Reliable detection of sex chromosome abnormalities by quantitative fluorescence polymerase chain reaction
-
Camilla Mains Balle
, Dorte L. Lildballe
, Ivonne Bedei
, Ruth Luschka
, Anne Skakkebæk, Simon Chang
, Zeynep Agirman
, Jan Keller , Axel Weber , Ramón E. Schäfer , Johannes Becker-Follmann and Claus H. Gravholt
Abstract
Objectives
Many patients with sex chromosome abnormalities (SCAs) are diagnosed late in life or remain undiagnosed, leading to delayed or inadequate medical intervention and care. This study aimed to develop a reliable, rapid and cost-effective test for identifying SCAs using a blood sample – an essential step toward establishing a neonatal screening program.
Methods
A total of 360 blood samples (180 SCA patients, and 180 controls) were obtained from four cross-sectional studies of adult patients with SCAs and age-matched controls. Informed consent was collected, and all procedures followed the Declaration of Helsinki. Multiplex quantitative fluorescence polymerase chain reaction (QF-PCR) utilizing short tandem repeat (STR) and X-linked segmental duplication (SD) markers was performed. Results were analyzed using an automated algorithm. Deviant results were manually reviewed to differentiate errors in the PCR process from those in automated data analysis.
Results
Following automated data analysis of QF-PCR results, the method accurately identified 174 SCA patients (sensitivity: 96.7 %) and 171 controls (specificity: 95.0 %). Mosaic karyotypes were particularly challenging to diagnose. Manual reanalysis of the QF-PCR results corrected all false positives, achieving 100 % specificity.
Conclusions
This method is promising for reliable SCA detection in blood samples, offering cost-effectiveness and scalability. The specificity following automated data analysis was not satisfactory. The underlying PCR technique, however, demonstrated 100 % specificity, indicating that refining the automated analysis algorithm would significantly reduce false positive results. With further refinements, we believe this test would be highly suitable for further evaluation in a newborn screening setting.
Funding source: Danish Diabetes and Endocrine Academy (DDEA; funded by the Novo Nordisk Foundation)
Award Identifier / Grant number: NNF22SA0079901
Acknowledgments
Turner-Syndrom-Vereinigung Deutschland e.V. and Deutsche Klinefelter-Syndrom Vereinigung e.V donated blood and buccal smears for establishing the method.
-
Research ethics: All clinical investigations were conducted according to the principles expressed in the Declaration of Helsinki. The samples in this study were derived from four cross-sectional studies on patients and healthy, age-matched controls (ClinicalTrials.gov identifier: NCT00624949, NCT00999310, NCT02526628, NCT01678261). The study on KS was approved by The Danish Data Protection Agency (1-16-02-472-15) and the Scientific Ethics Committee for the Central Denmark Region (1-10-72-131-15). The study on 46,XX males was notified to the Danish Data Protection Agency and to the Legal Department of Central Denmark Region (1-16-02-51-18) and approved by Scientific Ethics Committee for the Central Denmark Region (1-10-72-25-18).
-
Informed consent: Informed written consent was obtained for all participants.
-
Author contributions: Development of the method (JBF, RES, IB); laboratory work and analysis of samples (ZA, JBF); development of the automated algorithm (JK); karyotyping controls used to calibrate the algorithm (AW); collecting blood samples from patients and healthy controls (SC, AS); data processing and statistical analysis (CMB); writing up the initial draft for the manuscript (CMB, JBF, RES, CHG); critical review of the manuscript (CMB, DLL, IB, RL, AS, SC, ZA, REM, JBF, CHG). All authors have accepted responsibility for the entire content of this manuscript and approved its submission.
-
Use of Large Language Models, AI and Machine Learning Tools: Large language models were used to a small extend to improve grammar.
-
Conflict of interest: The authors state no conflict of interest.
-
Research funding: Danish Diabetes and Endocrine Academy (DDEA; funded by the Novo Nordisk Foundation (NNF22SA0079901)).
