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  1. NTU Theses and Dissertations Repository
  2. 醫學院
  3. 分子醫學研究所
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/95060
完整後設資料紀錄
DC 欄位值語言
dc.contributor.advisor許書睿zh_TW
dc.contributor.advisorShu-Jui Hsuen
dc.contributor.author林俐伶zh_TW
dc.contributor.authorLi-Ling Linen
dc.date.accessioned2024-08-27T16:10:06Z-
dc.date.available2024-08-28-
dc.date.copyright2024-08-27-
dc.date.issued2024-
dc.date.submitted2024-07-30-
dc.identifier.citationReferences for the main texts
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5.Schorling DC, Pechmann A, Kirschner J. Advances in Treatment of Spinal Muscular Atrophy - New Phenotypes, New Challenges, New Implications for Care. J Neuromuscul Dis. 2020;7(1):1-13.
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7.Committee Opinion No. 691: Carrier Screening for Genetic Conditions. Obstet Gynecol. 2017;129(3):e41-e55.
8.Huang CH, Chang YY, Chen CH, et al. Copy number analysis of survival motor neuron genes by multiplex ligation-dependent probe amplification. Genet Med. 2007;9(4):241-248.
9.Davidson JE, Russell JS, Martinez NN, et al. The Carrier Frequency of Two SMN1 Genes in Parents of Symptomatic Children with SMA and the Significance of SMN1 Exon 8 in Carriers. Genes (Basel). 2023;14(7):1403.
10.MacDonald WK, Hamilton D, Kuhle S. SMA carrier testing: a meta-analysis of differences in test performance by ethnic group. Prenat Diagn. 2014;34(12):1219-1226.
11.Arnold WD, Kassar D, Kissel JT. Spinal muscular atrophy: diagnosis and management in a new therapeutic era. Muscle Nerve. 2015;51(2):157-167.
12.Larson JL, Silver AJ, Chan D, Borroto C, Spurrier B, Silver LM. Validation of a high resolution NGS method for detecting spinal muscular atrophy carriers among phase 3 participants in the 1000 Genomes Project. BMC Med Genet. 2015;16:100.
13.Feng Y, Ge X, Meng L, et al. The next generation of population-based spinal muscular atrophy carrier screening: comprehensive pan-ethnic SMN1 copy-number and sequence variant analysis by massively parallel sequencing. Genet Med. 2017;19(8):936-944.
14.Chen X, Sanchis-Juan A, French CE, et al. Spinal muscular atrophy diagnosis and carrier screening from genome sequencing data. Genet Med. 2020;22(5):945-953.
15.Luo M, Liu L, Peter I, et al. An Ashkenazi Jewish SMN1 haplotype specific to duplication alleles improves pan-ethnic carrier screening for spinal muscular atrophy. Genet Med. 2014;16(2):149-156.
16.Azad AK, Huang CK, Jin H, et al. Enhanced Carrier Screening for Spinal Muscular Atrophy: Detection of Silent (SMN1: 2 + 0) Carriers Utilizing a Novel TaqMan Genotyping Method. Lab Med. 2020;51(4):408-415.
17.Arjunan A, Darnes DR, Sagaser KG, Svenson AB. Addressing Reproductive Healthcare Disparities through Equitable Carrier Screening: Medical Racism and Genetic Discrimination in United States’ History Highlights the Needs for Change in Obstetrical Genetics Care. Societies. 2022; 12(2):33.
18.Lin CK, Lee SH, Wang CC, Jiang ML, Hsu HC. Alpha-thalassemic traits are common in the Taiwanese population: usefulness of a modified hemoglobin H preparation for prevalence studies. J Lab Clin Med. 1991;118(6):599-603.
19.Chern JP, Lin KH, Su YN, et al. Impact of a national beta-thalassemia carrier screening program on the birth rate of thalassemia major. Pediatr Blood Cancer. 2006;46(1):72-76.
20.Hung CC, Lee CN, Wang YC, et al. Fragile X syndrome carrier screening in pregnant women in Chinese Han population. Sci Rep. 2019;9(1):15456.
21.Chen HY, Lin SY, Shih JC, et al. Changing the standardised obstetric care by expanded carrier screening and counselling: a multicentre prospective cohort study. J Med Genet. 2024;61(2):176-181.
