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Iyer SV, Goodwin S, McCombie WR. Leveraging the power of long reads for targeted sequencing. Genome Res 2024; 34:1701-1718. [PMID: 39567237 PMCID: PMC11610587 DOI: 10.1101/gr.279168.124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 10/01/2024] [Indexed: 11/22/2024]
Abstract
Long-read sequencing technologies have improved the contiguity and, as a result, the quality of genome assemblies by generating reads long enough to span and resolve complex or repetitive regions of the genome. Several groups have shown the power of long reads in detecting thousands of genomic and epigenomic features that were previously missed by short-read sequencing approaches. While these studies demonstrate how long reads can help resolve repetitive and complex regions of the genome, they also highlight the throughput and coverage requirements needed to accurately resolve variant alleles across large populations using these platforms. At the time of this review, whole-genome long-read sequencing is more expensive than short-read sequencing on the highest throughput short-read instruments; thus, achieving sufficient coverage to detect low-frequency variants (such as somatic variation) in heterogenous samples remains challenging. Targeted sequencing, on the other hand, provides the depth necessary to detect these low-frequency variants in heterogeneous populations. Here, we review currently used and recently developed targeted sequencing strategies that leverage existing long-read technologies to increase the resolution with which we can look at nucleic acids in a variety of biological contexts.
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Affiliation(s)
- Shruti V Iyer
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York 11724, USA
| | - Sara Goodwin
- Cold Spring Harbor Laboratory, Cold Spring Harbor, New York 11724, USA
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2
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Byers AK, Waipara N, Condron L, Black A. The impacts of ecological disturbances on the diversity of biosynthetic gene clusters in kauri (Agathis australis) soil. ENVIRONMENTAL MICROBIOME 2024; 19:69. [PMID: 39261912 PMCID: PMC11391841 DOI: 10.1186/s40793-024-00613-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 09/02/2024] [Indexed: 09/13/2024]
Abstract
BACKGROUND The ancient kauri (Agathis australis) dominated forests of Aotearoa New Zealand are under threat from a multitude of ecological disturbances such as forest fragmentation, biodiversity loss, climate change, and the spread of the virulent soil pathogen Phytophthora agathidicida. Taking a wider ecosystem-level approach, our research aimed to explore the impacts of forest disturbance and disease outbreaks on the biosynthetic potential and taxonomic diversity of the kauri soil microbiome. We explored the diversity of secondary metabolite biosynthetic gene clusters (BGCs) in soils from a range of kauri forests that varied according to historical disturbance and dieback expression. To characterise the diversity of microbial BGCs, we targeted the non-ribosomal peptide synthetase (NRPS) and polyketide synthetase (PKS) gene regions for sequencing using long-read PacBio® HiFi sequencing. Furthermore, the soil bacterial and fungal communities of each forest were characterized using 16 S rRNA and ITS gene region sequencing. RESULTS We identified a diverse array of naturally occurring microbial BGCs in the kauri forest soils, which may offer promising targets for the exploration of secondary metabolites with anti-microbial activity against P. agathidicida. We detected differences in the number and diversity of microbial BGCs according to forest disturbance history. Notably, soils associated with the most undisturbed kauri forest had a higher number and diversity of microbial NRPS-type BGCs, which may serve as a potential indicator of natural levels of microbiome resistance to pathogen invasion. CONCLUSIONS By linking patterns in microbial biosynthetic diversity to forest disturbance history, this research highlights the need for us to consider the influence of ecological disturbances in potentially predisposing forests to disease by impacting the wider health of forest soil ecosystems. Furthermore, by identifying the range of microbial BGCs present at a naturally high abundance in kauri soils, this research contributes to the future discovery of natural microbial compounds that may potentially enhance the disease resilience of kauri forests. The methodological approaches used in this study highlight the value of moving beyond a taxonomic lens when examining the response of microbial communities to ecosystem disturbance and the need to develop more functional measures of microbial community resilience to invasive plant pathogens.
