Turner syndrome in diverse populations
Open accessAbstract
Turner syndrome (TS) is a common multiple congenital anomaly syndrome resulting from complete or partial absence of the second X chromosome. In this study, we explore the phenotype of TS in diverse populations using clinical examination and facial analysis technology. Clinical data from 78 individuals and images from 108 individuals with TS from 19 different countries were analyzed. Individuals were grouped into categories of African descent (African), Asian, Latin American, Caucasian (European descent), and Middle Eastern. The most common phenotype features across all population groups were short stature (86%), cubitus valgus (76%), and low posterior hairline 70%. Two facial analysis technology experiments were conducted: TS versus general population and TS versus Noonan syndrome. Across all ethnicities, facial analysis was accurate in diagnosing TS from frontal facial images as measured by the area under the curve (AUC). An AUC of 0.903 (p < .001) was found for TS versus general population controls and 0.925 (p < .001) for TS versus individuals with Noonan syndrome. In summary, we present consistent clinical findings from global populations with TS and additionally demonstrate that facial analysis technology can accurately distinguish TS from the general population and Noonan syndrome.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Facial analysis technology has proven effective in diagnosing TS in resource limited countries.
“In resource limited countries, facial analysis technology has proven effective in diagnosing TS. Kruszka et al.99 used the DeepGestalt model100 to differentiate TS from unaffected controls and controls with Noonan syndrome in diverse populations.”
From Clinical practice guidelines for the care of girls and women with Turner syndrome. (2024) · cites this paper as [99]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Smith's Recognizable Patterns of Human Malformation
Gilbert‐Barness, E. (1998) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpedi.152.2.212 · Cited by 1,996 · see citing works
Smith's recognizable patterns of human malformation
Jones, K. L., Jones, M. C., & Campo, M. D. (1997) · Cited by 1,926 · see citing works
Self-citationGravholt, C. H., Andersen, N. H., Conway, G. S., Dekkers, O. M., Geffner, M. E., Klein, K. O., Lin, A. E., Mauras, N., Quigley, C. A., Rubin, K., et al. (2017) · European Journal of Endocrinology · doi:10.1530/eje-17-0430 · Cited by 1,101 · see citing works
Sybert, V. P., & McCauley, E. (2004) · New England Journal of Medicine · doi:10.1056/nejmra030360 · Cited by 918 · see citing works
Identifying facial phenotypes of genetic disorders using deep learning
Gurovich, Y., Hanani, Y., Bar, O., Nadav, G., Fleischer, N., Gelbman, D., Basel-Salmon, L., Krawitz, P. M., Kamphausen, S. B., Zenker, M., et al. (2019) · Nature Medicine · doi:10.1038/s41591-018-0279-0 · Cited by 739 · see citing works
Self-citationPrevalence, incidence, diagnostic delay, and mortality in Turner syndrome
Stochholm, K., Juul, S., Juel, K., Naeraa, R. W., & Højbjerg Gravholt, C. (2006) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2006-0558 · Cited by 652 · see citing works
Hypertelorism With Turner Phenotype
Noonan, J. A. (1968) · American journal of diseases of children · doi:10.1001/archpedi.1968.02100020377005 · Cited by 549 · see citing works
Ferguson-Smith, M. A. (1965) · Journal of Medical Genetics · doi:10.1136/jmg.2.2.142 · Cited by 516 · see citing works
Rosenfeld, R. G. (1990) · Cited by 505 · see citing works
Hook, E., & Warburton, D. (1983) · Human Genetics · doi:10.1007/bf00289473 · Cited by 406 · see citing works
Turner syndrome: mechanisms and management
Gravholt, C. H., Viuff, M. H., Brun, S., Stochholm, K., & Andersen, N. H. (2019) · Nature Reviews Endocrinology · doi:10.1038/s41574-019-0224-4 · Cited by 356 · see citing works
Gorlin's Syndromes of the Head and Neck
Hennekam, R. C. M., Krantz, I. D., & Allanson, J. E. (2010) · Data Archiving and Networked Services (DANS) · Cited by 210 · see citing works
Berglund, A., Viuff, M. H., Skakkebaek, A. H., Chang, S., Stochholm, K., & Gravholt, C. H. (2019) · Orphanet Journal of Rare Diseases · doi:10.1186/s13023-018-0976-2 · Cited by 179 · see citing works
