---
OA_type: closed access
_id: '20219'
abstract:
- lang: eng
  text: Reproduction is a fundamental biological process, with organisms reproducing
    sexually, asexually, and, in some cases, utilizing both modes of reproduction
    within the same population. Does the ability to reproduce through a combination
    of asexual and sexual modes offer an evolutionary advantage over relying on either
    mode alone? Here, we introduce an empirically driven theoretical model to examine
    the dynamics and interplay between sexual and asexual reproduction in stick insect
    populations. We analyse it using a novel phase transition approach and corroborate
    it using published experimental data. We find that the presence of males can either
    increase or decrease the overall population size. However, maintaining an optimal
    ratio of parthenogenetic to sexual reproduction is crucial for male resilience,
    effectively delaying male extinction. Conversely, extreme levels of parthenogenetic
    reproduction—whether too high or too low—can lead to male extinction, emphasizing
    the need for a balanced number of virgin females to ensure the persistence of
    males. Our model also explains male absence in Carausius morosus and persistence
    in Extatosoma tiaratum. Our findings provide valuable insights into the interplay
    of reproductive strategies and contribute to broader discussions on the transitions
    between sexual and asexual reproduction.
acknowledgement: We acknowledge Prof. Uri Alon for introducing us to the topic of
  systems biology during the graduate course at the Weizmann Institute of Science,
  whose insights and teachings have greatly inspired this work.
article_number: '20250202'
article_processing_charge: No
article_type: original
author:
- first_name: Oran
  full_name: Ayalon, Oran
  last_name: Ayalon
- first_name: Harikrishnan
  full_name: Rajendran, Harikrishnan
  id: 876b6b34-8ff4-11ec-97c9-8d95a7aae416
  last_name: Rajendran
citation:
  ama: Ayalon O, Rajendran H. Interplay of asexual and sexual reproduction in bifunctional
    insects. <i>Journal of the Royal Society Interface</i>. 2025;22(229). doi:<a href="https://doi.org/10.1098/rsif.2025.0202">10.1098/rsif.2025.0202</a>
  apa: Ayalon, O., &#38; Rajendran, H. (2025). Interplay of asexual and sexual reproduction
    in bifunctional insects. <i>Journal of the Royal Society Interface</i>. Royal
    Society. <a href="https://doi.org/10.1098/rsif.2025.0202">https://doi.org/10.1098/rsif.2025.0202</a>
  chicago: Ayalon, Oran, and Harikrishnan Rajendran. “Interplay of Asexual and Sexual
    Reproduction in Bifunctional Insects.” <i>Journal of the Royal Society Interface</i>.
    Royal Society, 2025. <a href="https://doi.org/10.1098/rsif.2025.0202">https://doi.org/10.1098/rsif.2025.0202</a>.
  ieee: O. Ayalon and H. Rajendran, “Interplay of asexual and sexual reproduction
    in bifunctional insects,” <i>Journal of the Royal Society Interface</i>, vol.
    22, no. 229. Royal Society, 2025.
  ista: Ayalon O, Rajendran H. 2025. Interplay of asexual and sexual reproduction
    in bifunctional insects. Journal of the Royal Society Interface. 22(229), 20250202.
  mla: Ayalon, Oran, and Harikrishnan Rajendran. “Interplay of Asexual and Sexual
    Reproduction in Bifunctional Insects.” <i>Journal of the Royal Society Interface</i>,
    vol. 22, no. 229, 20250202, Royal Society, 2025, doi:<a href="https://doi.org/10.1098/rsif.2025.0202">10.1098/rsif.2025.0202</a>.
  short: O. Ayalon, H. Rajendran, Journal of the Royal Society Interface 22 (2025).
corr_author: '1'
date_created: 2025-08-24T22:01:30Z
date_published: 2025-08-13T00:00:00Z
date_updated: 2026-08-12T14:09:20Z
day: '13'
department:
- _id: SyCr
doi: 10.1098/rsif.2025.0202
external_id:
  isi:
  - '001548084900001'
  pmid:
  - '40799050'
intvolume: '        22'
isi: 1
issue: '229'
language:
- iso: eng
month: '08'
oa_version: None
pmid: 1
publication: Journal of the Royal Society Interface
publication_identifier:
  eissn:
  - 1742-5662
  issn:
  - 1742-5689
publication_status: published
publisher: Royal Society
quality_controlled: '1'
scopus_import: '1'
status: public
title: Interplay of asexual and sexual reproduction in bifunctional insects
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 22
year: '2025'
...