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Affiliation(s)
- Alexa K Byers
- Bioprotection Aotearoa, Lincoln University, P.O. Box 85084, Lincoln, 7647, New Zealand.
| | - Nick Waipara
- Plant and Food Research, Sandringham, Auckland, 1025, New Zealand
| | - Leo Condron
- Faculty of Agriculture and Life Sciences, Lincoln University, P.O. Box 85084, Lincoln, 7647, New Zealand
| | - Amanda Black
- Bioprotection Aotearoa, Lincoln University, P.O. Box 85084, Lincoln, 7647, New Zealand
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3
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Kaptsis D, Lewis M, Sorich M, Battersby M. Long-read sequencing of CYP2D6 may improve psychotropic prescribing and treatment outcomes: A systematic review and meta-analysis. J Psychopharmacol 2024; 38:771-783. [PMID: 39262167 PMCID: PMC11447996 DOI: 10.1177/02698811241268899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/13/2024]
Abstract
BACKGROUND The enzyme expression (i.e. phenotype) of the Cytochrome P450 2D6 (CYP2D6) gene is highly relevant to the metabolism of psychotropic medications, and therefore to precision medicine (i.e. personalised prescribing). AIMS This review aims to assess the improvement in CYP2D6 phenotyping sensitivity (IPS) and accuracy (IPA) offered by long-read sequencing (LRS), a new genetic testing technology. METHODS Human DNA samples that underwent LRS genotyping of CYP2D6 in published, peer-reviewed clinical research were eligible for inclusion. A systematic literature search was conducted until 30 September 2023. CYP2D6 genotypes were translated into phenotypes using the international consensus method. IPS was the percentage of non-normal LRS CYP2D6 phenotypes undetectable with FDA-approved testing (AmpliChip). IPA was the percentage of LRS CYP2D6 phenotypes mischaracterised by non-LRS genetic tests (for samples with LRS and non-LRS data). RESULTS Six studies and 1411 samples were included. In a meta-analysis of four studies, IPS was 10% overall (95% CI = (2, 18); n = 1385), 20% amongst Oceanians (95% CI = (17, 23); n = 582) and 2% amongst Europeans (95% CI = (1, 4); n = 803). IPA was 4% in a large European cohort (95% CI = (2, 7); n = 567). When LRS was used selectively (e.g. for novel or complex CYP2D6 genotypes), very high figures were observed for IPS (e.g. 88%; 95% CI = (72, 100); n = 17; country = Japan) and IPA (e.g. 76%; 95% CI = (55, 98); n = 17; country = Japan). CONCLUSIONS LRS improves CYP2D6 phenotyping compared to established genetic tests, particularly amongst Oceanian and Japanese individuals, and those with novel or complex genotypes. LRS may therefore assist in optimising personalised prescribing of psychotropic medications. Further research is needed to determine associated clinical benefits, such as increased medication safety and efficacy.
