# Computational modeling of plant root development: the art and the science

**Authors:** Kirsten H. ten Tusscher

PMC · DOI: 10.1111/nph.70164 · The New Phytologist · 2025-04-23

## TL;DR

This review explains how computational models help understand plant root development by integrating biological processes across scales.

## Contribution

The paper clarifies modeling choices and simplifications in plant root development and links them to foundational biological concepts.

## Key findings

- Computational models integrate gene expression, signaling, growth, and mechanics to study root development.
- The paper discusses when simplifications in models are justified and when they should be avoided.
- It connects modern modeling approaches to classical theories like Wolpert's French flag and Turing's patterning.

## Abstract

Plant root development, like any developmental process, arises from the interplay between processes like gene expression, cell–cell signaling, cell growth and division, and tissue mechanics, which unfold over a wide range of temporal and spatial scales. Computational models are uniquely suited to integrate these different processes and spatio‐temporal scales to investigate how their interplay determines developmental outcomes and have become part of mainstream plant developmental research. Still, for non‐modeling experts, it often remains unclear how models are built, why a particular modeling approach was chosen, and how to interpret and value model outcomes. This review attempts to explain the science behind the art of model building, illustrating the simplifications that are often made to keep models simple to understand and when these are and are not justified. Similarly, it discusses when it is safe to ignore certain processes like growth or tissue mechanics and when it is not. Additionally, this review discusses a range of major breakthrough modeling articles. Their approaches are linked to classical concepts and models in developmental biology like the French flag positional information gradient of Lewis Wolpert and the repetitive patterning mechanism proposed by Turing, in addition to highlighting the lessons they taught us on plant root development.

## Full-text entities

- **Genes:** bnl (branchless) [NCBI Gene 42356] {aka Bnl/FGF, Branchless, CG4608, DFGF, DmBnl, Dmel\CG4608}, MYB56 (myb domain protein 56) [NCBI Gene 831648] {aka AtMYB56, BRASSINOSTEROIDS AT VASCULAR AND ORGANIZING CENTER, BRAVO, MVA3.150, MVA3_150, myb domain protein 56}, RBR1 (retinoblastoma-related 1) [NCBI Gene 820408] {aka ATRBR1, RB, RB1, RBR, RETINOBLASTOMA 1, RETINOBLASTOMA PROTEIN}, IAA18 (indole-3-acetic acid inducible 18) [NCBI Gene 841623] {aka T14L22.14, T14L22_14, indole-3-acetic acid inducible 18}, ICK3 (Cyclin-dependent kinase inhibitor family protein) [NCBI Gene 822079] {aka KIP-RELATED PROTEIN 5, KRP5, kip-related protein 5}, smB (small nuclear ribonucleoprotein associated protein B) [NCBI Gene 827792] {aka F9F13.90, F9F13_90, small nuclear ribonucleoprotein associated protein B}, PIN1 (Auxin efflux carrier family protein) [NCBI Gene 843693] {aka ARABIDOPSIS THALIANA PIN-FORMED 1, ATPIN1, F6D5.2, F6D5_2, PIN-FORMED 1}, SHR (GRAS family transcription factor) [NCBI Gene 829919] {aka F19F18.140, F19F18_140, SGR7, SHOOT GRAVITROPISM 7, SHORT ROOT}, AUX1 (Transmembrane amino acid transporter family protein) [NCBI Gene 818390] {aka AUXIN RESISTANT 1, AtAUX1, F16M14.5, F16M14_5, MAP1, MODIFIER OF ARF7/NPH4 PHENOTYPES 1}, SMB (NAC (No Apical Meristem) domain transcriptional regulator superfamily protein) [NCBI Gene 844296] {aka ANAC033, Arabidopsis NAC domain containing protein 33, F20B17.1, F20B17_1, SOMBRERO, UAS-TAGGED ROOT PATTERNING7}, Wnt2 (Wnt oncogene analog 2) [NCBI Gene 35975] {aka CG1916, D-wnt-2, DWnt-2, DWnt2, Dm DWnt2, Dm-2}, LAX3 (uncharacterized protein) [NCBI Gene 844105] {aka T32E8.2, T32E8_2, like AUX1 3}, WOX5 (WUSCHEL related homeobox 5) [NCBI Gene 820297] {aka WOX5B, WUSCHEL related homeobox 5, WUSCHEL related homeobox 5B}, SCR (GRAS family transcription factor) [NCBI Gene 824589] {aka SCARECROW, SGR1, SHOOT GRAVITROPISM 1}, bcd (bicoid) [NCBI Gene 40830] {aka BG:DS00276.7, Bicoid, CG1034, Dm-Bcd, Dmel\CG1034, bic}, NPH4 (Transcriptional factor B3 family protein / auxin-responsive factor AUX/IAA-like protein) [NCBI Gene 832196] {aka ARF7, AUXIN RESPONSE FACTOR 7, AUXIN-REGULATED TRANSCRIPTIONAL ACTIVATOR 7, AUXIN-RESPONSIVE TRANSCRIPTIONAL ACTIVATOR 7, BIP, BIPOSTO}, PHB (Homeobox-leucine zipper family protein / lipid-binding START domain-containing protein) [NCBI Gene 818036] {aka ARABIDOPSIS THALIANA HOMEOBOX PROTEIN 14, ATHB-14, ATHB14, PHABULOSA, PHABULOSA 1D, PHB-1D}, Arr1 (Arrestin 1) [NCBI Gene 35078] {aka 3H10, Arr, ArrA, CG5711, DA, DAI}, pins (partner of inscuteable) [NCBI Gene 53569] {aka CG5692, Dmel\CG5692, LGN, RAPS, Rad, Raps}
- **Diseases:** cancer (MESH:D009369)
- **Chemicals:** CK (MESH:D003583), Caudal (-), ethylene (MESH:C036216), Retinoic Acid (MESH:D014212), auxin (MESH:D007210)
- **Species:** Drosophila melanogaster (fruit fly, species) [taxon 7227], Arabidopsis thaliana (mouse-ear cress, species) [taxon 3702]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12095987/full.md

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12095987/full.md

## References

97 references — full list in the complete paper: https://tomesphere.com/paper/PMC12095987/full.md

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Source: https://tomesphere.com/paper/PMC12095987