---
_id: '7651'
abstract:
- lang: eng
  text: The growth of snail shells can be described by simple mathematical rules.
    Variation in a few parameters can explain much of the diversity of shell shapes
    seen in nature. However, empirical studies of gastropod shell shape variation
    typically use geometric morphometric approaches, which do not capture this growth
    pattern. We have developed a way to infer a set of developmentally descriptive
    shape parameters based on three-dimensional logarithmic helicospiral growth and
    using landmarks from two-dimensional shell images as input. We demonstrate the
    utility of this approach, and compare it to the geometric morphometric approach,
    using a large set of Littorina saxatilis shells in which locally adapted populations
    differ in shape. Our method can be modified easily to make it applicable to a
    wide range of shell forms, which would allow for investigations of the similarities
    and differences between and within many different species of gastropods.
article_number: '20190721'
article_processing_charge: No
article_type: original
author:
- first_name: J.
  full_name: Larsson, J.
  last_name: Larsson
- first_name: Anja M
  full_name: Westram, Anja M
  id: 3C147470-F248-11E8-B48F-1D18A9856A87
  last_name: Westram
  orcid: 0000-0003-1050-4969
- first_name: S.
  full_name: Bengmark, S.
  last_name: Bengmark
- first_name: T.
  full_name: Lundh, T.
  last_name: Lundh
- first_name: R. K.
  full_name: Butlin, R. K.
  last_name: Butlin
citation:
  ama: Larsson J, Westram AM, Bengmark S, Lundh T, Butlin RK. A developmentally descriptive
    method for quantifying shape in gastropod shells. <i>Journal of the Royal Society
    Interface</i>. 2020;17(163). doi:<a href="https://doi.org/10.1098/rsif.2019.0721">10.1098/rsif.2019.0721</a>
  apa: Larsson, J., Westram, A. M., Bengmark, S., Lundh, T., &#38; Butlin, R. K. (2020).
    A developmentally descriptive method for quantifying shape in gastropod shells.
    <i>Journal of the Royal Society Interface</i>. Royal Society. <a href="https://doi.org/10.1098/rsif.2019.0721">https://doi.org/10.1098/rsif.2019.0721</a>
  chicago: Larsson, J., Anja M Westram, S. Bengmark, T. Lundh, and R. K. Butlin. “A
    Developmentally Descriptive Method for Quantifying Shape in Gastropod Shells.”
    <i>Journal of the Royal Society Interface</i>. Royal Society, 2020. <a href="https://doi.org/10.1098/rsif.2019.0721">https://doi.org/10.1098/rsif.2019.0721</a>.
  ieee: J. Larsson, A. M. Westram, S. Bengmark, T. Lundh, and R. K. Butlin, “A developmentally
    descriptive method for quantifying shape in gastropod shells,” <i>Journal of the
    Royal Society Interface</i>, vol. 17, no. 163. Royal Society, 2020.
  ista: Larsson J, Westram AM, Bengmark S, Lundh T, Butlin RK. 2020. A developmentally
    descriptive method for quantifying shape in gastropod shells. Journal of the Royal
    Society Interface. 17(163), 20190721.
  mla: Larsson, J., et al. “A Developmentally Descriptive Method for Quantifying Shape
    in Gastropod Shells.” <i>Journal of the Royal Society Interface</i>, vol. 17,
    no. 163, 20190721, Royal Society, 2020, doi:<a href="https://doi.org/10.1098/rsif.2019.0721">10.1098/rsif.2019.0721</a>.
  short: J. Larsson, A.M. Westram, S. Bengmark, T. Lundh, R.K. Butlin, Journal of
    the Royal Society Interface 17 (2020).
