Estrogen receptor competition may divert gene-activation support away from cellular repair
Under identical estradiol exposure patterns, reducing estrogen-receptor recruitment of p300 may restore its allocation to repair genes and improve cellular stress recovery. Failure to detect reciprocal changes in p300 occupancy would favor another mechanism.
Stage of verification
- Hypothesis published2026-10-03
- Indirect evidenceAssessed at 4 of 10
- Direct testAwaited
Map of the hypothesis
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Where in the body
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Kind of knowledge gap
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Target map
Every target of every published hypothesis, each with the actions a hypothesis can propose on it. The targets and the actions of this hypothesis are drawn solid.

Regulatory protein
p300
A nuclear transcriptional coactivator shared by competing transcriptional programs
Where this hypothesis actsCellular repair loci during concurrent estrogen-receptor activation
Hypotheses on this target 2
Inhibition
Activation
Lower level
Higher level
Protection from degradation
Function restoration
Function preservation
What is proposed
Redistribute p300 from competing estrogen receptors toward repair programs
With whatNot stated in the record
HowSelectively reduce estrogen-receptor recruitment of p300 under identical estradiol waveforms; no established safe clinical method is available
Possible result
Possible restoration of p300 occupancy at repair loci and improved cellular stress recovery
From the recordselectively reducing estrogen-receptor recruitment of p300 should restore p300 occupancy at repair loci

Rhythm or programme
Endocrine fluctuations
Variations in endocrine exposure over time in perimenopausal participants
Where this hypothesis actsEndocrine peaks activating estrogen receptors in the perimenopausal setting
Hypotheses on this target 2
Inhibition1
Activation
Function preservation
Feedback restoration
Rhythm restoration1
Direct measurement

What is proposed
Inhibition
Reduce endocrine peaks that drive competition for the shared coactivator
With whatNot stated in the record
HowNot stated in the record
Possible result
Possible preservation of function through reduced competition with cellular repair programs
From the recordReducing peak-driven competition, or selectively weakening receptor recruitment of the coactivator, should preserve function more effectively than increasing mean steroid exposure.
All targets of the lab
Every target read from the published hypotheses, each kind around its pictogram. A larger mark means more hypotheses act on that target. Point at a mark and the actions proposed on it branch out of it.
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The logic
The train of thought that ends in this hypothesis. Each stage is the reason the next exists. The master question narrows to a goal, the goal to an unknown nobody has closed, the unknown to the hypothesis proposed here. Every step below says what it rests on and what carries it.
Hormone changes around menopause might affect how well cells recover from damage. The unexpected move is to propose that hormone peaks redirect a shared helper from repair toward hormone-responsive genes, even while the total amount of that helper stays unchanged. This is a hypothesis generated by the pipeline, not a measured explanation of menopause or longer life.
- Hormone peaks activate estrogen receptors.
- Activated receptors recruit more of the shared p300 supply to hormone-responsive genes.
- That recruitment shifts p300 away from repair genes, despite an unchanged total supply.
- Reduced support for repair genes weakens cellular recovery after stress.
- Selectively reducing receptor recruitment returns p300 to repair genes under the same hormone exposure.
- Restored allocation to repair is predicted to restore cellular recovery.
A building can have the same number of maintenance workers while fewer repairs get done because another department keeps drawing those workers onto its own jobs. Reducing that demand could restore repairs without hiring anyone.
Where the picture breaks: The proposal does not establish that p300 behaves like a fixed workforce or that every increase in one use causes a matching decrease elsewhere. Its borrowing from allocation economics is a testable approximation, not evidence that cells assign work through bids or deliberate decisions.
- Master questionstep 01 of 04
Discovering patterns of symptoms and dysfunction associated with menopause, the end of menstrual cycles, might provide knowledge useful for greatly extending lifespan.
Rests on: The goal itself connects discovery of menopause-associated syndromes, meaning recurring patterns of symptoms or dysfunction, with radical lifespan extension. It supplies a research direction rather than evidence that such discovery will extend life.
Stated in the chain - Goal pillarstep 02 of 04
The intended result is a validated way to identify menopause-associated syndromes and a protocol for interventions with lasting effects on lifespan.
Rests on: The master question supplies both aims: discovering menopause-associated syndromes and applying the resulting knowledge to lifespan extension. Validation and durability are requirements for that intended result.
