Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

npj Genomic Medicine
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. npj genomic medicine
  3. articles
  4. article
Genomic modifiers of malignant and neurodevelopmental phenotypes in individuals with PTEN hamartoma tumor syndrome
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 17 March 2026

Genomic modifiers of malignant and neurodevelopmental phenotypes in individuals with PTEN hamartoma tumor syndrome

  • Lamis Yehia1,2 na1,
  • Lin Li3 na1,
  • Gideon Idumah3,
  • Thomas W. Frazier4,5,6,
  • Vladimir Makarov3,
  • Aritra Bose7,
  • Laxmi Parida7,
  • Antonio Hardan8,
  • Julian A. Martinez-Agosto9,
  • David M. Ritter10,
  • Mustafa Sahin11,12,
  • Charis Eng1,13,14,15,16 &
  • Ying Ni3,17
  • On behalf of the Developmental Synaptopathies Consortium

npj Genomic Medicine , Article number:  (2026) Cite this article

  • 1256 Accesses

  • 1 Altmetric

  • Metrics details

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Cancer
  • Genetics
  • Oncology

Abstract

PTEN hamartoma tumor syndrome (PHTS), caused by germline PTEN variants, exhibits marked phenotypic heterogeneity, most notably cancer, neurodevelopmental disorders (NDD), or both. The basis for this divergence, even among carriers of identical PTEN variants, remains poorly defined. We performed whole-genome sequencing of 599 individuals with PHTS and family members, complemented by analyses of PTEN variant carriers from the All of Us Research Program. Analyses included both targeted evaluation of genes previously implicated in cancer and NDD and agnostic genome-wide single-variant and rare-variant burden testing. The analytic cohort comprised 543 PHTS probands, including individuals with NDD (n = 171), cancer (n = 221), both phenotypes (n = 21), or neither (n = 130) at the time of enrollment. Pathogenic or likely pathogenic variants in cancer-associated genes were identified in 37 (6.8%), most frequently in MITF, DICER1, and BRCA2, while 43 (7.9%) harbored variants in NDD-related genes, including DHCR7, POLG, and ARSA. Such secondary variants were less common in PTEN variant carriers in All of Us. Genome-wide analyses identified candidate modifier loci functionally linked to PTEN, including in ZNF713, TPTE2P1, and PDPK1. These findings demonstrate that PHTS phenotypes are shaped by complex gene–gene interactions beyond PTEN alone, informing mechanisms underlying the cancer–NDD dichotomy and advancing precision risk stratification.

Similar content being viewed by others

Genomic diversity in functionally relevant genes modifies neurodevelopmental versus neoplastic risks in individuals with germline PTEN variants

Article Open access 20 May 2025

Cancer and disease profiles for PTEN pathogenic variants in Japanese population

Article 12 December 2024

Distinct metabolic profiles associated with autism spectrum disorder versus cancer in individuals with germline PTEN mutations

Article Open access 03 March 2022

Data availability

The data generated in this study will be publicly available in the database of Genotypes and Phenotypes (dbGaP) upon acceptance. All of Us (AoU) data analyses were performed using the AoU Controlled Tier Dataset v8 dataset and executed using the AoU Research Workbench. All other raw data are available from the corresponding author on reasonable request.

Code availability

All software versions are indicated within the Methods. All custom scripts related to this study are available from the corresponding author upon reasonable request. All other bioinformatics and statistical tools are publicly available and are described within the manuscript text.

References

  1. FitzGerald, G. et al. The future of humans as model organisms. Science 361, 552–553 (2018).

    Google Scholar 

  2. Topol, E. J. Individualized medicine from prewomb to tomb. Cell 157, 241–253 (2014).

    Google Scholar 

  3. Eichler, E. E. Genetic Variation, Comparative Genomics, and the Diagnosis of Disease. N. Engl. J. Med. 381, 64–74 (2019).

    Google Scholar 

  4. Tan, M. H. et al. Lifetime cancer risks in individuals with germline PTEN mutations. Clin. Cancer Res. 18, 400–407 (2012).