22.Rojahn S, Hambuch T, Adrian J, et al. Scalable detection of technically challenging variants through modified next-generation sequencing. Mol Genet Genomic Med. 2022;10(12):e2072.
23.Ebbert MTW, Jensen TD, Jansen-West K, et al. Systematic analysis of dark and camouflaged genes reveals disease-relevant genes hiding in plain sight. Genome Biol. 2019;20(1):97.
24.Lincoln SE, Hambuch T, Zook JM, et al. One in seven pathogenic variants can be challenging to detect by NGS: an analysis of 450,000 patients with implications for clinical sensitivity and genetic test implementation. Genet Med. 2021;23(9):1673-1680.
25.Beauchamp KA, Muzzey D, Wong KK, et al. Systematic design and comparison of expanded carrier screening panels. Genet Med. 2018;20(1):55-63.
26.Taiwan Biobank, https://www.twbiobank.org.tw/index.php. Accessed 8 June, 2024.
27.Hsu JS, Wu DC, Shih SH, et al. Complete genomic profiles of 1496 Taiwanese reveal curated medical insights. J Adv Res. Published online December 29, 2023.
28.Wagner J, Olson ND, Harris L, et al. Curated variation benchmarks for challenging medically relevant autosomal genes. Nat Biotechnol. 2022;40(5):672-680.
29.Chen X, Harting J, Farrow E, et al. Comprehensive SMN1 and SMN2 profiling for spinal muscular atrophy analysis using long-read PacBio HiFi sequencing. Am J Hum Genet. 2023;110(2):240-250.
30.Li S, Han X, Xu Y, et al. Comprehensive Analysis of Spinal Muscular Atrophy: SMN1 Copy Number, Intragenic Mutation, and 2 + 0 Carrier Analysis by Third-Generation Sequencing. J Mol Diagn. 2022;24(9):1009-1020.
31.Illumina. "SMN Caller." Illumina DRAGEN Bio-IT Platform v4.2 Documentation. Available at: https://support-docs.Illumina.com/SW/dragen_v42/Content/SW/DRAGEN/SMNCaller.htm. Accessed on 15 June, 2024.
32.Vijzelaar R, Snetselaar R, Clausen M, et al. The frequency of SMN gene variants lacking exon 7 and 8 is highly population dependent. PLoS One. 2019;14(7):e0220211.
33.Conesa A, Madrigal P, Tarazona S, et al. A survey of best practices for RNA-seq data analysis [published correction appears in Genome Biol. 2016 Aug 26;17(1):181. doi: 10.1186/s13059-016-1047-4]. Genome Biol. 2016;17:13.
34.Peri S, Roberts S, Kreko IR, et al. Read Mapping and Transcript Assembly: A Scalable and High-Throughput Workflow for the Processing and Analysis of Ribonucleic Acid Sequencing Data. Front Genet. 2020;10:1361.
35.Koboldt DC, Chen K, Wylie T, et al. VarScan: variant detection in massively parallel sequencing of individual and pooled samples. Bioinformatics. 2009;25(17):2283-2285.
36.Koboldt DC, Larson DE, Wilson RK. Using VarScan 2 for Germline Variant Calling and Somatic Mutation Detection. Curr Protoc Bioinformatics. 2013;44:15.4.1-15.4.17.
37.Steyaert W, Haer-Wigman L, Pfundt R, et al. Systematic analysis of paralogous regions in 41,755 exomes uncovers clinically relevant variation. Nat Commun. 2023;14(1):6845.
38.Richards S, Aziz N, Bale S, et al. Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. Genet Med. 2015;17(5):405-424.
39.Tavtigian SV, Harrison SM, Boucher KM, Biesecker LG. Fitting a naturally scaled point system to the ACMG/AMP variant classification guidelines. Hum Mutat. 2020;41(10):1734-1737.
References for supplementary information
1.Chan V, Yip B, Yam I, et al. Carrier incidence for spinal muscular atrophy in southern Chinese. J Neurol. 2004;251(9):1089-1093.