-
Data availability: The datasets generated and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
1. Berglund, A, Stochholm, K, Gravholt, CH. The epidemiology of sex chromosome abnormalities. Am J Med Genet C Semin Med Genet 2020;184:202–15. https://doi.org/10.1002/ajmg.c.31805.Search in Google Scholar PubMed
2. Berglund, A, Viuff, MH, Skakkebæk, A, Chang, S, Stochholm, K, Gravholt, CH. Changes in the cohort composition of turner syndrome and severe non-diagnosis of Klinefelter, 47,XXX and 47,XYY syndrome: a nationwide cohort study. Orphanet J Rare Dis 2019;14:16. https://doi.org/10.1186/s13023-018-0976-2.Search in Google Scholar PubMed PubMed Central
3. Viuff, MH, Stochholm, K, Uldbjerg, N, Nielsen, BB, Gravholt, CH. Only a minority of sex chromosome abnormalities are detected by a national prenatal screening program for Down syndrome. Hum Reprod 2015;30:2419–26. https://doi.org/10.1093/humrep/dev192.Search in Google Scholar PubMed
4. Zhao, Y, Gardner, EJ, Tuke, MA, Zhang, H, Pietzner, M, Koprulu, M, et al.. Detection and characterization of male sex chromosome abnormalities in the UK Biobank study. Genet Med 2022;24:1909–19. https://doi.org/10.1016/j.gim.2022.05.011.Search in Google Scholar PubMed
5. Tuke, MA, Ruth, KS, Wood, AR, Beaumont, RN, Tyrrell, J, Jones, SE, et al.. Mosaic Turner syndrome shows reduced penetrance in an adult population study. Genet Med 2019;21:877–86. https://doi.org/10.1038/s41436-018-0271-6.Search in Google Scholar PubMed PubMed Central
6. Ibarra-Ramírez, M, Lugo-Trampe, JJ, Campos-Acevedo, LD, Zamudio-Osuna, M, Torres-Muñoz, I, Gómez-Puente, V, et al.. Gene copy number quantification of SHOX, VAMP7, and SRY for the detection of sex chromosome aneuploidies in neonates. Genet Test Mol Biomark 2020;24:352–8. https://doi.org/10.1089/gtmb.2019.0226.Search in Google Scholar PubMed
7. Herlihy, AS, McLachlan, RI. Screening for klinefelter syndrome. Curr Opin Endocrinol Diabetes Obes 2015;22:224–9. https://doi.org/10.1097/med.0000000000000154.Search in Google Scholar PubMed
8. Campos-Acevedo, LD, Ibarra-Ramirez, M, de Jesús Lugo-Trampe, J, de Jesús Zamudio-Osuna, M, Torres-Muñoz, I, Del Roble Velasco-Campos, M, et al.. Dosage of sex chromosomal genes in blood deposited on filter paper for neonatal screening of sex chromosome aneuploidy. Genet Test Mol Biomark 2016;20:786–90. https://doi.org/10.1089/gtmb.2016.0101.Search in Google Scholar PubMed
9. Juul, A, Gravholt, CH, De Vos, M, Koledova, E, Cools, M. Individuals with numerical and structural variations of sex chromosomes: interdisciplinary management with focus on fertility potential. Front Endocrinol 2023;14:1160884. https://doi.org/10.3389/fendo.2023.1160884.Search in Google Scholar PubMed PubMed Central
10. Gravholt, CH, Tartaglia, N, Disteche, C. Sex chromosome aneuploidies in 2020-The state of care and research in the world. Am J Med Genet C Semin Med Genet 2020;184:197–201. https://doi.org/10.1002/ajmg.c.31808.Search in Google Scholar PubMed PubMed Central
11. Gravholt, CH, Andersen, NH, Christin-Maitre, S, Davis, SM, Duijnhouwer, A, Gawlik, A, et al.. Clinical practice guidelines for the care of girls and women with turner syndrome. Eur J Endocrinol 2024;190:G53-151. https://doi.org/10.1093/ejendo/lvae050.Search in Google Scholar PubMed PubMed Central
12. Gravholt, CH, Ferlin, A, Gromoll, J, Juul, A, Raznahan, A, van Rijn, S, et al.. New developments and future trajectories in supernumerary sex chromosome abnormalities: a summary of the 2022 3rd International Workshop on Klinefelter Syndrome, Trisomy X, and XYY. Endocr Connect 2023;12. https://doi.org/10.1530/ec-22-0500.Search in Google Scholar
13. Berglund, A, Johannsen, EB, Skakkebæk, A, Chang, S, Rohayem, J, Laurentino, S, et al.. Integration of long-read sequencing, DNA methylation and gene expression reveals heterogeneity in Y chromosome segment lengths in phenotypic males with 46,XX testicular disorder/difference of sex development. Biol Sex Differ 2024;15:77. https://doi.org/10.1186/s13293-024-00654-8.Search in Google Scholar PubMed PubMed Central
14. Skakkebæk, A, Nielsen, MM, Trolle, C, Vang, S, Hornshøj, H, Hedegaard, J, et al.. DNA hypermethylation and differential gene expression associated with Klinefelter syndrome. Sci Rep 2018;8:13740. https://doi.org/10.1038/s41598-018-31780-0.Search in Google Scholar PubMed PubMed Central