    Google Scholar 

  5. Hendricks, L. A. J. et al. Cancer risks by sex and variant type in PTEN Hamartoma Tumor Syndrome. J. Natl. Cancer Inst. https://doi.org/10.1093/jnci/djac188 (2022).

  6. Yehia, L. et al. Longitudinal analysis of cancer risk in children and adults with germline PTEN variants. JAMA Netw. Open 6, e239705 (2023).

    Google Scholar 

  7. Yehia, L., Ngeow, J. & Eng, C. PTEN-opathies: from biological insights to evidence-based precision medicine. J. Clin. Invest 129, 452–464 (2019).

    Google Scholar 

  8. Satterstrom, F. K. et al. Large-scale exome sequencing study implicates both developmental and functional changes in the neurobiology of autism. Cell 180, 568–584.e523 (2020).

    Google Scholar 

  9. Trost, B. et al. Genomic architecture of autism from comprehensive whole-genome sequence annotation. Cell 185, 4409–4427.e4418 (2022).

    Google Scholar 

  10. Ni, Y. et al. Germline SDHx variants modify breast and thyroid cancer risks in Cowden and Cowden-like syndrome via FAD/NAD-dependant destabilization of p53. Hum. Mol. Genet 21, 300–310 (2012).

    Google Scholar 

  11. Yehia, L. et al. Copy number variation and clinical outcomes in patients with germline PTEN mutations. JAMA Netw. Open 3, e1920415 (2020).

    Google Scholar 

  12. Wei, R., Yehia, L., Ni, Y. & Eng, C. The mitochondrial genome as a modifier of autism versus cancer phenotypes in PTEN hamartoma tumor syndrome. HGG Adv. 4, 100199 (2023).

    Google Scholar 

  13. Kim, A. Y., Yehia, L. & Eng, C. Genomic diversity in functionally relevant genes modifies neurodevelopmental versus neoplastic risks in individuals with germline PTEN variants. NPJ Genom. Med 10, 43 (2025).

    Google Scholar 

  14. Yehia, L. et al. Distinct alterations in tricarboxylic acid cycle metabolites associate with cancer and autism phenotypes in Cowden syndrome and Bannayan–Riley–Ruvalcaba syndrome. Am. J. Hum. Genet 105, 813–821 (2019).

    Google Scholar 

  15. Yehia, L., Ni, Y., Sadler, T., Frazier, T. W. & Eng, C. Distinct metabolic profiles associated with autism spectrum disorder versus cancer in individuals with germline PTEN mutations. NPJ Genom. Med 7, 16 (2022).

    Google Scholar 

  16. Chen, H. et al. Control for population structure and relatedness for binary traits in genetic association studies via logistic mixed models. Am. J. Hum. Genet 98, 653–666 (2016).

    Google Scholar 

  17. Yehia, L., Keel, E. & Eng, C. The clinical spectrum of PTEN mutations. Annu Rev. Med 71, 103–116 (2020).

    Google Scholar 

  18. Valle, L., Rodriguez-Lopez, R., Robledo, M., Benitez, J. & Urioste, M. Concurrence of germline mutations in the APC and PTEN genes in a colonic polyposis family member. J. Clin. Oncol. 22, 2252–2253 (2004).

    Google Scholar 

  19. Zbuk, K. M. et al. Germline mutations in PTEN and SDHC in a woman with epithelial thyroid cancer and carotid paraganglioma. Nat. Clin. Pract. Oncol. 4, 608–612 (2007).

    Google Scholar 

  20. Plon, S. E. et al. Multiple tumors in a child with germ-line mutations in TP53 and PTEN. N. Engl. J. Med 359, 537–539 (2008).

    Google Scholar 

  21. Whitworth, J. et al. Multilocus inherited neoplasia alleles syndrome: a case series and review. JAMA Oncol. 2, 373–379 (2016).

    Google Scholar 

  22. Stradella, A. et al. Does multilocus inherited neoplasia alleles syndrome have severe clinical expression?. J. Med Genet 56, 521–525 (2019).

    Google Scholar 

  23. Paillerets, B. B., Lesueur, F. & Bertolotto, C. A germline oncogenic MITF mutation and tumor susceptibility. Eur. J. Cell Biol. 93, 71–75 (2014).

