower panel showing the LSD/placebo ratio dipping below one

Under LSD, low-frequency harmonics lose power (ds003059, n=12). Connectome-harmonics simulator.

Spectrum reorganizes — LSD suppresses the low-frequency modes (Atasoy 2017).
Geometric latent space — the seven Yeo networks fall out of wiring alone, unsupervised.
Shape vs. wiring — LSD shifts the brain toward smooth cortical-geometry modes (12/12 subjects; replicates in psilocybin).
Less consonant, not more — the spectrum grows more entropic under LSD, not more symmetric.
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Slide 46 · A skeptic's footnote
ProbKnow · probknow.com · Frequency & Energy Healing Devices · June 2026

"Frequency" is real physics. Most "frequency healing" isn't.

The same word covers two very different things. We logged 14 frequency- / energy-healing devices as testable claims and scored each by the weight of evidence. Most sit in the bioresonance / bioenergetic family, which has no validated basis; a few rest on a real mechanism (PEMF, far-infrared, shockwave) but with marketing that runs well past the evidence.

14
Devices logged
10
Largely unsupported
3
Real underlying basis
Rife / Spooky2Rife / Spooky24%Rife / Spooky2 · no credible evidenceThe original frequency-healing lineage (Royal Raymond Rife, 1888–1971). Spooky2 pairs a generator with a 50,000+ frequency database; the Plasma model transmits up to 3.5 MHz. Claims specific frequencies shatter pathogens “like an opera singer shattering glass” — debunked for cancer, and the FDA/FTC have taken enforcement action against sellers making disease claims.
BEMERBEMER32%BEMER · largely unsupportedThe best-known consumer PEMF brand: ~8-minute mat sessions claimed to boost microcirculation (vasomotion), performance, and recovery. FDA-cleared and the mechanism is biologically plausible, but much of the supportive literature is small or manufacturer-affiliated, and independent replication is limited.
SCIO / QXCI / IndigoSCIO / QXCI / Indigo6%SCIO / QXCI / Indigo · no credible evidenceBill Nelson's “Quantum Xrroid Consciousness Interface” family — claims to scan the body against ~9,000 frequencies and transmit corrective signals. The inventor fled US fraud charges; the FDA characterizes the family as having no validated diagnostic or therapeutic basis, and readings are not reproducible.
Biomat (Richway)Biomat (Richway)32%Biomat (Richway) · largely unsupportedA mat combining far-infrared heat, “negative ions,” and amethyst crystals. FDA-cleared for what heat legitimately does — temporary relief of minor muscle pain. The ion and crystal “energy” claims have no scientific support; no rigorous trial shows it outperforms a simple heating pad.
AO Scan (Solex)AO Scan (Solex)7%AO Scan (Solex) · no credible evidenceA phone-based bioresonance scanner (~$149/month subscription) claiming to read 120,000+ “Blueprint Frequencies” from your voice, then broadcast corrective ones back. Solex's own materials disclaim medical or diagnostic use; bioresonance scanning as a category has consistently failed controlled testing.
Biofield TuningBiofield Tuning44%Biofield Tuning · mixed, mostly weakEileen McKusick's method: weighted tuning forks worked through the body's claimed “biofield.” The most credentialed corner of this space — published book, MA thesis, worldwide practitioner training. Sound therapy has genuine relaxation evidence, but the biofield itself is not scientifically validated.
IMAETIMAET8%IMAET · no credible evidenceA computer-based electrodermal (EAV-family) system claiming to clear allergies and rebalance immunity by transmitting corrective frequencies — even remotely, without the person present. The EAV device family has no validated basis; real allergy desensitization requires immunologic exposure, not signals.
FLOWpressoFLOWpresso52%FLOWpresso · real basis, overstatedA 3-in-1 full-body suit: pneumatic compression + far-infrared heat + deep pressure. FDA Class II cleared, prescription-only. Compression is evidence-based for lymphedema and venous circulation, and deep pressure plausibly aids relaxation — but the “detox” framing is unsupported (your liver and kidneys do that).
'Mold Wizard''Mold Wizard'9%“Mold Wizard” · no credible evidenceAn app advising you to play audio tracks loudly overnight to “eliminate mold” in a home or car. Some frequencies (~250 Hz) inhibit certain molds in petri dishes — but that doesn't transfer to real rooms. EPA guidance: fix the moisture source and physically remove the mold; sound is not a recognized method.
Omnium1 Mat (Swiss Bionic)Omnium1 Mat (Swiss Bionic)53%Omnium1 Mat · real basis, overstatedA tablet-driven whole-body PEMF mat (low-microtesla sawtooth field) with optional light/sound brainwave entrainment. PEMF is genuinely FDA-approved for stimulating healing of nonunion bone fractures, with some RCT support in osteoarthritis — but broad whole-body wellness claims lack independent trials.
NES HealthNES Health10%NES Health · no credible evidenceA scan reads your “Human Body-Field,” then practitioners apply the miHealth handheld plus liquid “Infoceuticals” — drops said to carry corrective informational patterns. No plausible mechanism, no randomized-trial support; reported benefits are consistent with placebo and practitioner attention.
Extracorporeal Shockwave (ESWT)Extracorporeal Shockwave (ESWT)84%ESWT · clinically supportedFocused acoustic shockwaves — the same physics as lithotripsy, the standard of care for kidney stones. Multiple RCTs and meta-analyses support ESWT for plantar fasciitis, calcific shoulder tendinopathy, and tennis elbow; FDA-cleared for specific orthopedic uses. Only the anti-aging/cellulite marketing outruns the evidence.
Hi Tech Air Reactor 101Hi Tech Air Reactor 10112%Hi Tech Air Reactor 101 · no credible evidenceA photocatalytic-oxidation (PCO) air device claiming to destroy mold and mycotoxins “at the molecular level.” PCO is a real technology, but the efficacy evidence is testimonial, such devices can generate ozone, and no air unit can remediate established mold colonies — the EPA cautions against relying on them.
HealyHealy13%Healy · no credible evidenceA phone-controlled microcurrent wearable sold via multi-level marketing, with 230+ frequency “wellness” programs. Its FDA 510(k) clearance covers only the TENS-like local pain-relief function — not the bioenergetic programs, which Healy itself states are not clinically established.
No credible evidence Largely unsupported Mixed — real basis, overstated Clinically supported
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Slide · How medicine became a market
1800s · patent medicines · Britain & the United States

