1
|
Biezuner T, Brilon Y, Arye AB, Oron B, Kadam A, Danin A, Furer N, Minden MD, Hwan Kim DD, Shapira S, Arber N, Dick J, Thavendiranathan P, Moskovitz Y, Kaushansky N, Chapal-Ilani N, Shlush LI. An improved molecular inversion probe based targeted sequencing approach for low variant allele frequency. NAR Genom Bioinform 2022; 4:lqab125. [PMID: 35156021 PMCID: PMC8826764 DOI: 10.1093/nargab/lqab125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2021] [Revised: 11/25/2021] [Accepted: 01/25/2022] [Indexed: 11/23/2022] Open
Abstract
Deep targeted sequencing technologies are still not widely used in clinical practice due to the complexity of the methods and their cost. The Molecular Inversion Probes (MIP) technology is cost effective and scalable in the number of targets, however, suffers from low overall performance especially in GC rich regions. In order to improve the MIP performance, we sequenced a large cohort of healthy individuals (n = 4417), with a panel of 616 MIPs, at high depth in duplicates. To improve the previous state-of-the-art statistical model for low variant allele frequency, we selected 4635 potentially positive variants and validated them using amplicon sequencing. Using machine learning prediction tools, we significantly improved precision of 10–56.25% (P < 0.0004) to detect variants with VAF > 0.005. We further developed biochemically modified MIP protocol and improved its turn-around-time to ∼4 h. Our new biochemistry significantly improved uniformity, GC-Rich regions coverage, and enabled 95% on target reads in a large MIP panel of 8349 genomic targets. Overall, we demonstrate an enhancement of the MIP targeted sequencing approach in both detection of low frequency variants and in other key parameters, paving its way to become an ultrafast cost-effective research and clinical diagnostic tool.
Collapse
Affiliation(s)
- Tamir Biezuner
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Yardena Brilon
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Asaf Ben Arye
- Department of Statistics and Operations Research, Tel Aviv University, Ramat Aviv, Israel
| | - Barak Oron
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Aditee Kadam
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Adi Danin
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Nili Furer
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network (UHN), Department of Medical Oncology & Hematology, Toronto, ON, Canada
| | - Dennis Dong Hwan Kim
- Princess Margaret Cancer Centre, University Health Network (UHN), Department of Medical Oncology & Hematology, Toronto, ON, Canada
| | | | | | - John Dick
- Princess Margaret Cancer Centre, University Health Network (UHN), Department of Molecular Genetics, Toronto, ON, Canada
| | - Paaladinesh Thavendiranathan
- Department of Medicine, Division of Cardiology, Ted Rogers Program in Cardiotoxicity Prevention, Peter Munk Cardiac Center, Toronto General Hospital, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Yoni Moskovitz
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Nathali Kaushansky
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Noa Chapal-Ilani
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| | - Liran I Shlush
- Department of Immunology, Weizmann Institute of Science, Rehovot 761001, Israel
| |
Collapse
|
10
|
Wilson KD, Shen P, Fung E, Karakikes I, Zhang A, InanlooRahatloo K, Odegaard J, Sallam K, Davis RW, Lui GK, Ashley EA, Scharfe C, Wu JC. A Rapid, High-Quality, Cost-Effective, Comprehensive and Expandable Targeted Next-Generation Sequencing Assay for Inherited Heart Diseases. Circ Res 2015; 117:603-11. [PMID: 26265630 DOI: 10.1161/circresaha.115.306723] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2015] [Accepted: 07/27/2015] [Indexed: 12/21/2022]
Abstract
RATIONALE Thousands of mutations across >50 genes have been implicated in inherited cardiomyopathies. However, options for sequencing this rapidly evolving gene set are limited because many sequencing services and off-the-shelf kits suffer from slow turnaround, inefficient capture of genomic DNA, and high cost. Furthermore, customization of these assays to cover emerging targets that suit individual needs is often expensive and time consuming. OBJECTIVE We sought to develop a custom high throughput, clinical-grade next-generation sequencing assay for detecting cardiac disease gene mutations with improved accuracy, flexibility, turnaround, and cost. METHODS AND RESULTS We used double-stranded probes (complementary long padlock probes), an inexpensive and customizable capture technology, to efficiently capture and amplify the entire coding region and flanking intronic and regulatory sequences of 88 genes and 40 microRNAs associated with inherited cardiomyopathies, congenital heart disease, and cardiac development. Multiplexing 11 samples per sequencing run resulted in a mean base pair coverage of 420, of which 97% had >20× coverage and >99% were concordant with known heterozygous single nucleotide polymorphisms. The assay correctly detected germline variants in 24 individuals and revealed several polymorphic regions in miR-499. Total run time was 3 days at an approximate cost of $100 per sample. CONCLUSIONS Accurate, high-throughput detection of mutations across numerous cardiac genes is achievable with complementary long padlock probe technology. Moreover, this format allows facile insertion of additional probes as more cardiomyopathy and congenital heart disease genes are discovered, giving researchers a powerful new tool for DNA mutation detection and discovery.
Collapse
Affiliation(s)
- Kitchener D Wilson
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA.
| | - Peidong Shen
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Eula Fung
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Ioannis Karakikes
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Angela Zhang
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Kolsoum InanlooRahatloo
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Justin Odegaard
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Karim Sallam
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Ronald W Davis
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - George K Lui
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Euan A Ashley
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Curt Scharfe
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA
| | - Joseph C Wu
- From the Department of Pathology (K.D.W., E.F., J.O., C.S.), and Department of Biochemistry (P.S., R.W.D.), Stanford Cardiovascular Institute (K.D.W., I.K., A.Z., K.I., J.O., K.S., G.K.L., E.A.A., J.C.W.), Stanford Genome Technology Center (P.S., E.F., R.W.D., C.S.), Department of Medicine, Division of Cardiology (K.S., G.K.L., E.A.A., J.C.W.), Stanford Adult Congenital Heart Disease Clinic (J.C.W., G.K.L.), and Department of Radiology (J.C.W.), Stanford University, CA.
| |
Collapse
|