15. Skakkebæk, A, Gravholt, CH, Rasmussen, PM, Bojesen, A, Jensen, JS, Fedder, J, et al.. Neuroanatomical correlates of Klinefelter syndrome studied in relation to the neuropsychological profile. Neuroimage Clin 2014;4:1–9. https://doi.org/10.1016/j.nicl.2013.10.013.Search in Google Scholar PubMed PubMed Central
16. Chang, S, Biltoft, D, Skakkebæk, A, Fedder, J, Bojesen, A, Bor, MV, et al.. Testosterone treatment and association with thrombin generation and coagulation inhibition in Klinefelter syndrome: a cross-sectional study. Thromb Res 2019;182:175–81. https://doi.org/10.1016/j.thromres.2019.08.011.Search in Google Scholar PubMed
17. Trolle, C, Mortensen, KH, Pedersen, LN, Berglund, A, Jensen, HK, Andersen, NH, et al.. Long QT interval in Turner syndrome--a high prevalence of LQTS gene mutations. PLoS One 2013;8:e69614. https://doi.org/10.1371/journal.pone.0069614.Search in Google Scholar PubMed PubMed Central
18. Trolle, C, Mortensen, KH, Bjerre, M, Hougaard, DM, Cohen, A, Andersen, NH, et al.. Osteoprotegerin in Turner syndrome - relationship to aortic diameter. Clin Endocrinol 2015;82:397–403. https://doi.org/10.1111/cen.12522.Search in Google Scholar PubMed
19. Trolle, C, Nielsen, MM, Skakkebæk, A, Lamy, P, Vang, S, Hedegaard, J, et al.. Widespread DNA hypomethylation and differential gene expression in Turner syndrome. Sci Rep 2016;6:34220. https://doi.org/10.1038/srep34220.Search in Google Scholar PubMed PubMed Central
20. Nielsen, MM, Trolle, C, Vang, S, Hornshøj, H, Skakkebaek, A, Hedegaard, J, et al.. Epigenetic and transcriptomic consequences of excess X-chromosome material in 47,XXX syndrome-A comparison with Turner syndrome and 46,XX females. Am J Med Genet C Semin Med Genet 2020;184:279–93. https://doi.org/10.1002/ajmg.c.31799.Search in Google Scholar PubMed
21. Chang, S, Just, J, Skakkebæk, A, Johannsen, EB, Fedder, J, Gravholt, CH, et al.. Testosterone replacement therapy in klinefelter syndrome-follow-up study associating hemostasis and RNA expression. J Clin Endocrinol Metab 2024;109:978–91. https://doi.org/10.1210/clinem/dgad658.Search in Google Scholar PubMed
22. Vollger, MR, Guitart, X, Dishuck, PC, Mercuri, L, Harvey, WT, Gershman, A, et al.. Segmental duplications and their variation in a complete human genome. Science 2022;376:eabj6965. https://doi.org/10.1126/science.abj6965.Search in Google Scholar PubMed PubMed Central
23. Kong, X, Li, L, Sun, L, Fu, K, Long, J, Weng, X, et al.. Rapid diagnosis of aneuploidy using segmental duplication quantitative fluorescent PCR. PLoS One 2014;9:e88932. https://doi.org/10.1371/journal.pone.0088932.Search in Google Scholar PubMed PubMed Central
24. Sun, L, Fan, Z, Long, J, Weng, X, Tang, W, Pang, W. Rapid prenatal diagnosis of aneuploidy for chromosomes 21, 18, 13, X, and Y using segmental duplication quantitative fluorescent PCR (SD-QF-PCR). Gene 2017;627:72–8. https://doi.org/10.1016/j.gene.2017.06.014.Search in Google Scholar PubMed
25. Tanudisastro, HA, Deveson, IW, Dashnow, H, MacArthur, DG. Sequencing and characterizing short tandem repeats in the human genome. Nat Rev Genet 2024;25:460–75. https://doi.org/10.1038/s41576-024-00692-3.Search in Google Scholar PubMed
26. Broman, KW, Murray, JC, Sheffield, VC, White, RL, Weber, JL. Comprehensive human genetic maps: individual and sex-specific variation in recombination. Am J Hum Genet 1998;63:861–9. https://doi.org/10.1086/302011.Search in Google Scholar PubMed PubMed Central
27. Nassar, LR, Barber, GP, Benet-Pagès, A, Casper, J, Clawson, H, Diekhans, M, et al.. The UCSC Genome Browser database: 2023 update. Nucleic Acids Res 2023;51:D1188–d95. https://doi.org/10.1093/nar/gkac1072.Search in Google Scholar PubMed PubMed Central
28. Aksglaede, L, Garn, ID, Hollegaard, MV, Hougaard, DM, Rajpert-De Meyts, E, Juul, A. Detection of increased gene copy number in DNA from dried blood spot samples allows efficient screening for Klinefelter syndrome. Acta Paediatr 2012;101:e561–3. https://doi.org/10.1111/apa.12008.Search in Google Scholar PubMed