The first mass pharmaceutical market was household self-medication.

Pharma's first scalable business model looked like consumer packaged goods, not laboratory R&D: common complaints, cash purchase, memorable brands, enormous advertising reach. Tonics, laxatives, "blood purifiers" — proprietary through brand, secrecy and distribution, not molecular patents.

£0.5M → £4M
UK patent-medicine sales / yr, mid-1800s → 1900 (nominal £)
1 per 2 Americans
Patent-medicine almanacs printed, late 1800s US

Brand and distribution came before modern clinical proof.

Cover of a Peruna patent-medicine almanac — a nineteenth-century advertising almanac for a proprietary tonic

Peruna almanac cover — manufacturers printed advertising almanacs from the 1840s on. (DPLA, public domain)

— / —
Slide · How medicine became a market
1880s → present · who pays selects what gets made

The buyer changed — and selected a new kind of medicine.

Who pays
Consumer cash
What scales
Remedies & tonics
Who pays
Doctor + pharmacy
What scales
Standardized molecules — aspirin, insulin
Who pays
Hospital + state
What scales
Vaccines & antibiotics
Who pays
Insurance / national system
What scales
Daily chronic drugs
Who pays
Specialty payer
What scales
Biologics & cell/gene therapies
REGULATORY RATCHET: 1902 biologics licensing 1938 premarket safety 1962 proof of efficacy 1984 innovator–generic bargain

Modern pharma = reproducible product + regulatory evidence + reimbursing payer. The deeper shift: from the patient buys a bottle to a payer finances a medically defined treatment pathway.

Reconstruction of a seventeenth-century apothecary's shop: a bearded pharmacist reads at a desk surrounded by jars, scales, and a stuffed crocodile hung from the ceiling

Where it started: the apothecary's shop — the patient buys a bottle. Wellcome Collection.

— / —
Slide · How medicine became a market
1960 → 2024 · US national health expenditure (CMS)

Health became an 18%-of-GDP economy.

0%5% 10%15% 1960198020002024 5.0% · $27B 8.9% · $256B 13.4% · $1.4T 18.0% · $5.3T

US health spending as a share of GDP, 1960–2024 (CMS national health expenditure accounts; dollars are nominal).

