OSCR

Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech.

Overview

Authors: Samuel Evans1,2, Cathy J Price3, Jörn Diedrichsen4,5,6, Tae Twomey1,2,3, Indie Beedie1,2, Maggie Fraser1, Mairéad MacSweeney1,2
  1. Institute of Cognitive Neuroscience, University College London, London WC1N 3AZ, United Kingdom
  2. Deafness Cognition and Language Research Centre, Division of Psychology and Language Sciences, University College London, London WC1H 0PD, United Kingdom
  3. Department of Imaging Neuroscience, Queen Square Institute of Neurology, University College London, WC1N 3AR, United Kingdom
  4. Western Institute for Neuroscience, Western University, London, ON N6A 3K7, Canada
  5. Department of Computer Science, Western University, London, ON N6A 5B7, Canada
  6. Department of Statistical and Actuarial Sciences, Western University, London, ON N6A 5B7, Canada
Institutions: University College London (United Kingdom); UCL Queen Square Institute of Neurology (United Kingdom); Western University (Canada)
Dates: received 8 December 2025; accepted 12 April 2026; published online 26 May 2026; in print 2 June 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1073/pnas.2535704123 · PMID 42190012 · PMCID PMC13229273 · OpenAlex W4416070350
Open access: hybrid, a free copy (OpenAlex)
Status: code verified
Categories: human (organism), other condition (population), cognitive (subfield)
Methods: Statistics, Machine learning, fMRI & imaging
Keywords: deafness, visual speech, language, reading, phonology
MeSH: Deafness*, Reading*, Speech*, Adult, Female, Hearing, Humans, Lipreading, Magnetic Resonance Imaging, Male, Middle Aged, Phonetics, Sign Language (* major topic)
Topic: Hearing Impairment and Communication (Developmental and Educational Psychology, Psychology), according to OpenAlex
Funding: Wellcome Trust (220291, 100229, 220291/Z/20/Z, 224562/Z/21/Z, 205103, 205103/Z/16/Z, 224562, 100229/Z/12/Z, 203147/Z/16/Z)
Citations: cited by 1 paper (Europe PMC); 87 references in the paper

Abstract

Reading is central to academic and vocational success. Some deaf children face reading challenges due to limited access to spoken or signed language. Robust phonological representations are key to reading development in hearing children. Spoken language phonology may be one of many contributors to reading development in deaf children. Indeed, speechreading ability correlates with reading skill in both deaf and hearing individuals, suggesting it is linked to reading development regardless of hearing status. Further support for this hypothesis would be provided by evidence that similar neural representations of speech phonology are evoked by visual speech and other language forms (auditory speech and text) and that these neural representations are related to reading proficiency. We used fMRI and representational similarity analysis (RSA) to identify shared neural representations of spoken language phonological structure. A group of deaf adult participants (N = 22), with a mixture of sign language and spoken language backgrounds and reading abilities, were presented with single lexical items as visual speech and dynamic text (cursive text, revealed letter-by-letter to promote a phonological reading strategy). Adult hearing participants (N = 25) were presented with the same words, but as visual speech and auditory speech. Shared neural representations of phonological structure of English words were found in each group in the superior and middle temporal cortex (STC/MTC) and these abstract representations were more similar across different language forms in better readers. Our data provide neurobiological evidence of the contribution of visual speech to abstract phonological representations of spoken language, that relate to reading proficiency, in both deaf and hearing adults.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

No file of the authors' code could be read here: it is described below, and read at its source.

OSF cba8z

License: none: the authors keep all their rights
State: the link answers, verified on 28 September 2026
Evidence: files inventoried
Size: 66 files
Software Heritage: not checked
Found in: “Data, Materials, and Software Availability”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 28 September 2026: the link answers (HTTP 200)
  • 28 September 2026: the link answers (HTTP 200)

The paper's code and data availability statement is in the Data section.

Tracing map

Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.

What the map holds:

  • 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
  • 0 scripts, each with its path and the digest of its content;
  • no match between paragraphs and code yet;
  • neither the text of the paper nor the code itself.

Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.

Data

No dataset and no data link were found in the paper.

Data, Materials, and Software Availability

Processed data and analysis scripts have been deposited in the OSF (https://doi.org/10.17605/OSF.IO/CBA8Z; https://osf.io/cba8z/overview) (87). This includes fully anonymized behavioral data, second level univariate data and searchlight maps that form the basis of the RSA analysis. These materials allow reproduction of the main findings including the supplementary results. Unfortunately, raw MRI data is not openly available due to the risk of participant re-identification. However, this data is available on reasonable request, subject to institutional governance procedures. The visual speech stimuli, which are personally identifiable, are also available via request, subject to an agreement about how they will be used and shared in the future. Please contact the corresponding author or senior author for access to these materials.

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 28 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 7 authors, 5 keywords, 13 MeSH terms, 1 funder, 77 references.