date_created: 2020-04-08T15:19:17Z
date_published: 2020-02-01T00:00:00Z
date_updated: 2026-08-12T14:06:19Z
day: '01'
ddc:
- '570'
department:
- _id: NiBa
doi: 10.1098/rsif.2019.0721
file:
- access_level: open_access
  checksum: 4eb102304402f5c56432516b84df86d6
  content_type: application/pdf
  creator: dernst
  date_created: 2020-04-14T12:31:16Z
  date_updated: 2020-07-14T12:48:01Z
  file_id: '7660'
  file_name: 2020_JournRoyalSociety_Larsson.pdf
  file_size: 1556190
  relation: main_file
file_date_updated: 2020-07-14T12:48:01Z
has_accepted_license: '1'
intvolume: '        17'
issue: '163'
language:
- iso: eng
month: '02'
oa: 1
oa_version: Published Version
publication: Journal of the Royal Society Interface
publication_identifier:
  eissn:
  - 1742-5662
  issn:
  - 1742-5689
publication_status: published
publisher: Royal Society
quality_controlled: '1'
scopus_import: '1'
status: public
title: A developmentally descriptive method for quantifying shape in gastropod shells
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: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 17
year: '2020'
...
---
_id: '5858'
abstract:
- lang: eng
  text: Spatial patterns are ubiquitous on the subcellular, cellular and tissue level,
    and can be studied using imaging techniques such as light and fluorescence microscopy.
    Imaging data provide quantitative information about biological systems; however,
    mechanisms causing spatial patterning often remain elusive. In recent years, spatio-temporal
    mathematical modelling has helped to overcome this problem. Yet, outliers and
    structured noise limit modelling of whole imaging data, and models often consider
    spatial summary statistics. Here, we introduce an integrated data-driven modelling
    approach that can cope with measurement artefacts and whole imaging data. Our
    approach combines mechanistic models of the biological processes with robust statistical
    models of the measurement process. The parameters of the integrated model are
    calibrated using a maximum-likelihood approach. We used this integrated modelling
    approach to study in vivo gradients of the chemokine (C-C motif) ligand 21 (CCL21).
    CCL21 gradients guide dendritic cells and are important in the adaptive immune
    response. Using artificial data, we verified that the integrated modelling approach
    provides reliable parameter estimates in the presence of measurement noise and
    that bias and variance of these estimates are reduced compared to conventional
    approaches. The application to experimental data allowed the parametrization and
    subsequent refinement of the model using additional mechanisms. Among other results,
    model-based hypothesis testing predicted lymphatic vessel-dependent concentration
    of heparan sulfate, the binding partner of CCL21. The selected model provided
    an accurate description of the experimental data and was partially validated using
    published data. Our findings demonstrate that integrated statistical modelling
    of whole imaging data is computationally feasible and can provide novel biological
    insights.
article_number: '20180600'
article_processing_charge: No
author:
- first_name: Sabrina
  full_name: Hross, Sabrina
  last_name: Hross
- first_name: Fabian J.
  full_name: Theis, Fabian J.
  last_name: Theis
- first_name: Michael K
  full_name: Sixt, Michael K
  id: 41E9FBEA-F248-11E8-B48F-1D18A9856A87
  last_name: Sixt
  orcid: 0000-0002-6620-9179
- first_name: Jan
  full_name: Hasenauer, Jan
  last_name: Hasenauer
citation:
  ama: Hross S, Theis FJ, Sixt MK, Hasenauer J. Mechanistic description of spatial
    processes using integrative modelling of noise-corrupted imaging data. <i>Journal
    of the Royal Society Interface</i>. 2018;15(149). doi:<a href="https://doi.org/10.1098/rsif.2018.0600">10.1098/rsif.2018.0600</a>
  apa: Hross, S., Theis, F. J., Sixt, M. K., &#38; Hasenauer, J. (2018). Mechanistic
    description of spatial processes using integrative modelling of noise-corrupted
    imaging data. <i>Journal of the Royal Society Interface</i>. Royal Society. <a
    href="https://doi.org/10.1098/rsif.2018.0600">https://doi.org/10.1098/rsif.2018.0600</a>
  chicago: Hross, Sabrina, Fabian J. Theis, Michael K Sixt, and Jan Hasenauer. “Mechanistic
    Description of Spatial Processes Using Integrative Modelling of Noise-Corrupted
    Imaging Data.” <i>Journal of the Royal Society Interface</i>. Royal Society, 2018.