Stated in the chain - Gap questionstep 03 of 04
During perimenopause, the transition leading up to menopause, lasting improvements in function might come from reducing hormone fluctuations, restoring average steroid-hormone exposure, or treating the resulting dysfunction directly. Steroid hormones are hormones of the chemical class that includes estrogen. Randomized comparisons, in which chance determines treatment assignment, are intended to distinguish these routes.
Rests on: The goal requires lasting intervention benefits, but does not identify hormone fluctuations, average hormone exposure, or a particular functional outcome as the route to lifespan extension.
AssumptionThe narrowing assumes that comparing these intervention routes in perimenopausal participants can identify a durable functional benefit relevant to the lifespan goal. The supplied chain does not establish that bridge or specify the durable functional outcome.
- Hypothesisstep 04 of 04
Activated estrogen receptors may draw a shared transcriptional coactivator, a protein that helps other proteins turn genes on, away from cellular repair. The proposed coactivator is p300. Less p300 supporting repair could impair recovery without any decrease in its total amount; reducing receptor competition is predicted to preserve function better than increasing average hormone exposure.S1S3
Rests on: The preceding question supplies the comparison between hormone fluctuations, average exposure, and downstream dysfunction. A 2020 review in Journal of endocrinological investigation proposes competition for related gene-activation helpers called CBP and p300 after exposure to hormone-disrupting chemicals, but does not directly test that mechanism or establish effects of natural hormone peaks. A 2015 study in International journal of molecular medicine reports altered p300 binding after estradiol, an estrogen hormone, in a human breast cancer cell line; it does not establish diversion from repair, impaired recovery, or benefits in perimenopause.
Supported by literature
What is carried, and what is not. Two screened sources bear on parts of the six-link mechanism: the 2020 review in Journal of endocrinological investigation proposes competition without testing it, while the 2015 study in International journal of molecular medicine reports changed p300 binding in breast cancer cells without establishing competition or repair loss. Neither establishes the full sequence from hormone peaks through p300 redistribution to impaired recovery, and the supplied material does not establish an effect on lifespan.
Where the reasoning is carried by something unstated · 1
- Gap question. The narrowing assumes that comparing these intervention routes in perimenopausal participants can identify a durable functional benefit relevant to the lifespan goal. The supplied chain does not establish that bridge or specify the durable functional outcome.
How a result here could mislead · 3
- Improved recovery after reducing receptor recruitment could be credited to p300 redistribution even if the intervention instead changes receptor abundance or the timing of the cell's internal daily clock. What closes it: The design requires identical estradiol waveforms, meaning the same hormone concentration over time, with receptor abundance and circadian phase, meaning position within the internal daily cycle, unchanged. It also requires measuring reciprocal p300 occupancy, meaning binding at the relevant sites, at receptor-associated and repair-associated locations alongside recovery. Rescue without measured redistribution would not establish the proposed route.
- Failure to restore recovery could be read as disproving competition even if the intervention never reduced receptor recruitment of p300. Conversely, a rise in total p300 could be mistaken for redistribution of an unchanged supply. What closes it: Interpretation requires direct verification that receptor recruitment fell, measurement of total p300, and measurement of p300 binding at repair loci, the locations in genetic material associated with repair genes. The supplied specification does not identify an intervention or a criterion for sufficient disruption, so these must be fixed before interpreting a negative result.
- A successful cellular rescue could be read as showing that a common menopause syndrome exists, or that reducing hormone peaks outperforms restoring average hormone exposure. The proposed matched-exposure cellular comparison establishes neither conclusion by itself. What closes it: The cellular stress-recovery endpoint, the outcome chosen to measure recovery, must be specified before testing. The design calls for replication in participant-derived tissues, meaning tissue obtained from participants, but does not supply the participant eligibility rules, durable functional outcome, or direct treatment comparison needed to support those broader claims.
What would make this wrong. The central mechanism would be undermined if verified changes in receptor recruitment, under identical estradiol exposure and unchanged receptor abundance and circadian phase, produced no reciprocal change in p300 allocation between receptor-associated and repair-associated locations. If allocation to repair were restored but the prespecified recovery outcome did not improve, the claimed link from allocation to recovery would fail in that tested system. The supplied material gives no quantitative threshold for either decision.