    Google Scholar 

  24. Bertolotto, C. et al. A SUMOylation-defective MITF germline mutation predisposes to melanoma and renal carcinoma. Nature 480, 94–98 (2011).

    Google Scholar 

  25. Yokoyama, S. et al. A novel recurrent mutation in MITF predisposes to familial and sporadic melanoma. Nature 480, 99–103 (2011).

    Google Scholar 

  26. Guhan, S. M. et al. Cancer risks associated with the germline MITF(E318K) variant. Sci. Rep. 10, 17051 (2020).

    Google Scholar 

  27. Fischer-Zirnsak, B. et al. Haploinsufficiency of the notch ligand DLL1 causes variable neurodevelopmental disorders. Am. J. Hum. Genet 105, 631–639 (2019).

    Google Scholar 

  28. Metsu, S. et al. A CGG-repeat expansion mutation in ZNF713 causes FRA7A: association with autistic spectrum disorder in two families. Hum. Mutat. 35, 1295–1300 (2014).

    Google Scholar 

  29. Walker, S. M., Downes, C. P. & Leslie, N. R. TPIP: a novel phosphoinositide 3-phosphatase. Biochem J. 360, 277–283 (2001).

    Google Scholar 

  30. Cordon-Barris, L. et al. Mutation of the 3-phosphoinositide-dependent protein kinase 1 (PDK1) substrate-docking site in the developing brain causes microcephaly with abnormal brain morphogenesis independently of Akt, leading to impaired cognition and disruptive behaviors. Mol. Cell Biol. 36, 2967–2982 (2016).

    Google Scholar 

  31. Mester, J. L. et al. Gene-specific criteria for PTEN variant curation: recommendations from the ClinGen PTEN Expert Panel. Hum. Mutat. 39, 1581–1592 (2018).

    Google Scholar 

  32. Li, H. & Durbin, R. Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics 25, 1754–1760 (2009).

    Google Scholar 

  33. McKenna, A. et al. The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome Res 20, 1297–1303 (2010).

    Google Scholar 

  34. DePristo, M. A. et al. A framework for variation discovery and genotyping using next-generation DNA sequencing data. Nat. Genet 43, 491–498 (2011).

    Google Scholar 

  35. McLaren, W. et al. The Ensembl Variant Effect Predictor. Genome Biol. 17, 122 (2016).

    Google Scholar 

  36. Kandoth, C. G. mskcc/vcf2maf: vcf2maf v1.6.16 (v1.6.16), https://doi.org/10.5281/zenodo.1185418 (2018).

  37. Miller, D. T. et al. ACMG SF v3.2 list for reporting of secondary findings in clinical exome and genome sequencing: A policy statement of the American College of Medical Genetics and Genomics (ACMG). Genet Med 25, 100866 (2023).

    Google Scholar 

  38. Thorvaldsdottir, H., Robinson, J. T. & Mesirov, J. P. Integrative Genomics Viewer (IGV): high-performance genomics data visualization and exploration. Brief. Bioinform. 14, 178–192 (2013).

    Google Scholar 

Download references

Acknowledgements

We are sincerely indebted to the generosity of the families and patients in PTEN clinics across the United States who contributed their time and effort to this study. We thank the clinical research team at the PTEN Multidisciplinary Clinic and Center of Excellence at the Cleveland Clinic for administrative support. We would also like to thank the PTEN Hamartoma Tumor Syndrome Foundation and the PTEN Research Foundation for their continued support in PTEN research. We gratefully acknowledge All of Us participants for their contributions, without whom this research would not have been possible. We also thank the National Institutes of Health’s All of Us Research Program for making available the participant data examined in this study. This work has been partly funded by the PTEN Research Foundation, a charity governed by English law (charity number 117358) to Professor Charis Eng under grant number CCF-19-001. We are also grateful for other funding sources, including the American Cancer Society (RPG-02-151-01-CCE and Clinical Research Professorship), National Institute of Child Health and Human Development (R01HD105049), Breast Cancer Research Foundation, Doris Duke Distinguished Clinical Scientist Award, the Ambrose Monell Foundation, and the Zacconi Center of PTEN Research Excellence (all to C.E.). C.E. was the Sondra J. and Stephen R. Hardis Chair of Cancer Genomic Medicine at the Cleveland Clinic and an American Cancer Society Clinical Research Professor. The Developmental Synaptopathies Consortium (U54NS092090) is part of the National Center for Advancing Translational Sciences (NCATS) Rare Diseases Clinical Research Network (RDCRN) and is supported by the RDCRN Data Management and Coordinating Center (DMCC) (U2CTR002818). RDCRN is an initiative of the Office of Rare Diseases Research (ORDR), NCATS, funded through a collaboration between NCATS and the National Institute of Neurological Disorders and Stroke of the National Institutes of Health (NINDS), Eunice Kennedy Shriver National Institute of Child Health & Human Development (NICHD) and National Institute of Mental Health (NIMH). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health (NIH).

