---
OA_place: publisher
OA_type: hybrid
_id: '19854'
abstract:
- lang: eng
  text: 'Asynchronous Boolean networks are a type of discrete dynamical system in
    which each variable can take one of two states, and a single variable state is
    updated in each time step according to pre-selected rules. Boolean networks are
    popular in systems biology due to their ability to model long-term biological
    phenotypes within a qualitative, predictive framework. Boolean networks model
    phenotypes as attractors, which are closely linked to minimal trap spaces (inescapable
    hypercubes in the system’s state space). In biological applications, attractors
    and minimal trap spaces are typically in one-to-one correspondence. However, this
    correspondence is not guaranteed: motif-avoidant attractors (MAAs) that lie outside
    minimal trap spaces are possible. MAAs are rare and poorly understood, despite
    recent efforts. In this contribution to the BMB & JMB Special Collection “Problems,
    Progress and Perspectives in Mathematical and Computational Biology”, we summarize
    the current state of knowledge regarding MAAs and present several novel observations
    regarding their response to node deletion reductions and linear extensions of
    edges. We conduct large-scale computational studies on an ensemble of 14 000 models
    derived from published Boolean models of biological systems, and more than 100
    million Random Boolean Networks. Our findings quantify the rarity of MAAs; in
    particular, we only observed MAAs in biological models after applying standard
    simplification methods, highlighting the role of network reduction in introducing
    MAAs into the dynamics. We also show that MAAs are fragile to linear extensions:
    in sparse networks, even a single linear node can disrupt virtually all MAAs.
    Motivated by this observation, we improve the upper bound on the number of delays
    needed to disrupt a motif-avoidant attractor.'
acknowledgement: Ondřej Huvar has been supported by the Czech Science Foundation grant
  No. GA22-10845S. Samuel Pastva received funding from the European Union’s Horizon
  2020 research and innovation programme under the Marie Sklodowska-Curie Grant Agreement
  No. 101034413. Kyu Hyong Park and Réka Albert have been supported by NSF grant MCB
  1715826 and ARO grant 79961-SM-MUR. No funding bodies had any role in study design,
  analysis, decision to publish, or preparation of the manuscript.
article_number: '11'
article_processing_charge: Yes (in subscription journal)
article_type: original
arxiv: 1
author:
- first_name: Samuel
  full_name: Pastva, Samuel
  id: 07c5ea74-f61c-11ec-a664-aa7c5d957b2b
  last_name: Pastva
  orcid: 0000-0003-1993-0331
- first_name: Kyu Hyong
  full_name: Park, Kyu Hyong
  last_name: Park
- first_name: Ondřej
  full_name: Huvar, Ondřej
  last_name: Huvar
- first_name: Jordan C.
  full_name: Rozum, Jordan C.
  last_name: Rozum
- first_name: Réka
  full_name: Albert, Réka
  last_name: Albert
citation:
  ama: 'Pastva S, Park KH, Huvar O, Rozum JC, Albert R. An open problem: Why are motif-avoidant
    attractors so rare in asynchronous Boolean networks? <i>Journal of Mathematical
    Biology</i>. 2025;91. doi:<a href="https://doi.org/10.1007/s00285-025-02235-8">10.1007/s00285-025-02235-8</a>'
  apa: 'Pastva, S., Park, K. H., Huvar, O., Rozum, J. C., &#38; Albert, R. (2025).
    An open problem: Why are motif-avoidant attractors so rare in asynchronous Boolean
    networks? <i>Journal of Mathematical Biology</i>. Springer Nature. <a href="https://doi.org/10.1007/s00285-025-02235-8">https://doi.org/10.1007/s00285-025-02235-8</a>'
  chicago: 'Pastva, Samuel, Kyu Hyong Park, Ondřej Huvar, Jordan C. Rozum, and Réka
    Albert. “An Open Problem: Why Are Motif-Avoidant Attractors so Rare in Asynchronous
    Boolean Networks?” <i>Journal of Mathematical Biology</i>. Springer Nature, 2025.
    <a href="https://doi.org/10.1007/s00285-025-02235-8">https://doi.org/10.1007/s00285-025-02235-8</a>.'
  ieee: 'S. Pastva, K. H. Park, O. Huvar, J. C. Rozum, and R. Albert, “An open problem:
    Why are motif-avoidant attractors so rare in asynchronous Boolean networks?,”
    <i>Journal of Mathematical Biology</i>, vol. 91. Springer Nature, 2025.'
  ista: 'Pastva S, Park KH, Huvar O, Rozum JC, Albert R. 2025. An open problem: Why
    are motif-avoidant attractors so rare in asynchronous Boolean networks? Journal
    of Mathematical Biology. 91, 11.'
  mla: 'Pastva, Samuel, et al. “An Open Problem: Why Are Motif-Avoidant Attractors
    so Rare in Asynchronous Boolean Networks?” <i>Journal of Mathematical Biology</i>,
    vol. 91, 11, Springer Nature, 2025, doi:<a href="https://doi.org/10.1007/s00285-025-02235-8">10.1007/s00285-025-02235-8</a>.'
  short: S. Pastva, K.H. Park, O. Huvar, J.C. Rozum, R. Albert, Journal of Mathematical
    Biology 91 (2025).
corr_author: '1'
date_created: 2025-06-22T22:02:05Z
date_published: 2025-06-12T00:00:00Z
date_updated: 2025-09-30T13:36:46Z
day: '12'
ddc:
- '000'
department:
- _id: ToHe
doi: 10.1007/s00285-025-02235-8
ec_funded: 1
external_id:
  arxiv:
  - '2410.03976'
  isi:
  - '001507009300001'
file:
- access_level: open_access
  checksum: a385ef2662f1d0c3497ed3f2721fe594
  content_type: application/pdf
  creator: dernst
  date_created: 2025-06-23T11:10:01Z
  date_updated: 2025-06-23T11:10:01Z
  file_id: '19871'
  file_name: 2025_JourMathBiology_Pastva.pdf
  file_size: 1243163
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file_date_updated: 2025-06-23T11:10:01Z
has_accepted_license: '1'
intvolume: '        91'
isi: 1
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
project:
- _id: fc2ed2f7-9c52-11eb-aca3-c01059dda49c
  call_identifier: H2020
  grant_number: '101034413'
  name: 'IST-BRIDGE: International postdoctoral program'
publication: Journal of Mathematical Biology
publication_identifier:
  eissn:
  - 1432-1416
  issn:
  - 0303-6812
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'An open problem: Why are motif-avoidant attractors so rare in asynchronous
  Boolean networks?'
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 91
year: '2025'
...