What it would change. If the mechanism held, work on menopause-associated functional decline would need to distinguish the amount of a gene-activation helper from where it is being used: unchanged hormone exposure could produce different recovery when recruitment changes. That would support investigating whether desired estrogen responses can be preserved while reducing interference with repair. It would still not establish a common menopause syndrome, lasting benefit in people, superiority over restoring average hormone exposure, or radical lifespan extension; the supplied specification states that no established safe clinical method for selectively reallocating p300 is available.
Sources read · 4
Endocrine disrupting chemicals may deregulate DNA repair through estrogen receptor mediated seizing of CBP/p300 acetylase. · Journal of endocrinological investigation · 2020
“Hence, we believe that activation of ERs by EDCs results in sequestration of CBP/p300 for ER transactivation and transcription initiation of its target genes, leading to a competition for CBP/P300, resulting in the deregulation of all other pathways involving p300/CBP.”
Does not settle: This review proposes the competition mechanism but does not directly test it. It does not establish effects of endocrine peaks, unchanged total coactivator abundance, the fraction allocated to repair, functional outcomes, or whether reducing peak exposure or weakening receptor recruitment is more effective than increasing mean steroid exposure.
Hypoxia-inducible factor-1 in human breast and prostate cancer. · Endocrine-related cancer · 2006
“The crosstalk between estrogen signaling pathways and HIF-1alpha is still not fully defined in breast cancer, but downstream estrogen receptor signaling may be a candidate for estrogen modulation of HIF-1alpha levels.”
Does not settle: This abstract does not establish estrogen-receptor competition for a shared transcriptional coactivator, redistribution of coactivator allocation away from cellular repair, effects of endocrine peaks or concurrent receptor activation, preservation of function, or whether changing receptor recruitment is more effective than increasing mean steroid exposure.
Chromatin immunoprecipitation-sequencing predicts p300 binding sites in the MCF7 human breast cancer cell line. · International journal of molecular medicine · 2015
“In total, 5,642 and 6,952 sample -specific target genes of differential binding sites in p300_E2 and p300_Veh were identified, respectively.”
Does not settle: The source shows altered p300 binding after E2 treatment only in MCF7 breast cancer cells. It does not establish competitive coactivator diversion, reduced allocation to cellular repair, endocrine peak or waveform effects, unchanged total p300 abundance, functional impairment, or the predicted benefits of reducing peaks or weakening receptor recruitment.
The modified human DNA repair enzyme O(6)-methylguanine-DNA methyltransferase is a negative regulator of estrogen receptor-mediated transcription upon alkylation DNA damage. · Molecular and cellular biology · 2001
“This binding blocks ER from association with the LXXLL motif of its coactivator, steroid receptor coactivator-1, and thus represses ER effectively from carrying out transcription that regulates cell growth.”
Does not settle: The abstract does not establish that endocrine peaks redirect a shared transcriptional coactivator from cellular repair, quantify coactivator allocation or abundance, show repression of repair programs by activated estrogen receptors, or compare reducing receptor competition with increasing mean steroid exposure.
The gap this hypothesis explains
Nothing is known here: the question has not been asked of this system.
During the menopause transition, does stabilizing hormones, restoring average levels, or treating resulting problems produce lasting functional improvement?
Original wording · exactly as the pipeline generated it
In perimenopausal participants, should intervention suppress endocrine fluctuations, restore mean steroid exposure, or target downstream dysfunction directly, and which randomized contrasts establish durable functional benefit attributable to the chosen handle?
What this question is asking
The question asks which of three treatment approaches produces lasting improvements in how people function during the transition to menopause. The alternatives are reducing hormone fluctuations, restoring average exposure to steroid hormones, or treating problems thought to result from those hormonal changes directly. It asks whether comparisons that assign participants to treatments by chance can distinguish the effects of these approaches and attribute improvement to the particular process changed. The pipeline assumes that no such comparison has established the answer, and its stated standard also requires repeatable effects within a time window set beforehand, followed by measurement of survival.
- Menopause transition / perimenopause
- The period around the end of menstrual cycling. It is the population-defining life stage in this question; participants described only as before or after menopause cannot automatically be treated as participants in this transition.
- Premenopausal and postmenopausal
- Labels for stages before and after menopause, respectively. S1 uses these labels, which do not establish that its participants represent the transition asked about.
- Endocrine fluctuations / hormone fluctuations
- Changes over time in the levels of hormones, the body's chemical signals. Reducing these changes is one proposed treatment target and is distinct from changing their average level.