    <a href="https://doi.org/10.1098/rsif.2018.0600">https://doi.org/10.1098/rsif.2018.0600</a>.
  ieee: S. Hross, F. J. Theis, M. K. Sixt, and J. Hasenauer, “Mechanistic description
    of spatial processes using integrative modelling of noise-corrupted imaging data,”
    <i>Journal of the Royal Society Interface</i>, vol. 15, no. 149. Royal Society,
    2018.
  ista: Hross S, Theis FJ, Sixt MK, Hasenauer J. 2018. Mechanistic description of
    spatial processes using integrative modelling of noise-corrupted imaging data.
    Journal of the Royal Society Interface. 15(149), 20180600.
  mla: Hross, Sabrina, et al. “Mechanistic Description of Spatial Processes Using
    Integrative Modelling of Noise-Corrupted Imaging Data.” <i>Journal of the Royal
    Society Interface</i>, vol. 15, no. 149, 20180600, Royal Society, 2018, doi:<a
    href="https://doi.org/10.1098/rsif.2018.0600">10.1098/rsif.2018.0600</a>.
  short: S. Hross, F.J. Theis, M.K. Sixt, J. Hasenauer, Journal of the Royal Society
    Interface 15 (2018).
date_created: 2019-01-20T22:59:18Z
date_published: 2018-12-05T00:00:00Z
date_updated: 2026-08-12T06:28:50Z
day: '05'
ddc:
- '570'
department:
- _id: MiSi
doi: 10.1098/rsif.2018.0600
external_id:
  isi:
  - '000456783800011'
file:
- access_level: open_access
  checksum: 56eb4308a15b7190bff938fab1f780e8
  content_type: application/pdf
  creator: dernst
  date_created: 2019-02-05T14:46:44Z
  date_updated: 2020-07-14T12:47:13Z
  file_id: '5925'
  file_name: 2018_Interface_Hross.pdf
  file_size: 1464288
  relation: main_file
file_date_updated: 2020-07-14T12:47:13Z
has_accepted_license: '1'
intvolume: '        15'
isi: 1
issue: '149'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
publication: Journal of the Royal Society Interface
publication_identifier:
  issn:
  - 1742-5689
publication_status: published
publisher: Royal Society
quality_controlled: '1'
scopus_import: '1'
status: public
title: Mechanistic description of spatial processes using integrative modelling of
  noise-corrupted imaging data
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: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 15
year: '2018'
...
---
_id: '5860'
abstract:
- lang: eng
  text: 'A major problem for evolutionary theory is understanding the so-called open-ended
    nature of evolutionary change, from its definition to its origins. Open-ended
    evolution (OEE) refers to the unbounded increase in complexity that seems to characterize
    evolution on multiple scales. This property seems to be a characteristic feature
    of biological and technological evolution and is strongly tied to the generative
    potential associated with combinatorics, which allows the system to grow and expand
    their available state spaces. Interestingly, many complex systems presumably displaying
    OEE, from language to proteins, share a common statistical property: the presence
    of Zipf''s Law. Given an inventory of basic items (such as words or protein domains)
    required to build more complex structures (sentences or proteins) Zipf''s Law
    tells us that most of these elements are rare whereas a few of them are extremely
    common. Using algorithmic information theory, in this paper we provide a fundamental
    definition for open-endedness, which can be understood as postulates. Its statistical
    counterpart, based on standard Shannon information theory, has the structure of
    a variational problem which is shown to lead to Zipf''s Law as the expected consequence
    of an evolutionary process displaying OEE. We further explore the problem of information
    conservation through an OEE process and we conclude that statistical information
    (standard Shannon information) is not conserved, resulting in the paradoxical
    situation in which the increase of information content has the effect of erasing
    itself. We prove that this paradox is solved if we consider non-statistical forms
    of information. This last result implies that standard information theory may
    not be a suitable theoretical framework to explore the persistence and increase
    of the information content in OEE systems.'
article_number: '20180395'
article_processing_charge: No
arxiv: 1
author:
- first_name: Bernat
  full_name: Corominas-Murtra, Bernat
  id: 43BE2298-F248-11E8-B48F-1D18A9856A87
  last_name: Corominas-Murtra
  orcid: 0000-0001-9806-5643
- first_name: Luís F.
