EthnoHack 2026
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01  /  The question

Did African malaria remedies leave a chemical trace?

Two frontline antimalarials came out of plants that people already used against fever. We asked whether the historical record is predictive in general, and tested it against — species in — botanical families.

No measurable signal.  This is a null result, reported as one.
Isometric diorama: an open herbal with a written recipe on one page and a pressed leaf on the other. A brass magnifying glass hangs over the leaf, and a glowing molecule rises from it through the lens.
Fig. 00 · reading the record for a chemical trace
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recipes read from the Ebers Papyrus, each keyed to its plate
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plant compounds scored against the parasite
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ChEMBL measurements behind the model
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on the headline test

Every number on this page is read from the project's own output files. None is typed in by hand.

02  /  The premise

Two of the drugs that work came out of plants

The idea that traditional remedies encode real pharmacology is not naive. It has produced a frontline drug twice. What nobody counts is the failures.

1820

Quinine

Isolated from Cinchona bark, long used against fever in Peru.

1972

Artemisinin

Isolated from Artemisia annua, found by reading a fourth-century Chinese fever text.

95%

of malaria deaths

occur in the WHO African Region, which is where the plant knowledge we drew on was recorded.

WHO World Malaria Report

Isometric diorama: a potted plant on a slab, with a trail of particles arcing to a glowing molecule on a stand.
Fig. A · plant to compound

03  /  The hypothesis

Written so that it could fail

Plants that African sources record as malaria remedies contain a higher share of compounds predicted active against Plasmodium falciparum than other medicinal plants from the same book.

The test was fixed first

The statistic, the permutation scheme and all three sensitivity analyses were written down before any result was computed.

The circularity was removed

Malaria plants were often assayed because of their traditional use. Every compound the model trained on is excluded from scoring.

Labels shuffle within families

Related plants share chemistry, so the null model permutes inside each botanical family rather than across all of them.

04  /  Method

From papyrus to prediction

Every recipe keeps its page and plate number, so any claim about the papyrus can be checked against Joachim's 1890 translation.

Isometric diorama: a partly unrolled papyrus scroll on a slab with one line of text glowing, beside a clay jar, a stylus and two tablets.
Fig. B · the sources

The Ebers Papyrus never names malaria. Of — recipes, exactly one is explicitly for fever-heat, which is why the statistics rest on Watt & Breyer-Brandwijk (1932) instead.

05  /  The papyrus

What the papyrus actually treats

Malaria was never the papyrus's subject. Read whole, its — remedies are mostly for the belly, the skin and the eyes. Fever gets —.

Fig.01  ·  Ebers remedies by what they treat

Each remedy is counted once, under the body system its stated purpose names. Hover a bar for the first remedy of that kind in papyrus order.

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remedies use honey, the most common ingredient in the papyrus
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are applied to the skin; — are swallowed
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of plant mentions are Egyptian words no one can yet match to a species
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Ebers species also has a recorded African malaria use: —

Honey, copper and lead

Honey appears in — remedies, copper salts (verdigris) in — and red lead in —. Honey's antibacterial action on wounds and copper's on microbes are both well documented today. None of it is a plant, so none of it reaches a pipeline built on plant chemistry, and the wound remedies, not fever, are where a second test belongs.

The worm cure the database forgot

Plate — prescribes pomegranate bark, pounded in beer and drunk, against worms that "die from no other remedy". That bark carries the pelletierine alkaloids, which European doctors gave against tapeworm into the twentieth century. The open database lists — compounds for pomegranate, and pelletierine —.

The gap starts in the text. Before any database is searched, — of the papyrus's plants are already lost to translation. These counts come from an AI-assisted extraction that no Egyptologist has reviewed yet: trust the patterns, not any single identification.

06  /  Instrument check

The model knows a real antimalarial

Before trusting a null result, check that the instrument reads true. Plant natural products sit low. The two reference drugs sit far right.

The model is trained on whole-cell screening data: thousands of plates like this one, where a handful of wells come back active and most do not.

Isometric diorama: a microplate on a slab, most wells dark and a few glowing blue, with a pipette resting beside it.
Fig. C · the screen
Fig.02  ·  predicted activity, — compounds

Trained on — ChEMBL assays against P. falciparum, scored by five-fold scaffold-grouped cross-validation. Random splits leak analogue series between train and test and would have inflated this. Quinine and artemisinin appear only as controls and are excluded from every analysis.

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scaffold-split ROC AUC
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predicted activity, quinine
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predicted activity, artemisinin
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of the training set was active, far above the plant-compound median

07  /  Result

No signal, in any version of the test

Three analyses, each an estimate with an interval. All three cross zero, and the effect collapses once thinly documented species are removed.

Fig.03  ·  difference in mean predicted activity

Positive means malaria-use plants score higher. The shaded band is the smallest difference this study could reliably detect, —, about 0.52 standard deviations. We can rule out an effect larger than that band. We cannot rule out a smaller one.

