Evidence map›Paper›PMID 42128136›Full record

ArticleBio Systems2026

Constructal law prediction of cardiomyocyte membrane architecture in physiology and disease.

Jacob C Scherba, Liming Pei

Abstract read
In one paragraph

Article in Bio Systems, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Jacob C ScherbaDepartment of Integrative Structural and Computational Biology, The Scripps Research Institute, 10550 North Torrey Pines Rd, La Jolla, CA, 92037, USA; Department of Bioengineering, University of Pennsylvania, 210 S. 33rd St, Suite 240 Skirkanich Hall, Philadelphia, PA, 19104, USA; Cardiovascular Institute, Children's Hospital of Philadelphia Research Institute, 3401 Civic Center Blvd, Philadelphia, PA, 19104, USA; Center for Mitochondrial and Epigenomic Medicine and Department of Pathology and Laboratory Medicine, Children's Hospital of Philadelphia Research Institute, 3401 Civic Center Blvd, Philadelphia, PA, 19104, USA. Electronic address: jscherba@seas.upenn.edu.
Liming PeiCardiovascular Institute, Children's Hospital of Philadelphia Research Institute, 3401 Civic Center Blvd, Philadelphia, PA, 19104, USA; Center for Mitochondrial and Epigenomic Medicine and Department of Pathology and Laboratory Medicine, Children's Hospital of Philadelphia Research Institute, 3401 Civic Center Blvd, Philadelphia, PA, 19104, USA; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, 3400 Civic Center Blvd, Philadelphia, PA, 19104, USA.

Funding

American Heart Association-American Stroke Association 960273
6 · The paper itself

Abstract

Since its inception, the constructal law has described flows of natural and man-made systems in accordance with the foundational assertion that living systems must evolve to increase access to their constituent flow material. This paper applies the constructal law to theoretically predict the optimal geometry of the transverse tubule (t-tubule) network in cardiac muscle cells (cardiomyocytes) across species. Mathematical analysis predicts the t-tubule architecture develops an intricate branching pattern to maximize calcium delivery from the membrane to the sarcomere in response to increased contractile demand throughout development. Our model predicts that, across mammalian species, higher heart rates necessitate greater t-tubule branching consistent with the need for more rapid calcium cycling under the constraint of the thermodynamics of diffusion. In heart failure, the t-tubule network deviates from the predicted optimal architecture, correlating with contractile dysfunction severity. A novel constructal law paradigm is proposed where biological systems typically develop constructal architectures, and disease represents failure to maintain optimal architectures in response to pathological stimuli. Applying thermodynamic principles like the constructal law may elucidate key structure-function relationships and rational therapeutic targets for treating cardiac disease.

Indexed as

Cell MembraneModels, CardiovascularMyocytes, CardiacAnimalsCalciumHeart FailureHumansMyocardial ContractionSarcomeresThermodynamicsCalciumConstructal theoryE-C couplingHeart failuret-Tubule

Identifiers

PMID42128136
PMCPMC13273917

What OpenQuestion holds

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LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.