Where the 2024 dollars go:

Hospital care31%
Physician & clinical services21%
Retail prescription drugs9% · $467B

Pharma is the most IP-intensive part of health — not the largest part.

Global health expenditure more than doubled in real terms, $4.2T (2000) → $8.5T (2019) — WHO.

56-page report Synthetic Morphology & Bioelectricity — Extended Commercialization Report: 524 papers · 6,446 extracted claims · 136 hypotheses · 96 economic predictions · 19 companies mapped. Available on request.
— / —
Slide · How medicine became a market
1900 → 2023 · what humanity received in return

Medicine's greatest outcome was survival.

32 → 73 years
Global life expectancy, 1900–2023 — more than doubled. (Our World in Data)
23% → 3.6%
Children dying before age five, 1950–2024 — an ~84% reduction. (OWID)
154 million
Lives saved by vaccination, 1974–2024 — ~94M from measles alone. (WHO)
Smallpox: eradicated
First human disease eliminated worldwide, 1980 — after ~300M deaths in the 20th century. (WHO)
TB: ~83M lives saved since 2000 (WHO) HIV: AIDS deaths down 73% from the 2004 peak (UNAIDS)

Medicine transformed childhood death, infection, and premature mortality from ordinary facts of life into increasingly preventable events.

Outcomes reflect medicine, vaccination, sanitation, nutrition, public-health systems, and rising living standards — not pharmaceuticals or patents alone.

— / —
Slide 45 · The labs landscape
Survey · 9 featured labs + ~75 tracked PIs

The field is distributed.

Computational morphogenesis
Lobo Lab
UMBC
Automated discovery of regulatory networks for planarian regeneration.
Evolutionary robotics
Bongard Lab · Proteus
University of Vermont
Xenobot co-creator — morphological computation, co-evolved brains and bodies.
Mechanobiology · organs-on-chips
Ingber Lab
Wyss Institute · Harvard
Organs-on-chips, tissue mechanics, the engineering arm at Wyss.
Voltage imaging tools
Cohen Lab
Harvard University
Optopatch, Archon, the GEVI toolkit that lets you film a cell think.
Bioelectric oncology
Gentile Lab
Medical Univ. of South Carolina
K+-channel activators (NS1643) → senescence in breast and colon cancer.
Active inference · basal cognition
Pezzulo Group
CNR · Rome
Anticipatory cognition — predictive frame for cells, tissues and bodies.
…and the wider network around them — ~75 PIs the paper scanner watches each week (watchlist.ts)
Levin Lab core · 39 active
Michael Levin, Patrick McMillen, Vaibhav Pai, Wesley Clawson, Hananel Hazan, Franz Kuchling, Juanita Mathews, Federico Pigozzi, Yanbo Zhang, Caitlin Grasso, Jack Lindsay, Jayati Mandal, Patrick Erickson, Tomáš Pelikán, Doug Blackiston · + 24 more
Voltage imaging & tooling
Adam Cohen (Harvard · GEVIs), Ed Boyden (MIT · Archon), Eve Marder (Brandeis), Donald Ingber (Wyss)
Wound currents & channelopathies
Min Zhao (UC Davis), Mustafa Djamgoz (Imperial), Richard Nuccitelli, Christine Pullar (Leicester), Colin McCaig, Ann Rajnicek (Aberdeen), Richard H. W. Funk (TU Dresden)
Computational morphogenesis
Daniel Lobo (UMBC), Erez Braun (Technion), Stas Shvartsman (Princeton), Madhav Mani (Northwestern), Allyson Sgro (BU), Eva-Maria Schoetz
Bioelectric oncology
Saverio Gentile (MUSC · Kv11.1 / NS1643), Mustafa Djamgoz (voltage-gated Na in metastasis)
Morphogenesis · dev-bio
Stuart A. Newman (NYMC), Aneta Koseska (MPI), Matthew Harris (Harvard), Koji Tamura (Tohoku), Bassem Hassan (ICM Paris), Kelly McLaughlin (Tufts)
Basal cognition · unconventional substrates
František Baluška (Bonn), Stefano Mancuso (Florence), Audrey Dussutour (CNRS · slime moulds), Eshel Ben-Jacob, Andy Adamatzky (UWE · fungal computing)
Theory · active inference · xenobot collaborators
Karl Friston (UCL), Chris Fields, Josh Bongard (UVM · xenobot co-author), Sebastian Risi (ITU · neural CA), Giovanni Pezzulo (CNR)
Cross-disciplinary collaborators
Daniel Ari Friedman (Active Inference Institute), Doug Blackiston (Tufts · xenobot construction lead) — plus Wyss / ICDO / Allen-Discovery-Center engineering staff.
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Slide 46 · The latent platonic space
Concept · Symposium on the Platonic Space · Levin & Hazan 2025

The forms may be discovered, not invented.