- Mean steroid exposure / average steroid hormone exposure
- Exposure over time to a class of hormones that includes estrogen, summarized by an average. Restoring that average requires a reference level and measurement period, neither of which is supplied here.
- Downstream dysfunction
- A problem in how the body or mind functions that is proposed to follow from an earlier change, here a hormonal change. Calling it downstream implies a causal ordering that the supplied sources do not establish for this question.
- Intervention handle / treatment target
- The feature a treatment is intended to change, such as fluctuations, average exposure, or a resulting functional problem. A single treatment can change more than one feature.
- Randomized contrast / randomized controlled trial
- A comparison in which participants are assigned to treatment groups by chance. It can test treatment effects, but identifying the responsible process also requires knowing which processes the treatments actually changed.
- Causal target separation
- Distinguishing the effect of changing one proposed treatment target from the effects of changing others. It is the pipeline's requirement for attributing improvement to a particular process.
- Durable functional benefit
- An improvement in an ability or aspect of functioning that lasts for a specified period. The input does not define the required ability, size of improvement, or duration.
- Prespecified lag
- A time interval chosen before assessing results, within which an improvement is expected to appear. The input requires such an interval but gives no length.
- Survival evaluation
- Measurement of whether and how long participants remain alive during follow-up. Improvement in function is a different outcome and does not itself establish longer survival.
- Estrogen, progestin, and menopausal hormone therapy
- Estrogen is a steroid hormone category; progestins are compounds with actions resembling the hormone progesterone. Menopausal hormone therapy uses hormones to address menopause-related problems, and S1 tests an estrogen-plus-progestin combination.
- Placebo
- A comparison treatment without the active treatment being tested. S1 uses it as the comparison for estrogen plus progestin.
- Cognition
- Mental abilities such as thinking and remembering. This is the functional domain considered by S1, rather than a measure of all aspects of functioning.
- Blinding
- Keeping treatment assignment unknown to participants, assessors, or others involved in a study to reduce influences on behavior or measurement. S2 identifies inadequate blinding as one limitation of the evidence it discusses.
- Preclinical evidence and mechanism
- Preclinical evidence comes from work before or outside direct clinical testing in people. A mechanism is the process proposed to explain an effect; S3 warns that the mechanisms it discusses were not directly assessed in its included trials.
- Network meta-analysis
- A method for combining a network of study comparisons to compare treatments. S3 uses this method, but combining treatment results does not itself establish how treatments produced their effects.
- Polyherbal preparation
- A preparation containing multiple herbs. S3 examines commercial Chinese preparations added to hormone therapy, which differs from separately testing the three treatment targets in the question.
- Endpoint and follow-up
- An endpoint is an outcome assessed by a study; follow-up is the period over which participants are observed. Measurements at the end of treatment do not establish whether an effect continues afterward.
No randomized comparison establishes which directly manipulated handle yields durable functional benefit and merits long-term lifespan testing.
The assertion concerns studies that assign participants by chance to treatments acting on hormone fluctuations, average hormone exposure, or problems thought to follow from hormonal changes. It claims that no such study identifies which approach causes lasting functional improvement sufficient to justify studying effects on lifespan. If established, this would locate the missing evidence at the choice of treatment target, before any claim about longer survival.
The supplied sources do not establish a comparison separating all three treatment targets. S1 compares estrogen plus progestin with placebo in participants described as premenopausal or postmenopausal; S2 describes limitations in evidence quality; S3 compares adding herbal preparations to hormone therapy with hormone therapy alone and explicitly limits mechanistic interpretation. These sources leave the proposed question unresolved, but the supplied search record is too limited to establish that no relevant randomized comparison exists elsewhere. No supplied standard defines what magnitude or duration of benefit would merit lifespan testing.S1S2S3
The same question asked without the part nothing read establishes:
- In people undergoing the menopause transition, what randomized comparisons distinguish lasting functional effects of reducing hormone fluctuations, restoring average steroid hormone exposure, and treating resulting problems directly?
- What do randomized studies establish about the duration and causes of functional improvement from treatments during the menopause transition?
- Reducing fluctuations produces lasting benefit If reducing fluctuations produced lasting improvement distinguishable from changes in average exposure or direct treatment of resulting problems, that would support fluctuation reduction as a cause of benefit. A treatment's ability to stabilize hormones would then matter independently of whether it raised their average levels.