The drift was noise

Requiring at least five compounds per species drops the difference to —. The small positive in the primary analysis came from species with one to four recorded compounds, where a mean is almost meaningless.

Research effort is not the explanation

Better-studied plants do score slightly higher (Spearman —), but malaria plants are not better studied: a median of — compounds against — for the rest.

08  /  Species

The two groups overlap almost entirely

The same result, one point per species. Hover any point. Filter by family, or drop the species whose score rests on too little chemistry and watch the gap close.

Fig.04  ·  mean predicted activity per species
Filter

09  /  The finding that matters

Most of these plants have no chemistry

This is not a gap in the pipeline. It is a gap in the world's published chemistry, and it reframes the null result above.

Three jars on a rack built for twelve. That is roughly the ratio: most of these plants have never had their chemistry described at all.

Isometric diorama: a three-tier rack with twelve empty slots, only three holding a glowing specimen jar.
Fig. D · what is on the shelf
Fig.05  ·  compound records per species

Searched against LOTUS via Wikidata. Median for species that have any record at all: 13 compounds.

We may have failed to detect a signal because the chemistry needed to see it has never been published. That was our leading explanation, so we tested it. The next section repeats the whole test on a tradition whose plants are well studied.

10  /  A second tradition

Rich chemistry, same answer

If missing data hid the signal, a source with plenty of chemistry should show it. We repeated the test on al-Heravi's tenth-century Persian materia medica, Al-Abniah, which names malaria-like fevers outright. The design was committed before a single score was computed.

Fig.06  ·  difference in mean predicted activity, Persian fever plants

Same model, score and within-family permutation as Fig.03. The top row is the African result, shown for comparison. The shaded band is the smallest difference this test could reliably detect, —, about — standard deviations against — for the African test.

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species scored in — families, — of them fever remedies
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scored compounds per species, median. The African test had —
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smallest detectable effect, in standard deviations. Finer than the African test
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on the pre-registered test

Fevers that come and go

Unlike Ebers, Al-Abniah names Febris quartana, the tertian fever ghibb, and rubs applied "before the fever attack", which is the rhythm of malaria. The — scored species recommended for those fevers sit no higher than the rest.

What this does to the data-gap story

Missing chemistry is still real, and it still limits the African test. But here the chemistry is there and the answer does not change. The likelier reading for both traditions is the one in the limits below: a remedy could ease a fever without touching the parasite.

Source: A. Achundow's 1893 German translation and commentary (public domain), — entries. Plant identifications follow Achundow's commentary and were drawn up with AI assistance. Like the Ebers extraction, they need an expert's review.

11  /  One lead

The plant still worth a bench test

Of — untested compounds from malaria-use plants, — score above 0.5. One plant stands out for a historical reason rather than a statistical one.

Cassia abbreviata

The only plant in Watt (1932) carrying a clinical observation rather than a report of custom. A physician in East Africa found a root decoction helped in blackwater fever, and a fluid extract was manufactured and prescribed.

Highest-scoring malaria plant with more than ten compounds: mean —, with — of — predicted active.

Why we are not calling it a hit

Its top-scoring compounds share an identical predicted score, which means they are near-identical structures. This is a handful of scaffolds, not eleven independent findings.

It needs an assay, not a press release.

Isometric diorama: a stone mortar and pestle beside a flask of glowing liquid, with a cut leafy sprig and a strip of bark beside them.
Fig. E · the lead
Table.01  ·  curated malaria uses, Watt & Breyer-Brandwijk 1932

Read by hand from 63 malaria and blackwater-fever statements. Nine further statements were excluded with a recorded reason, including the belief that the fever tree causes malaria. Paraphrased, because the 1932 text is probably still in copyright.

12  /  Limits

What it would take to answer this properly

More chemistry may not change the answer

— of these Southern African species have no compound on record, and that gap is real. But the Persian test had a median of — scored compounds per species and still found nothing, so filling the gap is no guarantee of a signal.

West Africa is missing

Dalziel's 1937 survey has no open full text, so the record covers Southern and Eastern Africa alone. Twenty species cannot carry this question.

A remedy need not kill the parasite

Many recorded uses induce sweating or vomiting. A plant that eased a fever could earn its reputation without ever touching Plasmodium. Two traditions, a thousand years and a continent apart, now point the same way.

We would rather hand you a null result we can defend than a hit we cannot. Everything here is reproducible from the repository. The historical extraction was AI-assisted and is labelled as a draft until a pharmacognosist has read it. No plant named on this page is shown to treat malaria, and every prediction is a hypothesis for testing, not medical advice.

Ebers Papyrus via Joachim (1890, public domain)
Watt & Breyer-Brandwijk, The Medicinal and Poisonous Plants of Southern Africa (1932)
al-Heravi, Al-Abniah, via A. Achundow (1893, public domain)
GBIF Backbone Taxonomy  ·  LOTUS via Wikidata  ·  ChEMBL target CHEMBL364