29. Murdock, DR, Donovan, FX, Chandrasekharappa, SC, Banks, N, Bondy, C, Muenke, M, et al.. Whole-exome sequencing for diagnosis of turner syndrome: toward next-generation sequencing and newborn screening. J Clin Endocrinol Metab 2017;102:1529–37. https://doi.org/10.1210/jc.2016-3414.Search in Google Scholar PubMed PubMed Central
30. Winkel, BG, Hollegaard, MV, Olesen, MS, Svendsen, JH, Haunsø, S, Hougaard, DM, et al.. Whole-genome amplified DNA from stored dried blood spots is reliable in high resolution melting curve and sequencing analysis. BMC Med Genet 2011;12:22. https://doi.org/10.1186/1471-2350-12-22.Search in Google Scholar PubMed PubMed Central
31. Bækvad-Hansen, M, Bybjerg-Grauholm, J, Poulsen, JB, Hansen, CS, Hougaard, DM, Hollegaard, MV. Evaluation of whole genome amplified DNA to decrease material expenditure and increase quality. Mol Genet Metab Rep 2017;11:36–45. https://doi.org/10.1016/j.ymgmr.2017.04.002.Search in Google Scholar PubMed PubMed Central
32. Sánchez, XC, Montalbano, S, Vaez, M, Krebs, MD, Byberg-Grauholm, J, Mortensen, PB, et al.. Associations of psychiatric disorders with sex chromosome aneuploidies in the Danish iPSYCH2015 dataset: a case-cohort study. Lancet Psychiatry 2023;10:129–38. https://doi.org/10.1016/s2215-0366(23)00004-4.Search in Google Scholar
Supplementary Material
This article contains supplementary material (https://doi.org/10.1515/cclm-2024-1400).
© 2025 Walter de Gruyter GmbH, Berlin/Boston
Articles in the same Issue
- Frontmatter
- Editorial
- Setting analytical performance specification by simulation (Milan model 1b)
- Reviews
- Unveiling the power of R: a comprehensive perspective for laboratory medicine data analysis
- Clostebol detection after transdermal and transmucosal contact. A systematic review
- Opinion Papers
- A value-based score for clinical laboratories: promoting the work of the new EFLM committee
- Digital metrology in laboratory medicine: a call for bringing order to chaos to facilitate precision diagnostics
- Perspectives
- Supporting prioritization efforts of higher-order reference providers using evidence from the Joint Committee for Traceability in Laboratory Medicine database
- Clinical vs. statistical significance: considerations for clinical laboratories
- Genetics and Molecular Diagnostics
- Reliable detection of sex chromosome abnormalities by quantitative fluorescence polymerase chain reaction
- Targeted proteomics of serum IGF-I, -II, IGFBP-2, -3, -4, -5, -6 and ALS
- Candidate Reference Measurement Procedures and Materials
- Liquid chromatography tandem mass spectrometry (LC-MS/MS) candidate reference measurement procedure for urine albumin
- General Clinical Chemistry and Laboratory Medicine
- Patient risk management in laboratory medicine: an international survey to assess the severity of harm associated with erroneous reported results
- Exploring the extent of post-analytical errors, with a focus on transcription errors – an intervention within the VIPVIZA study
- A survey on measurement and reporting of total testosterone, sex hormone-binding globulin and free testosterone in clinical laboratories in Europe
- Quality indicators in laboratory medicine: a 2020–2023 experience in a Chinese province
- Impact of delayed centrifugation on the stability of 32 biochemical analytes in blood samples collected in serum gel tubes and stored at room temperature
- Concordance between the updated Elecsys cerebrospinal fluid immunoassays and amyloid positron emission tomography for Alzheimer’s disease assessment: findings from the Apollo study
- Novel protocol for metabolomics data normalization and biomarker discovery in human tears
- Use of the BIOGROUP® French laboratories database to conduct CKD observational studies: a pilot EPI-CKD1 study
- Reference Values and Biological Variations
- Consensus instability equations for routine coagulation tests
- Hematology and Coagulation
- Flow-cytometric lymphocyte subsets enumeration: comparison of single/dual-platform method in clinical laboratory with dual-platform extended PanLeucogating method in reference laboratory
- Cardiovascular Diseases
- Novel Mindray high sensitivity cardiac troponin I assay for single sample and 0/2-hour rule out of myocardial infarction: MERITnI study
- Infectious Diseases
- Cell population data for early detection of sepsis in patients with suspected infection in the emergency department