- Restoring average exposure produces lasting benefit If restoring average steroid hormone exposure produced lasting improvement distinguishable from fluctuation reduction, that would support average exposure as a cause of benefit. Stabilizing hormone levels alone would not establish that the relevant exposure had been restored.
- Direct treatment of resulting problems produces lasting benefit If direct treatment improved function without requiring changes in the hormonal features being compared, it would support that treatment as a route to benefit. The improvement would not, by itself, establish that hormone fluctuations or average exposure caused the original problem.
- No distinct lasting benefit is established If effects were temporary, similar across approaches, or inseparable because treatments changed several processes together, the comparison would not identify a uniquely supported treatment target. Functional findings alone would still leave any effect on survival unresolved.
Reducing hormone fluctuations and increasing average hormone exposure change different features of the hormonal environment. If one treatment changes both, any improvement alone would not establish which change caused it. Treating a resulting functional problem directly could improve that problem without establishing that changing hormones is necessary. Confusing these possibilities could lead to attributing benefit to the wrong treatment target, while treating a short-term improvement as evidence of longer survival would add a further unsupported step.
RL-2 variability associations, RL-1 exposure-framework critiques and RL-3 vascular prevention do not establish a menopause-specific causal intervention procedure.
Reproducible causal target separation preceding a non-negligible functional response within a prespecified lag, followed by observed survival evaluation.
No randomized comparison establishes which directly manipulated handle yields durable functional benefit and merits long-term lifespan testing.
The mechanism it proposes
The engine's own statement of the hypothesis, in full.
CROSS-DOMAIN TRANSFER: Endocrine peaks impair function because activated estrogen receptors competitively redirect a shared transcriptional coactivator away from cellular repair programs. Total coactivator abundance need not decline. The decisive quantity is the fraction allocated to repair during concurrent receptor activation. Reducing peak-driven competition, or selectively weakening receptor recruitment of the coactivator, should preserve function more effectively than increasing mean steroid exposure. This mechanism stabilizes SPV_7 by separating desired estrogenic responses from repression of protective programs.
Where the idea comes from
The hypothesis borrows a result from another field. This is what it borrows, and from where.
Allocation economics and auction theory: proportional-allocation auctions assign x_i = C*b_i/sum_j(b_j). Here C is the measured pool of exchangeable nuclear p300 molecules; i and j index competing transcriptional programs within the same nucleus; b_i is the effective recruitment demand of program i, estimated from activated transcription-factor abundance and p300-binding affinity; and x_i is p300 occupancy allocated to that program. The sum includes all modeled competitors. This is a falsifiable allocation approximation, not a claim that cells literally bid or maximize welfare. [Proportional-allocation mechanism](https://arxiv.org/abs/1402.3447).
Testing and possible results
The prediction that would tell it apart
A hypothesis that predicts what its rivals predict is not worth running an experiment over. This is the observation on which this one differs.
Under identical estradiol waveforms, selectively reducing estrogen-receptor recruitment of p300 should restore p300 occupancy at repair loci and rescue a prespecified cellular stress-recovery endpoint without restoring receptor abundance or changing circadian phase. Conversely, increasing competing receptor demand should worsen recovery even with unchanged hormone exposure. Rescue must track measured redistribution, rather than total p300 expression alone. Failure to detect reciprocal occupancy changes would favor another mechanism.
States a measurable outcome; comparing rivals needs more conditions. The prediction specifies observable occupancy changes, recovery comparisons, and an explicit rejection condition. No rival prediction is supplied. A paper already fetched for this hypothesis bears on it.
What testing it would take
The engine's own read on whether this is testable with methods that already exist.
Randomized exposure and selective interaction perturbations can be performed in cell systems, followed by replication in participant-derived tissues. There is no established safe clinical method for selectively reallocating p300; a direct human causal test is therefore not currently ready.
Other explanations
Every other hypothesis the engine wrote for the same gap, and the observation that would separate the two.
Under identical estradiol waveforms, selectively reducing estrogen-receptor recruitment of p300 should restore p300 occupancy at repair loci and rescue a prespecified cellular stress-recovery endpoint without restoring receptor abundance or changing circadian phase. Conversely, increasing competing receptor demand should worsen recovery even with unchanged hormone exposure. Rescue must track measured redistribution, rather than total p300 expression alone. Failure to detect reciprocal occupancy changes would favor another mechanism.