22q11.2 deletion syndrome in diverse populations
Kruszka, P. S., Addissie, Y. A., McGinn, D. E., Porras, A. R., Biggs, E., Share, M., Crowley, T. B., Chung, B. H., Mok, G. T. K., Mak, C. C. Y., et al. (2017) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.38199 · Cited by 163 · see citing works
Self-citationPsychosocial and sexual functioning in women with Turner syndrome
Pavlidis, K., McCauley, E., & Sybert, V. P. (1995) · Clinical Genetics · doi:10.1111/j.1399-0004.1995.tb03929.x · Cited by 154 · see citing works
Management of Genetic Syndromes
(2010) · Wiley eBooks · doi:10.1002/9780470893159 · Cited by 116 · see citing works
Down syndrome in diverse populations
Kruszka, P. S., Porras, A. R., Sobering, A. K., et al. (2016) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.38043 · Cited by 98 · see citing works
Self-citationNoonan syndrome in diverse populations
Kruszka, P. S., Porras, A. R., Addissie, Y. A., et al. (2017) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.38362 · Cited by 91 · see citing works
Self-citationGunther, D. F., Eugster, E., Zagar, A. J., Bryant, C. G., Davenport, M. L., & Quigley, C. A. (2004) · PEDIATRICS · doi:10.1542/peds.2003-1122-l · Cited by 87 · see citing works
The lymphatic phenotype in Turner syndrome: an evaluation of nineteen patients and literature review
Atton, G., Gordon, K. D., Brice, G. W., Keeley, V. L., Riches, K., Østergaard, P., Mortimer, P. S., & Mansour, S. (2015) · European Journal of Human Genetics · doi:10.1038/ejhg.2015.41 · Cited by 75 · see citing works
Williams–Beuren syndrome in diverse populations
Kruszka, P. S., Porras, A. R., de Souza, D. H., et al. (2018) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.38672 · Cited by 73 · see citing works
Self-citationDirect Familial Transmission of the Turner Phenotype
Nora, J. J. (1968) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpedi.1968.02100020347001 · Cited by 58 · see citing works
Turner Syndrome and Associated Problems in Turkish Children: A Multicenter Study
Yeşilkaya, E., Bereket, A., Darendelıler, F., Baş, F., Poyrazoğlu, Ş., Aydın, B. K., Darcan, Ş., Dündar, B. N., Büyükinan, M., Kara, C., et al. (2015) · Journal of Clinical Research in Pediatric Endocrinology · doi:10.4274/jcrpe.1771 · Cited by 58 · see citing works
Cornelia de Lange syndrome in diverse populations
Dowsett, L., Porras, A. R., Kruszka, P. S., Davis, B., Hu, T., Honey, E. M., Badoe, Ë., Thong, M., Leon, E. L., Girisha, K. M., et al. (2019) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.61033 · Cited by 52 · see citing works
Self-citationCurrent Concepts in Normal and Abnormal Puberty
Nebesio, T. D., & Eugster, E. A. (2007) · Current problems in pediatric and adolescent health care · doi:10.1016/j.cppeds.2006.10.005 · Cited by 51 · see citing works
An electronic atlas of human malformation syndromes in diverse populations
Muenke, M., Adeyemo, A., & Kruszka, P. S. (2016) · Genetics in Medicine · doi:10.1038/gim.2016.3 · Cited by 51 · see citing works
Self-citationPhenotype delineation of ZNF462 related syndrome
Kruszka, P. S., Hu, T., Hong, S., et al. (2019) · American Journal of Medical Genetics Part A · doi:10.1002/ajmg.a.61306 · Cited by 38 · see citing works
Self-citationNeurogenetic Developmental Disorders: Variation of Manifestation in Childhood
Mazzocco, M. M. M., & ROSS, J. L. (2007) · Cited by 37 · see citing works
Turner Syndrome: An Update and Review for the Primary Pediatrician
Doswell, B. H., Visootsak, J., Brady, A. N., & Graham, J. M. (2006) · Clinical Pediatrics · doi:10.1177/000992280604500402 · Cited by 37 · see citing works
Turner syndrome: New insights from prenatal genomics and transcriptomics
Bianchi, D. W. (2019) · American Journal of Medical Genetics Part C Seminars in Medical Genetics · doi:10.1002/ajmg.c.31675 · Cited by 37 · see citing works
Orthodontic treatment for patients with Turner syndrome
Russell, K. (2001) · American Journal of Orthodontics and Dentofacial Orthopedics · doi:10.1067/mod.2001.115719 · Cited by 35 · see citing works