2.Lee TM, Kim SW, Lee KS, et al. Quantitative analysis of SMN1 gene and estimation of SMN1 deletion carrier frequency in Korean population based on real-time PCR. J Korean Med Sci. 2004;19(6):870-873.
3.Chen WJ, Wu ZY, Wang N, Lin MT, Mu-rong SX. Quantitative studies on SMN1 gene and carrier testing of spinal muscular atrophy. Zhonghua Yi Xue Yi Chuan Xue Za Zhi. 2005;22(6):559-602.
4.Huang CH, Chang YY, Chen CH, et al. Copy number analysis of survival motor neuron genes by multiplex ligation-dependent probe amplification. Genet Med. 2007;9(4):241-248.
5.Sheng-Yuan Z, Xiong F, Chen YJ, et al. Molecular characterization of SMN copy number derived from carrier screening and from core families with SMA in a Chinese population. Eur J Hum Genet. 2010;18(9):978-984.
6.Yoon S, Lee CH, Lee KA. Determination of SMN1 and SMN2 copy numbers in a Korean population using multiplex ligation-dependent probe amplification. Korean J Lab Med. 2010;30(1):93-96.
7.Chen TH, Tzeng CC, Wang CC, et al. Identification of bidirectional gene conversion between SMN1 and SMN2 by simultaneous analysis of SMN dosage and hybrid genes in a Chinese population. J Neurol Sci. 2011;308(1-2):83-87.
8.Su YN, Hung CC, Lin SY, et al. Carrier screening for spinal muscular atrophy (SMA) in 107,611 pregnant women during the period 2005-2009: a prospective population-based cohort study. PLoS One. 2011;6(2):e17067.
9.Gong B, Zhang L, Hou YP, et al. Zhonghua Yi Xue Yi Chuan Xue Za Zhi. 2013;30(6):670-672.
10.Qu XX, Xiao B, Ji X, Jiang WT, Yang ZJ, Tao J. Zhonghua Yi Xue Yi Chuan Xue Za Zhi. 2013;30(1):1-4.
11.Jing He, Xiangping Yao, Qijie Zhang, Ning Wang, Wanjin Chen. Screening of Spinal Muscular Atrophy Carriers in Fujian district by the Multiple Linkage Dependent Probe Amplification technology. Paper presented at: The 17th National Conference on Neurology of Chinese Medical Doctor Associationin 2014; Xiamen city, Fujian, China.
12.Zeng G, Zheng H, Cheng J, et al. Analysis and carrier screening for copy numbers of SMN and NAIP genes in children with spinal muscular atrophy. Zhonghua yi xue yi chuan xue za zhi= Zhonghua yixue yichuanxue zazhi= Chinese journal of medical genetics. 2014;31(2):152–155.
13.Wang KC, Chang CC, Chang YF, Wang SH, Chiang CK, Tsai CP. Evaluation and characterization of a high-resolution melting analysis kit for rapid carrier-screening test of spinal muscular atrophy. J Neurogenet. 2015;29(2-3):113-116.
14.Tan J, Zhang X, Wang Y, et al. Zhonghua Yi Xue Yi Chuan Xue Za Zhi. 2018;35(4):467-470.
15.Park JE, Yun SA, Roh EY, Yoon JH, Shin S, Ki CS. Carrier Frequency of Spinal Muscular Atrophy in a Large-scale Korean Population. Ann Lab Med. 2020;40(4):326-330.
16.Zhang J, Wang Y, Ma D, et al. Carrier Screening and Prenatal Diagnosis for Spinal Muscular Atrophy in 13,069 Chinese Pregnant Women. J Mol Diagn. 2020;22(6):817-822.
17.Zhang Y, Wang L, He J, et al. Zhonghua Yi Xue Yi Chuan Xue Za Zhi. 2020;37(4):384-388.
18.Zhao S, Wang W, Wang Y, et al. NGS-based spinal muscular atrophy carrier screening of 10,585 diverse couples in China: a pan-ethnic study. Eur J Hum Genet. 2021;29(1):194-204.
19.Chan OYM, Leung TY, Cao Y, et al. Expanded carrier screening using next-generation sequencing of 123 Hong Kong Chinese families: a pilot study. Hong Kong Med J. 2021;27(1):177-183.