Author information

Author notes
  1. These authors contributed equally: Lamis Yehia, Lin Li.

Authors and Affiliations

  1. Genomic Medicine Institute, Cleveland Clinic Research, Cleveland Clinic, Cleveland, OH, USA

    Lamis Yehia & Charis Eng

  2. Epilepsy Center, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA

    Lamis Yehia

  3. Cancer Sciences, Cleveland Clinic Research, Cleveland Clinic, Cleveland, OH, USA

    Lin Li, Gideon Idumah, Vladimir Makarov & Ying Ni

  4. Autism Speaks, Cleveland, OH, USA

    Thomas W. Frazier

  5. Department of Psychology, John Carroll University, University Heights, OH, USA

    Thomas W. Frazier

  6. Departments of Pediatrics and Psychiatry, SUNY Upstate Medical University, Syracuse, NY, USA

    Thomas W. Frazier

  7. IBM Research, Yorktown Heights, NY, USA

    Aritra Bose & Laxmi Parida

  8. Psychiatry and Behavioral Sciences, Stanford University Medical Center, Stanford, CA, USA

    Antonio Hardan

  9. Departments of Pediatrics and Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA

    Julian A. Martinez-Agosto

  10. Division of Neurology, Cincinnati Children’s Hospital Medical Center; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA

    David M. Ritter

  11. Department of Neurology, Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA

    Mustafa Sahin

  12. F.M. Kirby Neurobiology Center, Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA

    Mustafa Sahin, Kira Dies & Rajna Filip-Dhima

  13. Center for Personalized Genetic Healthcare, Community Care, Cleveland Clinic, Cleveland, OH, USA

    Charis Eng

  14. Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA

    Charis Eng

  15. Department of Genetics and Genome Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA

    Charis Eng

  16. Germline High Risk Cancer Focus Group, CASE Comprehensive Cancer Center, Case Western Reserve University, Cleveland, OH, USA