Murdock, D. R., Donovan, F. X., Chandrasekharappa, S. C., Banks, N., Bondy, C., Muenke, M., & Kruszka, P. (2017) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2016-3414 · Cited by 34 · see citing works
Self-citationPulmonary Stenosis in Patients With the Turner Phenotype in the Male
Celermajer, J. M. (1968) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpedi.1968.02100020355002 · Cited by 33 · see citing works
Loscalzo, M. L. (2008) · Pediatrics in Review · doi:10.1542/pir.29-7-219 · Cited by 29 · see citing works
Kruszka, P. S., Tekendo‐Ngongang, C., & Muenke, M. (2019) · Current Opinion in Pediatrics · doi:10.1097/mop.0000000000000816 · Cited by 23 · see citing works
Self-citationThe Turner syndrome research registry: Creating equipoise between investigators and participants
Prakash, S. K., Lugo‐Ruiz, S., Rivera‐Dávila, M., Rubio, N. I., Shah, A. N., Knickmeyer, R. C., Scurlock, C., Crenshaw, M., Davis, S., Lorigan, G. A., et al. (2019) · American Journal of Medical Genetics Part C Seminars in Medical Genetics · doi:10.1002/ajmg.c.31689 · Cited by 22 · see citing works
Self-citationChaput, B., Chavoin, J. P., Lopez, R., et al. (2013) · Plastic & Reconstructive Surgery Global Open · doi:10.1097/gox.0b013e3182a8c597 · Cited by 15 · see citing works
Features of Turner syndrome among a group of Cameroonian patients
Wonkam, A., Veigne, S. W., Abass, A., et al. (2015) · International Journal of Gynecology & Obstetrics · doi:10.1016/j.ijgo.2014.11.025 · Cited by 12 · see citing works
Self-citationNeurogenetic Developmental Disorders
(2007) · The MIT Press eBooks · doi:10.7551/mitpress/4946.001.0001 · Cited by 12 · see citing works
The state of Turner syndrome science: Are we on the threshold of discovery?
Kruszka, P. S., & Silberbach, M. (2019) · American Journal of Medical Genetics Part C Seminars in Medical Genetics · doi:10.1002/ajmg.c.31688 · Cited by 11 · see citing works
Self-citationPulmonary stenosis in patients with the Turner phenotype in the male
Fischmann, E. J. (1969) · Journal of Electrocardiology · doi:10.1016/s0022-0736(69)80033-6 · Cited by 9 · see citing works
Pavlakis, S. G. (1986) · Neurology · doi:10.1212/wnl.36.6.877-a · Cited by 8 · see citing works
Nabhan, Z. M., & Eugster, E. A. (2006) · PEDIATRICS · doi:10.1542/peds.2006-0955 · Cited by 7 · see citing works
The incidence of Turner's syndrome in Ibadan, Nigeria.
Adeyokunnu, A. A. (1982) · PubMed · Cited by 5 · see citing works
Turner syndrome case report: A multidisciplinary approach
Thiesen, G., Ilha, M. C., Borges, T. S., & Freitas, M. P. M. (2015) · Redalyc (Universidad Autónoma del Estado de México) · Cited by 4 · see citing works
A rare case of turner syndrome mosaicism in an African black woman
Rivera, Y. P., & Rwegerera, G. M. (2016) · Case Reports in Internal Medicine · doi:10.5430/crim.v3n4p44 · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Kunze J. r. (2010). Wiedemanns Atlas klinischer Syndrome: Phänomenologie, Ätiologie, Differenzialdiagnose (6., vollständig überarbeitete und erw. Aufl. / ed.). Stuttgart: Schattauer.
Cited by
Sorted by citations
Clinical practice guidelines for the care of girls and women with Turner syndrome.
Gravholt, C. H., Andersen, N. H., Christin-Maitre, S., Davis, S. M., Duijnhouwer, A., Gawlik, A., Maciel-Guerra, A. T., Gutmark-Little, I., Fleischer, K., Hong, D., et al. (2024) · European Journal of Endocrinology · doi:10.1093/ejendo/lvae050 · Cited by 224 · see citing works
- Authors
- Kruszka, P., Addissie, Y. A., Tekendo‐Ngongang, C., Jones, K. L., Savage, S. K., Gupta, N., Sirisena, N. D., Dissanayake, V. H. W., Paththinige, C. S., Aravena, T., Nampoothiri, S., Yesodharan, D., Girisha, K. M., Patil, S. J., Jamuar, S. S., Goh, J. C., Utari, A., Sihombing, N., Mishra, R., Chitrakar, N. S., Iriele, B. C., Lulseged, E., Megarbane, A., Uwineza, A., Oyenusi, E. E., Olopade, O. B., Fasanmade, O. A., Duenas‐Roque, M. M., Thong, M., Tung, J. Y. L., Mok, G. T. K., Fleischer, N., Rwegerera, G. M., de Herreros, M. B., Watts, J., Fieggen, K., Huckstadt, V., Moresco, A., Obregon, M. G., Hussen, D. F., Ashaat, N. A., Ashaat, E. A., Chung, B. H. Y., Badoe, E., Faradz, S. M. H., El Ruby, M. O., Shotelersuk, V., Wonkam, A., Ekure, E. N., Phadke, S. R., Richieri‐Costa, A., & Muenke, M.