"Platonic space" names a structured, non-physical space of patterns — the properties of mathematical objects, and perhaps the higher-agency patterns we detect as anatomy, physiology, and behavior across the biosphere.

Its contents may in-form events in the physical world — constraining physics and enabling biology. Systems don't invent a body from scratch; they navigate toward a form that already sits in the space of possibilities.

The symposium uses Plato and Pythagoras as a springboard, not a doctrine — a way to go beyond "emergence" and ask, concretely, how the latent space of possibilities gets explored.
bioelectricity formal causality active inference constructor theory category theory process philosophy

Interdisciplinary symposium organized by Michael Levin & Hananel Hazan → /platonic-space

latent space of forms & patterns in-forms physical world anatomy physiology behavior

Hand-built schematic — a structured space of forms "in-forming" the physical world.

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Slide 46 · The latent platonic space
Concept · Levin & Hazan symposium 2025

Raup's morphospace, generalized.

If voltage maps can navigate cells through the space of possible bodies, where does that space live? Levin's working answer: a structured, non-physical space of forms, patterns and higher agencies that biological systems (and minds, and AI) appear to discover, not invent.

Attractor landscape
Anatomies are stable basins the system gravitates toward. Bioelectric circuits encode which.
Active inference
Cells minimize surprise against a target morphology — Friston's framework, applied to shape.
Cognitive platonism
Forms are real as operational constraints, not as transcendent objects (Dodig-Crnkovic).
Convergence
Biology, cognition and large-scale ML all seem to land on overlapping patches of this space.

Full glossary & symposium slides → /platonic-space

Generalized · Ballell et al. 2022 dinosaur teeth + Marshall et al. 2019 caecilian skulls · via M. Levin's slides
Two morphospace generalizations beyond shells: Ballell et al. 2022 dental morphospace of dinosaur teeth across clades, and Marshall et al. 2019 cranial morphospace of caecilian amphibian skulls — both showing real taxa occupying only a small region of the geometrically possible space.
Conceptual lineage · Goethe → D'Arcy Thompson → Raup → Wright → Turing · via M. Levin's slides
Lineage of the morphospace idea: Goethe's Urpflanze archetypal plant, D'Arcy Thompson's coordinate-grid fish transformations, Raup's shell cube, Sewall Wright's adaptive landscape, and Turing reaction-diffusion patterns — five visual ancestors of Levin's latent platonic space.
V_mem field navigates the space of forms

Vmem wave propagating across a tissue grid · inspired by BETSE bioelectric simulations (Pietak & Levin 2016).

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Slide 47 · The landscape

From idea to ecosystem: who's building, what they own, where capital is moving.

One map of everything the Nexus tracks — 21 organizations clustered by type, the patents mapped to them (number inside each node), and the active deals seeking capital.

ACADEMIC ANCHORSINSTITUTESSTARTUPSMEDICAL DEVICEPHARMASPINOUTS6Tufts ADC2UVM ALifeWyssFeinsteinFaunaAxonisBioDaVinciCoherence NeuroGalvanikaMicaMorphitectica1Morphoceuticals1NovaBioPhase LabsSetPoint1AstonishingElectrocoreNaluSaludaGSK BioelectronicsInovioTheraStel LabsOncology · bioelectric RxBioDaVinciComputational morphogenesisHum LabsCausal emergence · applied math
Legend
Universities
Startups
Medical device
Pharma
Institutes / orgs
Patent (mapped IP)
Active deal
21 organizations
26 patents tracked · 11 mapped
3 active deals

Live snapshot from the Bioelectricity Nexus deal room & patent portfolio · node size scales with mapped patents

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Slide 49 · The last word
Michael Levin · SEMF 2026 · closing remarks

Over to Mike Levin.

Audio plays through the autoplay bar ↓
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