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Affiliation(s)
- Dean Kaptsis
- College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia
| | - Martin Lewis
- Neuropsychiatric Laboratory, South Australian Health and Medical Research Institute, Adelaide, SA, Australia
- School of Biological Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Michael Sorich
- College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia
| | - Malcolm Battersby
- College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia
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4
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Mahmoud M, Harting J, Corbitt H, Chen X, Jhangiani SN, Doddapaneni H, Meng Q, Han T, Lambert C, Zhang S, Baybayan P, Henno G, Shen H, Hu J, Han Y, Riegler C, Metcalf G, Henno G, Chinn IK, Eberle MA, Kingan S, Farinholt T, Carvalho CM, Gibbs RA, Kronenberg Z, Muzny D, Sedlazeck FJ. Closing the gap: Solving complex medically relevant genes at scale. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.03.14.24304179. [PMID: 38562723 PMCID: PMC10984040 DOI: 10.1101/2024.03.14.24304179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Comprehending the mechanism behind human diseases with an established heritable component represents the forefront of personalized medicine. Nevertheless, numerous medically important genes are inaccurately represented in short-read sequencing data analysis due to their complexity and repetitiveness or the so-called 'dark regions' of the human genome. The advent of PacBio as a long-read platform has provided new insights, yet HiFi whole-genome sequencing (WGS) cost remains frequently prohibitive. We introduce a targeted sequencing and analysis framework, Twist Alliance Dark Genes Panel (TADGP), designed to offer phased variants across 389 medically important yet complex autosomal genes. We highlight TADGP accuracy across eleven control samples and compare it to WGS. This demonstrates that TADGP achieves variant calling accuracy comparable to HiFi-WGS data, but at a fraction of the cost. Thus, enabling scalability and broad applicability for studying rare diseases or complementing previously sequenced samples to gain insights into these complex genes. TADGP revealed several candidate variants across all cases and provided insight into LPA diversity when tested on samples from rare disease and cardiovascular disease cohorts. In both cohorts, we identified novel variants affecting individual disease-associated genes (e.g., IKZF1, KCNE1). Nevertheless, the annotation of the variants across these 389 medically important genes remains challenging due to their underrepresentation in ClinVar and gnomAD. Consequently, we also offer an annotation resource to enhance the evaluation and prioritization of these variants. Overall, we can demonstrate that TADGP offers a cost-efficient and scalable approach to routinely assess the dark regions of the human genome with clinical relevance.
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Affiliation(s)
- Medhat Mahmoud
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - John Harting
- Pacific Biosciences, Menlo Park, California, USA
| | | | - Xiao Chen
- Pacific Biosciences, Menlo Park, California, USA
| | | | - Harsha Doddapaneni
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - Qingchang Meng
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - Tina Han
- Twist Bioscience, South San Francisco, USA
| | | | - Siyuan Zhang
- Pacific Biosciences, Menlo Park, California, USA
| | | | - Geoff Henno
- Pacific Biosciences, Menlo Park, California, USA
| | - Hua Shen
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - Jianhong Hu
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - Yi Han
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | | | - Ginger Metcalf
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - Geoff Henno
- Pacific Biosciences, Menlo Park, California, USA
| | - Ivan K. Chinn
- Department of Pediatrics, Section of Immunology Allergy and Rheumatology, Center for Human Immunobiology, Texas Children’s Hospital and Baylor College of Medicine, Houston, Texas, USA
| | | | - Sarah Kingan
- Pacific Biosciences, Menlo Park, California, USA
| | | | | | - Richard A. Gibbs
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | | | - Donna Muzny
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
| | - Fritz J. Sedlazeck
- Baylor College of Medicine, Human Genome Sequencing Center, Houston, Texas, USA
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, USA
- Department of Computer Science, Rice University, Houston, Texas, USA
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5
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Turner AJ, Nofziger C, Ramey BE, Ly RC, Bousman CA, Agúndez JAG, Sangkuhl K, Whirl-Carrillo M, Vanoni S, Dunnenberger HM, Ruano G, Kennedy MA, Phillips MS, Hachad H, Klein TE, Moyer AM, Gaedigk A. PharmVar Tutorial on CYP2D6 Structural Variation Testing and Recommendations on Reporting. Clin Pharmacol Ther 2023; 114:1220-1237. [PMID: 37669183 PMCID: PMC10840842 DOI: 10.1002/cpt.3044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 08/23/2023] [Indexed: 09/07/2023]
Abstract
The Pharmacogene Variation Consortium (PharmVar) provides nomenclature for the highly polymorphic human CYP2D6 gene locus and a comprehensive summary of structural variation. CYP2D6 contributes to the metabolism of numerous drugs and, thus, genetic variation in its gene impacts drug efficacy and safety. To accurately predict a patient's CYP2D6 phenotype, testing must include structural variants including gene deletions, duplications, hybrid genes, and combinations thereof. This tutorial offers a comprehensive overview of CYP2D6 structural variation, terms, and definitions, a review of methods suitable for their detection and characterization, and practical examples to address the lack of standards to describe CYP2D6 structural variants or any other pharmacogene. This PharmVar tutorial offers practical guidance on how to detect the many, often complex, structural variants, as well as recommends terms and definitions for clinical and research reporting. Uniform reporting is not only essential for electronic health record-keeping but also for accurate translation of a patient's genotype into phenotype which is typically utilized to guide drug therapy.