20.Huang Z, Yang Q, Ye J, et al. Screening and prenatal diagnosis of survival motor neuron gene deletion in pregnant women in Zhaoqing city, Guangdong Province. BMC Med Genomics. 2023;16(1):39.
21.Sun Y, Ma S, Xiao J, et al. Preconception or prenatal acceptance of SMN1 gene carrier screening and carrier rate of spinal muscular atrophy: a retrospective study in 18,818 reproductive age women in Wuhan area of China. J Assist Reprod Genet. 2024;41(1):127-133.
22.Zhang L, Mo J, Zhou L, et al. Carrier screening for spinal muscular atrophy in 22913 Chinese reproductive age women. Mol Genet Genomic Med. 2024;12(1):e2359.
23.Larson JL, Silver AJ, Chan D, Borroto C, Spurrier B, Silver LM. Validation of a high resolution NGS method for detecting spinal muscular atrophy carriers among phase 3 participants in the 1000 Genomes Project. BMC Med Genet. 2015;16:100.
24.Feng Y, Ge X, Meng L, et al. The next generation of population-based spinal muscular atrophy carrier screening: comprehensive pan-ethnic SMN1 copy-number and sequence variant analysis by massively parallel sequencing. Genet Med. 2017;19(8):936-944.
25.Westemeyer M, Saucier J, Wallace J, et al. Clinical experience with carrier screening in a general population: support for a comprehensive pan-ethnic approach [published correction appears in Genet Med. 2020 Jul;22(7):1282. doi: 10.1038/s41436-020-0853-y]. Genet Med. 2020;22(8):1320-1328.
26.Sypniewski M, Kresa D, Dobosz P, et al. Population WGS-based spinal muscular atrophy carrier screening in a cohort of 1076 healthy Polish individuals. J Appl Genet. 2023;64(1):135-139.
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dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/95060-
dc.description.abstract我們已知東亞族群的脊髓肌肉萎縮症(spinal muscular atrophy)帶因頻率介於1.24%至3.97%之間,其中一篇針對臺灣孕婦進行的大型研究報告,利用多重連接探針擴增技術(multiple ligation-dependent probe amplification)得到了2.10%的帶因率。有鑑於拷貝數變異和SMN1與SMN2基因之間高度同源性所帶來的挑戰,本研究旨在評估全基因體定序(whole genome sequencing)方法在分析臺灣族群脊髓肌肉萎縮症的帶因情形和疾病診斷上的表現。我們分析了臺灣人體生物資料庫(Taiwan Biobank)中1492個全基因體定序資料,使用Illumina DRAGEN SMN Caller來辨識SMN1和SMN2的拷貝數變異(copy number variation),並用多重連接探針擴增技術進行驗證。我們也使用Illumina DRAGEN Small Variant Caller來檢測單核苷酸變異(single nucleotide variant)或插入缺失變異(insertion and deletion),並通過整合基因組數據之視覺化工具(Integrative Genomics Viewer)確認變異的位點。最後我們找到了23個SMN1拷貝數缺失的帶因者,帶因率為1.56%,並確認SMN Caller的分析結果與多重連接探針擴增技術所得結果全數吻合。此外,我們透過SMN Caller和其他策略分析了兩例脊髓肌肉萎縮症患者的全基因體定序資料,確認皆帶有SMN1基因上不同變異的複合異合子(compound heterozygous)。全基因體定序技術可以用來篩檢脊髓肌肉萎縮症的拷貝數變異,若能整合其他生物資訊分析工具,將能突顯定序的優勢,並運用於未來的擴大型帶因篩檢和新生兒篩檢當中。zh_TW
dc.description.abstractBackground
The carrier frequency of spinal muscular atrophy (SMA) in the East Asian population has been reported to range from 1.24% to 3.97%. Using the multiple ligation-dependent probe amplification (MLPA) method, the most extensive study on Taiwanese pregnant women found a carrier frequency of 2.10%. Even though there are issues of structural variation and high sequence similarity between SMN1 and SMN2 genes, several studies have strived to develop sequencing-based solutions over the past decade. This study aims to assess the performance of whole genome sequencing (WGS) technology and computational tools in estimating carrier status and diagnosing patients in Taiwan.