  full_name: Seoane, Luís F.
  last_name: Seoane
- first_name: Ricard
  full_name: Solé, Ricard
  last_name: Solé
citation:
  ama: Corominas-Murtra B, Seoane LF, Solé R. Zipf’s Law, unbounded complexity and
    open-ended evolution. <i>Journal of the Royal Society Interface</i>. 2018;15(149).
    doi:<a href="https://doi.org/10.1098/rsif.2018.0395">10.1098/rsif.2018.0395</a>
  apa: Corominas-Murtra, B., Seoane, L. F., &#38; Solé, R. (2018). Zipf’s Law, unbounded
    complexity and open-ended evolution. <i>Journal of the Royal Society Interface</i>.
    Royal Society. <a href="https://doi.org/10.1098/rsif.2018.0395">https://doi.org/10.1098/rsif.2018.0395</a>
  chicago: Corominas-Murtra, Bernat, Luís F. Seoane, and Ricard Solé. “Zipf’s Law,
    Unbounded Complexity and Open-Ended Evolution.” <i>Journal of the Royal Society
    Interface</i>. Royal Society, 2018. <a href="https://doi.org/10.1098/rsif.2018.0395">https://doi.org/10.1098/rsif.2018.0395</a>.
  ieee: B. Corominas-Murtra, L. F. Seoane, and R. Solé, “Zipf’s Law, unbounded complexity
    and open-ended evolution,” <i>Journal of the Royal Society Interface</i>, vol.
    15, no. 149. Royal Society, 2018.
  ista: Corominas-Murtra B, Seoane LF, Solé R. 2018. Zipf’s Law, unbounded complexity
    and open-ended evolution. Journal of the Royal Society Interface. 15(149), 20180395.
  mla: Corominas-Murtra, Bernat, et al. “Zipf’s Law, Unbounded Complexity and Open-Ended
    Evolution.” <i>Journal of the Royal Society Interface</i>, vol. 15, no. 149, 20180395,
    Royal Society, 2018, doi:<a href="https://doi.org/10.1098/rsif.2018.0395">10.1098/rsif.2018.0395</a>.
  short: B. Corominas-Murtra, L.F. Seoane, R. Solé, Journal of the Royal Society Interface
    15 (2018).
date_created: 2019-01-20T22:59:19Z
date_published: 2018-12-12T00:00:00Z
date_updated: 2026-08-12T06:28:34Z
day: '12'
department:
- _id: EdHa
doi: 10.1098/rsif.2018.0395
external_id:
  arxiv:
  - '1612.01605'
  isi:
  - '000456783800002'
intvolume: '        15'
isi: 1
issue: '149'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1612.01605
month: '12'
oa: 1
oa_version: Preprint
publication: Journal of the Royal Society Interface
publication_identifier:
  issn:
  - 1742-5689
publication_status: published
publisher: Royal Society
quality_controlled: '1'
scopus_import: '1'
status: public
title: Zipf's Law, unbounded complexity and open-ended evolution
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 15
year: '2018'
...
---
_id: '1077'
abstract:
- lang: eng
  text: Viral capsids are structurally constrained by interactions among the amino
    acids (AAs) of their constituent proteins. Therefore, epistasis is expected to
    evolve among physically interacting sites and to influence the rates of substitution.
    To study the evolution of epistasis, we focused on the major structural protein
    of the fX174 phage family by first reconstructing the ancestral protein sequences
    of 18 species using a Bayesian statistical framework. The inferred ancestral reconstruction
    differed at eight AAs, for a total of 256 possible ancestral haplotypes. For each
    ancestral haplotype and the extant species, we estimated, in silico, the distribution
    of free energies and epistasis of the capsid structure. We found that free energy
    has not significantly increased but epistasis has. We decomposed epistasis up
    to fifth order and found that higher-order epistasis sometimes compensates pairwise
    interactions making the free energy seem additive. The dN/dS ratio is low, suggesting
    strong purifying selection, and that structure is under stabilizing selection.