- Affiliations
- National Institutes of Health (US)
- Children's Hospital of The King's Daughters (US)
- FDNA Inc. Boston Massachusetts
- All India Institute of Medical Sciences (IN)
- University of Colombo (LK)
- Hospital Clínico de la Universidad de Chile (CL)
- Amrita Institute of Medical Sciences and Research Centre (IN)
- Manipal Academy of Higher Education (IN)
- Mazumdar Shaw Medical Centre (IN)
- SingHealth (SG)
- KK Women's and Children's Hospital (SG)
- Diponegoro University (ID)
- Civil Service Hospital (NP)
- Institut Jérôme Lejeune Paris France
- University of Rwanda (RW)
- University of Lagos (NG)
- Servicio de Genética Hospital Nacional Edgardo Rebagliati Martins, EsSalud Lima Peru
- University of Malaya (MY)
- Hong Kong Children's Hospital (HK)
- University of Botswana (BW)
- National Secretariat for the Rights of People with Disabilities (SENADIS) Fernando de la Mora Paraguay
- University of Cape Town (ZA)
- Garrahan Hospital (AR)
- Servicio de Genética Hospital de Pediatría Garrahan Buenos Aires Argentina
- Department of Human Cytogenetics The National Research Centre Cairo Egypt
- Ain Shams University (EG)
- National Research Centre (EG)
- University of Hong Kong (HK)
- Department of Child Health University of Ghana Medical School Accra Ghana
- Clinical Genetics Department The National Research Centre Cairo Egypt
- Chulalongkorn University (TH)
- Sanjay Gandhi Post Graduate Institute of Medical Sciences (IN)
- Hospital for the Rehabilitation of Craniofacial Anomalies São Paulo University Bauru Brazil
- Corresponding author
- Kruszka, Paul
- ORCID
- Kruszka, Paul
- Addissie, Yonit A.
- Tekendo‐Ngongang, Cedrik
- Jones, Kelly L.
- Gupta, Neerja
- Sirisena, Nirmala D.
- Dissanayake, Vajira H. W.
- Paththinige, C. Sampath
- Nampoothiri, Sheela
- Yesodharan, Dhanya
- Girisha, Katta M.
- Patil, Siddaramappa Jagdish
- Jamuar, Saumya Shekhar
- Goh, Jasmine Chew‐Yin
- Utari, Agustini
- Sihombing, Nydia
- Mishra, Rupesh
- Megarbane, Andre
- Uwineza, Annette
- Oyenusi, Elizabeth Eberechi
- Olopade, Oluwarotimi Bolaji
- Fasanmade, Olufemi Adetola
- Thong, Meow‐Keong
- Tung, Joanna Y. L.
- Fleischer, Nicole
- Rwegerera, Godfrey M.
- Fieggen, Karen
- Huckstadt, Victoria
- Moresco, Angélica
- Ashaat, Neveen A.
- Ashaat, Engy A.
- Chung, Brian H. Y.
- Faradz, Sultana M. H.
- Shotelersuk, Vorasuk
- Wonkam, Ambroise
- Ekure, Ekanem Nsikak
- Phadke, Shubha R.
- Muenke, Maximilian
- Venue
- American Journal of Medical Genetics Part A
- Publisher
- Wiley
- Published
- 2019-12-19
- Volume
- 182
- Issue
- 2
- Pages
- 303-313
- ISSN
- 1552-4825 (ISSN-L)
- 1552-4833
- PMC
- PMC8141514
- OpenAlex
- W2995374703
- Cited by
- 27
- References
- 46
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 6 · 2023: 5 · 2022: 2 · 2021: 4 · 2020: 4
- FWCI
- 1.51
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- American Journal of Medical Genetics Part A (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Universidad de Chile (submittedVersion, cc-by-nc-nd)
- Funders
- National Human Genome Research Institute
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic and Clinical Aspects of Sex Determination and Chromosomal Abnormalities
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Sexual Differentiation and Disorders
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Keywords
- Turner syndrome, Noonan syndrome, facial analysis, face recognition, short stature, cubitus valgus, multiple congenital anomalies, X chromosome deletion, diagnostic accuracy
- MeSH terms
- Abnormalities, Multiple, Facial Recognition, Adolescent, Adult, Child, Child, Preschool, Face, Female, Hispanic or Latino, Humans, Infant, Infant, Newborn, Male, Middle Aged, Noonan Syndrome, Phenotype, Population Surveillance, Turner Syndrome, Chromosomes, Human, X, White People, Asian People, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review