Cited by 31Mathematical Biology Tumor GrowthCancer Cells and MetastasisCellular Mechanics and Interactions

In silico estimates of the free energy rates in growing tumor spheroids

Open access
Narayanan, H, Verner, S N, Mills, K L, Kemkemer, R, Garikipati, K·2010·Journal of Physics: Condensed Matter

Abstract

The physics of solid tumor growth can be considered at three distinct size scales: the tumor scale, the cell-extracellular matrix (ECM) scale and the sub-cellular scale. In this paper we consider the tumor scale in the interest of eventually developing a system-level understanding of the progression of cancer. At this scale, cell populations and chemical species are best treated as concentration fields that vary with time and space. The cells have chemo-mechanical interactions with each other and with the ECM, consume glucose and oxygen that are transported through the tumor, and create chemical by-products. We present a continuum mathematical model for the biochemical dynamics and mechanics that govern tumor growth. The biochemical dynamics and mechanics also engender free energy changes that serve as universal measures for comparison of these processes. Within our mathematical framework we therefore consider the free energy inequality, which arises from the first and second laws of thermodynamics. With the model we compute preliminary estimates of the free energy rates of a growing tumor in its pre-vascular stage by using currently available data from single cells and multicellular tumor spheroids.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1088/0953-8984/22/19/194122

Cites

4 of 4 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Scratch assays have been miniaturized and mechanized, making them compatible with high-throughput screening.

    “Scratch assays have been miniaturized and mechanized, making them compatible with high-throughput screening45,46.”

    From Inference of weak-form partial differential equations describing migration and proliferation mechanisms in wound healing experiments on cancer cells (2025) · cites this paper as [45]

    The Experimental methods section (pp. 8–9) describes growing and imaging tumor spheroids in hydrogels, not scratch assays. Searches for miniaturized or mechanized scratch assays and high-throughput wound-healing screening found no passage in our copy addressing the claim. (LLM, conf=0.76)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. Chang S F, Chang C A, Lee D-Y, Lee P-L, Yeh Y-M, Yeh C-R, Cheng C-K, Chien S, Chen J J 2008 Tumor cell cycle arrest induced by shear stress: Roles of integrins and Smad Proc. Nat. Acad. Sci. 105 3927-32.
  2. Gompertz B 1825 On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies Phil. Trans. Roy. Soc. Lond. 115 513-583.
  3. West G B, Woodruff W H, Brown J H 2002 Allometric scaling of metabolic rate from molecules and mitochondria to cells and animals Proc. Nat. Acad. Sci. 99 2473-8.

Cited by

Sorted by citations

Authors
Narayanan, H., Verner, S. N., Mills, K. L., Kemkemer, R., & Garikipati, K.
Affiliations
  • Simula Research Laboratory (NO)
  • University of Michigan (US)
  • Max Planck Society (DE)
Corresponding author
Garikipati, K
Venue
Journal of Physics: Condensed Matter
Published
2010-04-26
Volume
22
Issue
19
Pages
194122
ISSN
  • 0953-8984 (ISSN-L)
  • 1361-648X
OpenAlex
W2004423354
Cited by
31
References
4
Citations by year
2026: 1 · 2025: 1 · 2024: 3 · 2021: 1 · 2020: 3 · 2019: 1 · 2018: 1 · 2017: 1 · 2016: 1 · 2015: 2 · 2014: 4 · 2013: 4 · 2012: 3
FWCI
4.11
Type
journal article
Language
en
Open access
Locations
  • Journal of Physics Condensed Matter (publishedVersion)
  • PubMed (publishedVersion)
  • arXiv (Cornell University) (submittedVersion)
  • Max Planck Institute for Plasma Physics (submittedVersion)
  • Max Planck Digital Library (submittedVersion)
  • MPG.PuRe (Max Planck Society) (submittedVersion)
  • arXiv (Cornell University)
Topics
  • Physical Sciences › Mathematics › Modeling and Simulation › Mathematical Biology Tumor Growth
  • Health Sciences › Medicine › Oncology › Cancer Cells and Metastasis
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Cellular Mechanics and Interactions
Keywords
tumor growth, tumor spheroids, continuum model, extracellular matrix, tumor progression
MeSH terms
Animals, Computer Simulation, Energy Metabolism, Humans, Models, Biological, Tumor Cells, Cultured, Spheroids, Cellular, Cell Proliferation

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review