    We synthesized phages carrying ancestral haplotypes of the coat protein gene and
    measured their fitness experimentally. Our findings indicate that stabilizing
    mutations can have higher fitness, and that fitness optima do not necessarily
    coincide with energy minima.
article_number: '20160139'
article_processing_charge: Yes (in subscription journal)
author:
- first_name: Rodrigo A
  full_name: Fernandes Redondo, Rodrigo A
  id: 409D5C96-F248-11E8-B48F-1D18A9856A87
  last_name: Fernandes Redondo
  orcid: 0000-0002-5837-2793
- first_name: Harold
  full_name: Vladar, Harold
  id: 2A181218-F248-11E8-B48F-1D18A9856A87
  last_name: Vladar
  orcid: 0000-0002-5985-7653
- first_name: Tomasz
  full_name: Włodarski, Tomasz
  last_name: Włodarski
- first_name: Jonathan P
  full_name: Bollback, Jonathan P
  id: 2C6FA9CC-F248-11E8-B48F-1D18A9856A87
  last_name: Bollback
  orcid: 0000-0002-4624-4612
citation:
  ama: Fernandes Redondo RA, de Vladar H, Włodarski T, Bollback JP. Evolutionary interplay
    between structure, energy and epistasis in the coat protein of the ϕX174 phage
    family. <i>Journal of the Royal Society Interface</i>. 2017;14(126). doi:<a href="https://doi.org/10.1098/rsif.2016.0139">10.1098/rsif.2016.0139</a>
  apa: Fernandes Redondo, R. A., de Vladar, H., Włodarski, T., &#38; Bollback, J.
    P. (2017). Evolutionary interplay between structure, energy and epistasis in the
    coat protein of the ϕX174 phage family. <i>Journal of the Royal Society Interface</i>.
    Royal Society. <a href="https://doi.org/10.1098/rsif.2016.0139">https://doi.org/10.1098/rsif.2016.0139</a>
  chicago: Fernandes Redondo, Rodrigo A, Harold de Vladar, Tomasz Włodarski, and Jonathan
    P Bollback. “Evolutionary Interplay between Structure, Energy and Epistasis in
    the Coat Protein of the ΦX174 Phage Family.” <i>Journal of the Royal Society Interface</i>.
    Royal Society, 2017. <a href="https://doi.org/10.1098/rsif.2016.0139">https://doi.org/10.1098/rsif.2016.0139</a>.
  ieee: R. A. Fernandes Redondo, H. de Vladar, T. Włodarski, and J. P. Bollback, “Evolutionary
    interplay between structure, energy and epistasis in the coat protein of the ϕX174
    phage family,” <i>Journal of the Royal Society Interface</i>, vol. 14, no. 126.
    Royal Society, 2017.
  ista: Fernandes Redondo RA, de Vladar H, Włodarski T, Bollback JP. 2017. Evolutionary
    interplay between structure, energy and epistasis in the coat protein of the ϕX174
    phage family. Journal of the Royal Society Interface. 14(126), 20160139.
  mla: Fernandes Redondo, Rodrigo A., et al. “Evolutionary Interplay between Structure,
    Energy and Epistasis in the Coat Protein of the ΦX174 Phage Family.” <i>Journal
    of the Royal Society Interface</i>, vol. 14, no. 126, 20160139, Royal Society,
    2017, doi:<a href="https://doi.org/10.1098/rsif.2016.0139">10.1098/rsif.2016.0139</a>.
  short: R.A. Fernandes Redondo, H. de Vladar, T. Włodarski, J.P. Bollback, Journal
    of the Royal Society Interface 14 (2017).
date_created: 2018-12-11T11:50:01Z
date_published: 2017-01-04T00:00:00Z
date_updated: 2026-08-12T14:08:11Z
day: '04'
ddc:
- '570'
department:
- _id: NiBa
- _id: JoBo
doi: 10.1098/rsif.2016.0139
ec_funded: 1
external_id:
  isi:
  - '000393380400001'
file:
- access_level: open_access
  content_type: application/pdf
  creator: dernst
  date_created: 2019-01-18T09:14:02Z
  date_updated: 2019-01-18T09:14:02Z
  file_id: '5843'
  file_name: 2017_JRSI_Redondo.pdf
  file_size: 1092015
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title: Evolutionary interplay between structure, energy and epistasis in the coat
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