- Letters to the Editor
- Lab Error Finder: A call for collaboration
- Cascading referencing of terms and definitions
- Strengthening international cooperation and confidence in the field of laboratory medicine by ISO standardization
- Determining the minimum blood volume required for laboratory testing in newborns
- Performance evaluation of large language models with chain-of-thought reasoning ability in clinical laboratory case interpretation
- Vancomycin assay interference: low-level IgM paraprotein disrupts Siemens Atellica® CH VANC assay
- Dr. Morley Donald Hollenberg. An extraordinary scientist, teacher and mentor
Articles in the same Issue
- Frontmatter
- Editorial
- Setting analytical performance specification by simulation (Milan model 1b)
- Reviews
- Unveiling the power of R: a comprehensive perspective for laboratory medicine data analysis
- Clostebol detection after transdermal and transmucosal contact. A systematic review
- Opinion Papers
- A value-based score for clinical laboratories: promoting the work of the new EFLM committee
- Digital metrology in laboratory medicine: a call for bringing order to chaos to facilitate precision diagnostics
- Perspectives
- Supporting prioritization efforts of higher-order reference providers using evidence from the Joint Committee for Traceability in Laboratory Medicine database
- Clinical vs. statistical significance: considerations for clinical laboratories
- Genetics and Molecular Diagnostics
- Reliable detection of sex chromosome abnormalities by quantitative fluorescence polymerase chain reaction
- Targeted proteomics of serum IGF-I, -II, IGFBP-2, -3, -4, -5, -6 and ALS
- Candidate Reference Measurement Procedures and Materials
- Liquid chromatography tandem mass spectrometry (LC-MS/MS) candidate reference measurement procedure for urine albumin
- General Clinical Chemistry and Laboratory Medicine
- Patient risk management in laboratory medicine: an international survey to assess the severity of harm associated with erroneous reported results
- Exploring the extent of post-analytical errors, with a focus on transcription errors – an intervention within the VIPVIZA study
- A survey on measurement and reporting of total testosterone, sex hormone-binding globulin and free testosterone in clinical laboratories in Europe
- Quality indicators in laboratory medicine: a 2020–2023 experience in a Chinese province
- Impact of delayed centrifugation on the stability of 32 biochemical analytes in blood samples collected in serum gel tubes and stored at room temperature
- Concordance between the updated Elecsys cerebrospinal fluid immunoassays and amyloid positron emission tomography for Alzheimer’s disease assessment: findings from the Apollo study
- Novel protocol for metabolomics data normalization and biomarker discovery in human tears
- Use of the BIOGROUP® French laboratories database to conduct CKD observational studies: a pilot EPI-CKD1 study
- Reference Values and Biological Variations
- Consensus instability equations for routine coagulation tests
- Hematology and Coagulation
- Flow-cytometric lymphocyte subsets enumeration: comparison of single/dual-platform method in clinical laboratory with dual-platform extended PanLeucogating method in reference laboratory
- Cardiovascular Diseases
- Novel Mindray high sensitivity cardiac troponin I assay for single sample and 0/2-hour rule out of myocardial infarction: MERITnI study
- Infectious Diseases
- Cell population data for early detection of sepsis in patients with suspected infection in the emergency department
- Letters to the Editor
- Lab Error Finder: A call for collaboration
- Cascading referencing of terms and definitions
- Strengthening international cooperation and confidence in the field of laboratory medicine by ISO standardization
- Determining the minimum blood volume required for laboratory testing in newborns
- Performance evaluation of large language models with chain-of-thought reasoning ability in clinical laboratory case interpretation
- Vancomycin assay interference: low-level IgM paraprotein disrupts Siemens Atellica® CH VANC assay
- Dr. Morley Donald Hollenberg. An extraordinary scientist, teacher and mentor