Evidence map›Paper›PMID 21704063›Full record

ReviewProgress in biophysics and molecular biology2011

Multi-scale modeling in biology: how to bridge the gaps between scales?

Zhilin Qu, Alan Garfinkel, James N Weiss, Melissa Nivala

Abstract readReview
In one paragraph

Review in Progress in biophysics and molecular biology, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers.

0numbers the graph read from it
0cells of the map it votes in
59citing 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

59 citing papers in PubMed.

  1. Multiscale modelling of birth-death processes.Journal of mathematical biology · 2026
    Article
  2. Article
  3. Review
  4. Review
  5. Article
  6. Review
  7. Molecular Crowding by Computational Approaches.Sub-cellular biochemistry · 2025
    Review
  8. Article
  9. Review
  10. Article
  11. Microbiome modeling: a beginner's guide.Frontiers in microbiology · 2024
    Review
  12. Article
  13. Generative models of morphogenesis in developmental biology.Seminars in cell & developmental biology · 2023
    Review
  14. Article
  15. Who Gets the Flu? Individualized Validation of Influenza-like Illness in Urban Spaces.International journal of environmental research and public health · 2023
    Article
  16. Article
  17. Article
  18. Review
  19. Review
  20. Article
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

4 authors.

Zhilin QuDepartment of Medicine (Cardiology), David Geffen School of Medicine, University of California, Los Angeles, CA 90095, USA. zqu@mednet.ucla.edu
Alan Garfinkel
James N Weiss
Melissa Nivala

Funding

WAVE DYNAMICS IN NORMAL AND DISEASED RABBIT HEARTSP01HL078931 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI WEISS, JAMES · 2005 to 2015
$20.7M
Mitochondrial pathways in NO induced cardioprotectionR01HL101228 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI CAI, HUA LINDA, PING, PEIPEI · 2010 to 2013
$2.6M
Metabolic Oscillations in HeartR01HL095663 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI QU, ZHILIN, WEISS, JAMES N · 2009 to 2010
$858k
NHLBI NIH HHS P01 HL078931NHLBI NIH HHS R01 HL095663NHLBI NIH HHS R01 HL101228
6 · The paper itself

Abstract

Human physiological functions are regulated across many orders of magnitude in space and time. Integrating the information and dynamics from one scale to another is critical for the understanding of human physiology and the treatment of diseases. Multi-scale modeling, as a computational approach, has been widely adopted by researchers in computational and systems biology. A key unsolved issue is how to represent appropriately the dynamical behaviors of a high-dimensional model of a lower scale by a low-dimensional model of a higher scale, so that it can be used to investigate complex dynamical behaviors at even higher scales of integration. In the article, we first review the widely-used different modeling methodologies and their applications at different scales. We then discuss the gaps between different modeling methodologies and between scales, and discuss potential methods for bridging the gaps between scales.

Indexed as

Models, BiologicalAnimalsBiologyHumansNonlinear DynamicsStochastic ProcessesSystems Biology

Identifiers

PMID21704063
PMCPMC3190585

What OpenQuestion holds

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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.