    Charis Eng

  17. School of Medicine, Case Western Reserve University, Cleveland, OH, USA

    Ying Ni

  18. Epilepsy Center Department of Psychiatry & Psychology Neurological Institute Cleveland Clinic, Cleveland, OH, USA

    Robyn Busch

  19. Department of Developmental and Behavioral Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA

    Kristn D. Currans & Bridget Kent

  20. UCLA Semel Institute for Neuroscience & Human Behavior, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA

    Amanda Gulsrud

  21. Department of Developmental Medicine, Boston Children’s Hospital, Boston, MA, USA

    Ellen Hanson

  22. Center for General Neurology, Cleveland Clinic, Cleveland, OH, USA

    Patricia Klaas

  23. Department of Psychiatry, Stanford University, Stanford, CA, USA

    Jennifer M. Phillips

Authors
  1. Lamis Yehia
    View author publications

    Search author on:PubMed Google Scholar

  2. Lin Li
    View author publications

    Search author on:PubMed Google Scholar

  3. Gideon Idumah
    View author publications

    Search author on:PubMed Google Scholar

  4. Thomas W. Frazier
    View author publications

    Search author on:PubMed Google Scholar

  5. Vladimir Makarov
    View author publications

    Search author on:PubMed Google Scholar

  6. Aritra Bose
    View author publications

    Search author on:PubMed Google Scholar

  7. Laxmi Parida
    View author publications

    Search author on:PubMed Google Scholar

  8. Antonio Hardan
    View author publications

    Search author on:PubMed Google Scholar

  9. Julian A. Martinez-Agosto
    View author publications

    Search author on:PubMed Google Scholar

  10. David M. Ritter
    View author publications

    Search author on:PubMed Google Scholar

  11. Mustafa Sahin
    View author publications

    Search author on:PubMed Google Scholar

  12. Charis Eng
    View author publications

    Search author on:PubMed Google Scholar

  13. Ying Ni
    View author publications

    Search author on:PubMed Google Scholar

Consortia

On behalf of the Developmental Synaptopathies Consortium

  • Robyn Busch
  • , Kristn D. Currans
  • , Kira Dies
  • , Rajna Filip-Dhima
  • , Amanda Gulsrud
  • , Ellen Hanson
  • , Bridget Kent
  • , Patricia Klaas
  •  & Jennifer M. Phillips

Contributions

L.Y. and C.E. conceptualized and designed the project. L.Y., L.L., G.I., V.M., and Y.N. performed the experimental procedures and data analyses. L.Y., Y.N., and C.E. interpreted the data. A.H., J.A.M., D.M.R., M.S., and C.E. performed patient accrual and phenotyping. C.E. and Y.N. supervised the project. All authors drafted, critically revised, and gave final approval of the paper. L.Y. and L.L. are co-first authors of this study. C.E. passed away on the 13th day of August 2024.

Corresponding author

Correspondence to Ying Ni.

Ethics declarations

Competing interests

T.W.F. has received funding or research support from, acted as a consultant to, received travel support from, and/or received a speaker’s honorarium from the PTEN Research Foundation, SYNGAP Research Fund, Malan Syndrome Foundation, ADNP Kids Research Foundation, Quadrant Biosciences, Autism Speaks, Impel NeuroPharma, F. Hoffmann-La Roche AG Pharmaceuticals, the Cole Family Research Fund, Simons Foundation, Ingalls Foundation, Forest Laboratories, Ecoeos, IntegraGen, Kugona LLC, Shire Development, Bristol-Myers Squibb, Roche Pharma, MaraBio, Scioto Biosciences, Linus Biotechnology, National Institutes of Health, and the Brain and Behavior Research Foundation, has equity options in Quadrant Biosciences/Autism Analytica, MaraBio, has an investor stake in Autism EYES LLC, is employed by CentralReach, and is a co-owner of iSCAN-R and AI-Measures. C.E. was an Associate Editor for npj Genomic Medicine but played no role in the peer-review or decision to publish this manuscript. All other authors declare no competing financial or non-financial interests.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Supplementary Information (download PDF )

Supplementary Data 1 (download XLSX )

Supplementary Data 2 (download XLSX )

Supplementary Data 3 (download XLSX )

Supplementary Data 4 (download XLSX )

Supplementary Data 5 (download XLSX )

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yehia, L., Li, L., Idumah, G. et al. Genomic modifiers of malignant and neurodevelopmental phenotypes in individuals with PTEN hamartoma tumor syndrome. npj Genom. Med. (2026). https://doi.org/10.1038/s41525-026-00556-1

Download citation

  • Received: 05 November 2025

  • Accepted: 17 February 2026

  • Published: 17 March 2026

  • DOI: https://doi.org/10.1038/s41525-026-00556-1

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Download PDF

Advertisement

Explore content

  • Research articles
  • Reviews & Analysis
  • News & Comment
  • Collections
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • Aims & Scope
  • Journal Information
  • Content types
  • About the Editors
  • Contact
  • Open Access
  • Calls for Papers
  • Editorial policies
  • Article Processing Charges
  • Journal Metrics
  • About the Partner

Publish with us

  • For Authors and Referees
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

npj Genomic Medicine (npj Genom. Med.)

ISSN 2056-7944 (online)

nature.com footer links

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing: Cancer

Sign up for the Nature Briefing: Cancer newsletter — what matters in cancer research, free to your inbox weekly.

Get what matters in cancer research, free to your inbox weekly. Sign up for Nature Briefing: Cancer