- Rival 01 of 04What would separate them
Hormone fluctuations may preserve tissue responsiveness by allowing estrogen receptors to renew predicts: First randomize constant and interrupted estradiol waveforms in participant-derived cultures, matching integrated exposure and holding other steroids constant. Interrupted exposure should restore receptor responsiveness and tissue function specifically when low-exposure intervals exceed the measured receptor-recovery time. The advantage should survive circadian-phase scrambling but disappear when receptor renewal is selectively disrupted. If translated safely to a parallel human comparison, the interrupted profile should improve a prespecified objective functional endpoint despite greater endocrine variance; equivalent or superior function under constant exposure would reject the central claim.
- Rival 02 of 04What would separate them
Mistimed endocrine signals may impair recovery by misaligning with tissue circadian clocks predicts: Randomize otherwise identical endocrine waveforms to different measured circadian phases, initially in synchronized participant-derived cultures. A phase shift should reverse or substantially alter functional response despite matching average exposure, amplitude, pulse spacing and receptor recovery. Disrupting the cellular clock should remove this phase dependence. A subsequent permissible human timing contrast should reproduce an interaction with measured biological phase, rather than merely clock time.
- Rival 03 of 04What would separate them
Loss of steroid-metabolite protection may allow lipid oxidation to cause persistent cell injury predicts: In participant-derived cells exposed to measured physiological steroid and metabolite concentrations, a chemically distinct radical-trapping compound should reproduce protection against lipid-peroxidation injury despite estrogen-receptor blockade. Removing hydroxylated-estrogen radical-trapping activity while maintaining receptor activation should abolish protection. At matched tissue radical-trapping activity, changing endocrine variance or circadian phase should add no meaningful benefit. Failure at physiological concentrations would reject the proposed clinical mechanism.
- Rival 04 of 04What would separate them
Sampling and diagnostic pooling may create an apparent hormone-linked functional syndrome predicts: After verified randomized separation of endocrine mean and variability, confidence intervals exclude the prespecified meaningful effect on the selected objective functional endpoint, while an independently randomized indicated downstream action improves it equally across endocrine assignments. The original variability association attenuates under dense phase-aware sampling and disorder-specific analysis, and its proposed syndrome fails external replication. Null endocrine results are interpretable only with adequate target separation, precision and follow-up.
What stands behind it
Which of the figures above have a study behind them, which are the engine's own, and what it would take to refute the hypothesis. This audit never judges the idea.
This hypothesis states no figure and cites no study, so there is nothing here to trace.
What it would take to refute it. 5 paper(s) already retrieved for this hypothesis carry its prediction’s terms. Reading them comes before running anything. Already retrieved: Stabilized adaptive states in microbiome-human integrated physiology: reframing health and chronic disease as symbiotic biological states.; Functional Aquafeeds for Climate-Resilient Finfish Culture: A PRISMA-Guided Systematic Evidence Map of Nutritional Strategies for Thermal-Stress Tolerance, Immunity and Metabolic Homeostasis.; Mapping the multigenomic human system: structural asymmetry and interface gaps in host-exogenous biological interactions..
6 papers retrieved around this hypothesis
- Many labels, shared threat processes: classifying domain-labelled anxieties by mechanism rather than context.PMID 42812935 · full_text · 67,307 characters stored
- Prototypical transfer learning framework for small-sample <sup>1</sup>H NMR metabolomics: Accurate and interpretable classification of short stature.PMID 42815256 · abstract_only · 161 characters stored
- Functional Aquafeeds for Climate-Resilient Finfish Culture: A PRISMA-Guided Systematic Evidence Map of Nutritional Strategies for Thermal-Stress Tolerance, Immunity and Metabolic Homeostasis.PMID 42655776 · full_text · 162,641 characters stored
- Mapping the multigenomic human system: structural asymmetry and interface gaps in host-exogenous biological interactions.PMID 42395913 · full_text · 146,911 characters stored
- Stabilized adaptive states in microbiome-human integrated physiology: reframing health and chronic disease as symbiotic biological states.PMID 42221078 · full_text · 167,250 characters stored
- RCAF for patient-level thyroid ultrasound malignancy prediction under leakage-free evaluation and calibration.PMID 42463758 · full_text · 122,829 characters stored
0 citation handles extracted; 1 Europe PMC search run; 8 records examined; 6 sources stored for enrichment, 5 with full text. A citation that did not resolve is a bibliographic failure, not proof that no such paper exists, and no hypothesis is blocked by this audit.