Cite

This paper

Evans, S., Price, C. J., Diedrichsen, J., Twomey, T., Beedie, I., Fraser, M., & MacSweeney, M. (2026). Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech. Proceedings of the National Academy of Sciences of the United States of America, 123(22), e2535704123. https://doi.org/10.1073/pnas.2535704123

BibTeX

@article{evans2026reading,
author = {Evans, Samuel and Price, Cathy J and Diedrichsen, Jörn and Twomey, Tae and Beedie, Indie and Fraser, Maggie and MacSweeney, Mairéad},
title = {{Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech}},
journal = {Proceedings of the National Academy of Sciences of the United States of America},
year = {2026},
month = may,
volume = {123},
number = {22},
pages = {e2535704123},
publisher = {National Academy of Sciences},
issn = {0027-8424},
doi = {10.1073/pnas.2535704123},
url = {https://doi.org/10.1073/pnas.2535704123},
pmid = {42190012},
pmcid = {PMC13229273}
}

RIS

TY - JOUR
AU - Evans, Samuel
AU - Price, Cathy J
AU - Diedrichsen, Jörn
AU - Twomey, Tae
AU - Beedie, Indie
AU - Fraser, Maggie
AU - MacSweeney, Mairéad
TI - Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech
T2 - Proceedings of the National Academy of Sciences of the United States of America
J2 - Proc Natl Acad Sci U S A
PY - 2026
DA - 2026/05/26
VL - 123
IS - 22
SP - e2535704123
SN - 0027-8424
PB - National Academy of Sciences
DO - 10.1073/pnas.2535704123
UR - https://doi.org/10.1073/pnas.2535704123
LA - en
ER -

CSL-JSON

{
"id": "10.1073/pnas.2535704123",
"type": "article-journal",
"title": "Reading ability in both deaf and hearing adults is linked to neural representations of abstract phonology derived from visual speech",
"container-title": "Proceedings of the National Academy of Sciences of the United States of America",
"author": [
{
"family": "Evans",
"given": "Samuel"
},
{
"family": "Price",
"given": "Cathy J"
},
{
"family": "Diedrichsen",
"given": "Jörn"
},
{
"family": "Twomey",
"given": "Tae"
},
{
"family": "Beedie",
"given": "Indie"
},
{
"family": "Fraser",
"given": "Maggie"
},
{
"family": "MacSweeney",
"given": "Mairéad"
}
],
"container-title-short": "Proc Natl Acad Sci U S A",
"volume": "123",
"issue": "22",
"page": "e2535704123",
"DOI": "10.1073/pnas.2535704123",
"PMID": "42190012",
"PMCID": "PMC13229273",
"ISSN": "0027-8424",
"publisher": "National Academy of Sciences",
"URL": "https://doi.org/10.1073/pnas.2535704123",
"language": "en",
"issued": {
"date-parts": [
[
2026,
5,
26
]
]
}
}

The tracing map gets a citation of its own once an author has validated it and it has a DOI.

Similar papers

The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.

[1] doi:10.1093/braincomms/fcag261 [code]
Cortical speech envelope tracking reflects lesion-symptom profiles in post-stroke aphasia.
Journal: Brain communications
In common: cognitive, 2 references, author Cathy J Price
[2] doi:10.21203/rs.3.rs-9326213/v1 [code]
Multi-task fMRI outperforms resting-state fMRI for revealing task-invariant organization of the human brain
Journal: Research Square (preprint)
In common: cognitive, author Jörn Diedrichsen
[3] doi:10.1038/s41467-026-75240-0 [code]
Dynamic acoustic-to-categorical representations of phonemes and prosody along ventral and dorsal speech streams.
Journal: Nature communications
In common: cognitive, 3 references
[4] doi:10.1038/s42003-026-10169-0 [code]
Shared representations in brains and models reveal a two-route cortical organization during scene perception.
Journal: Communications biology
In common: cognitive, 3 references
[5] doi:10.1162/imag.a.1323 [code]
SUITPy: A Python-based toolbox for the analysis of cerebellar functional and anatomical imaging data across the human lifespan.
Journal: Imaging neuroscience (Cambridge, Mass.)
In common: author Jörn Diedrichsen
[6] doi:10.1038/s41467-026-72940-5 [code]
Cerebellar growth is associated with domain-specific cerebral maturation and socio-linguistic behavior.
Journal: Nature communications
In common: author Jörn Diedrichsen
[7] doi:10.1162/nol.a.255 [code]
Lexical Representations of the Native and Second Languages During L2 Word Reading in Chinese-English Bilinguals.
Journal: Neurobiology of language (Cambridge, Mass.)
In common: cognitive, 3 references
[8] doi:10.1162/nol.a.266 [code]
The Role of the Anterior Temporal Lobe in Reading: An HD-tDCS Study.
Journal: Neurobiology of language (Cambridge, Mass.)
In common: cognitive, 3 references
[9] doi:10.1162/nol.a.268 [code]
A Matter of Font: Visual Word Form Area Responses to Brand Names Are More Sensitive to Font Than to Letter Case Changes.
Journal: Neurobiology of language (Cambridge, Mass.)
In common: cognitive, 2 references
[10] doi:10.1162/imag.a.1305
Can you <i>feel</i> what I am saying? Speech-based vibrotactile stimulation enhances the cortical tracking of attended speech in a multi-talker background.
Journal: Imaging neuroscience (Cambridge, Mass.)
In common: cognitive, 2 references

Contribute

The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.

Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.

Request its removal

To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).

Discussion, reproductions, activity

Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.

Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.

Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.