Methods
1492 subjects with whole genome sequencing data from Taiwan Biobank were screened to identify spinal muscular atrophy mutation carriers. SMN1 and SMN2 copy numbers were determined using Illumina DRAGEN SMN Caller and validated by multiple ligation-dependent probe amplification. In addition, we applied the same pipeline and Illumina's DRAGEN Small Variant Caller to detect copy number variation and other variants in two spinal muscular atrophy patients, which were verified by Integrative Genomics Viewers (IGV) and further validated with bioinformatic algorithms and orthogonal methods.
Results
Among 1480 Taiwan Biobank samples, 23 subjects with one SMN1 gene copy were identified as spinal muscular atrophy carriers, resulting in a carrier frequency of 1.56%. Multiple ligation-dependent probe amplification confirmed the results of these 23 carriers and 10 normal participants with various SMN1 and SMN2 copy number combinations. Furthermore, both spinal muscular atrophy patients were confirmed to have compound heterozygous variants with one copy number loss of the SMN1 gene and small variants located on the other SMN1 allele.
Conclusion
Using whole genome sequencing for spinal muscular atrophy carrier screening is feasible and promising. By integrating additional bioinformatics analytical tools, we can better leverage sequencing technology's strengths, facilitating its implementation in future expanded carrier screening and newborn screening.
en
dc.description.provenanceSubmitted by admin ntu (admin@lib.ntu.edu.tw) on 2024-08-27T16:10:06Z
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dc.description.provenanceMade available in DSpace on 2024-08-27T16:10:06Z (GMT). No. of bitstreams: 0en
dc.description.tableofcontents謝辭 I
中文摘要 II
英文摘要 III
目次 V
圖次 VI
表次 VII
第一章 研究介紹 (Introduction) 1
1.1 Spinal muscular atrophy carrier screening and disease diagnosis 1
1.2 Preconceptional and prenatal carrier screening in Taiwan 3
1.3 Previous research on Taiwan Biobank whole genome sequencing data 5
第二章 研究方法及材料 (Materials and Methods) 6
2.1 Study materials 6
2.2 Variant calling, annotation, and validation for SMA carriers 6
2.3 Variant calling and annotation for SMA patients 8
第三章 研究結果 (Results) 9
3.1 Demographic analyses 9
3.2 SMN1/SMN2 copy number calls for TWB WGS data 9
3.3 Validation of the results from SMN Caller 10
3.4 SMN1/SMN2 analysis for SMA patients 10
第四章 討論 (Discussion) 12
4.1 Carrier frequency of spinal muscular atrophy 12
4.2 Variant calling strategies for paralogous regions 13
4.3 Inconsistency of germline classification interpretation 14
4.4 Limitation 15
第五章 研究結論及未來展望 (Conclusion and Future Prospects) 16
第六章 參考資料 (References) 38
第七章 附錄 (Supplementary Information) 43
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dc.language.isoen-
dc.title利用全基因體定序方法分析臺灣族群脊髓肌肉萎縮症的帶因情形及疾病診斷zh_TW
dc.titleWhole Genome Sequencing-Based Spinal Muscular Atrophy Carrier Screening and Disease Diagnosis in Taiwanen
dc.typeThesis-
dc.date.schoolyear112-2-
dc.description.degree碩士-
dc.contributor.oralexamcommittee陳沛隆;簡穎秀;陳弘昕zh_TW
dc.contributor.oralexamcommitteePei-Lung Chen;Yin-Hsiu Chien;Hung-Hsin Chenen
dc.subject.keyword帶因篩檢,脊髓肌肉萎縮症,全基因體定序,臺灣人體生物資料庫,拷貝數變異,同源基因,變異檢測,zh_TW
dc.subject.keywordSpinal muscular atrophy,Carrier screening,Copy number variation,Homologous genes,Taiwan Biobank,Whole-genome sequencing,en
dc.relation.page48-
dc.identifier.doi10.6342/NTU202402513-
dc.rights.note同意授權(限校園內公開)-
dc.date.accepted2024-07-31-
dc.contributor.author-college醫學院-
dc.contributor.author-dept分子醫學研究所-
dc.date.embargo-lift2026-07-30-
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