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Affiliation(s)
- Amy J Turner
- Department of Pediatrics, Children’s Research Institute, The Medical College of Wisconsin, Milwaukee, Wisconsin, USA
- RPRD Diagnostics LLC, Wauwatosa, Wisconsin, USA
| | | | | | - Reynold C Ly
- Department of Medical and Molecular Genetics, Division of Diagnostic Genomics, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Chad A Bousman
- Department of Medical Genetics, University of Calgary, Calgary, Alberta, Canada
| | - José AG Agúndez
- University of Extremadura, Cáceres, Spain
- Institute of Molecular Pathology Biomarkers, Cáceres, Spain
| | - Katrin Sangkuhl
- Department of Biomedical Data Science, Stanford University, Stanford, California, USA
| | | | | | - Henry M Dunnenberger
- Mark R. Neaman Center for Personalized Medicine, NorthShore University Health System, Evanston, Illinois, USA
| | - Gualberto Ruano
- Institute of Living, Hartford Hospital (Hartford CT) and Department of Psychiatry, University of Connecticut School of Medicine (Farmington CT), USA
| | - Martin A Kennedy
- Department of Pathology and Biomedical Science, University of Otago, Christchurch, New Zealand
| | | | - Houda Hachad
- Houda Hachad, Department of Clinical Operations, AccessDx Laboratories, Houston, Texas, USA
| | - Teri E Klein
- Departments of Biomedical Data Science and Medicine (BMIR), Stanford University, Stanford, California, USA
| | - Ann M Moyer
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota, USA
| | - Andrea Gaedigk
- Children’s Mercy Research Institute (CMRI), Kansas City, Missouri, USA
- School of Medicine, University of Missouri-Kansas City, Kansas City, Missouri, USA
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Kosasih A, James R, Chau NH, Karman MM, Panggalo LV, Wini L, Thanh NV, Obadia T, Satyagraha AW, Asih PBS, Syafruddin D, Taylor WRJ, Mueller I, Sutanto I, Karunajeewa H, Pasaribu AP, Baird JK. Case Series of Primaquine-Induced Haemolytic Events in Controlled Trials with G6PD Screening. Pathogens 2023; 12:1176. [PMID: 37764985 PMCID: PMC10537757 DOI: 10.3390/pathogens12091176] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 09/06/2023] [Accepted: 09/07/2023] [Indexed: 09/29/2023] Open
Abstract
Primaquine for radical cure of Plasmodium vivax malaria poses a potentially life-threatening risk of haemolysis in G6PD-deficient patients. Herein, we review five events of acute haemolytic anaemia following the administration of primaquine in four malaria trials from Indonesia, the Solomon Islands, and Vietnam. Five males aged 9 to 48 years were improperly classified as G6PD-normal by various screening procedures and included as subjects in trials of anti-relapse therapy with daily primaquine. Routine safety monitoring by physical examination, urine inspection, and blood haemoglobin (Hb) assessment were performed in all those trials. Early signs of acute haemolysis, i.e., dark urine and haemoglobin drop >20%, occurred only after day 3 and as late as day 8 of primaquine dosing. All patients were hospitalized and fully recovered, all but one following blood transfusion rescue. Hb nadir was 4.7 to 7.9 g/dL. Hospitalization was for 1 to 7 days. Hb levels returned to baseline values 3 to 10 days after transfusion. Failed G6PD screening procedures in these trials led G6PD-deficient patients to suffer harmful exposures to primaquine. The safe application of primaquine anti-relapse therapy requires G6PD screening and anticipation of its failure with a means of prompt detection and rescue from the typically abrupt haemolytic crisis.
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Affiliation(s)
- Ayleen Kosasih
- Oxford University Clinical Research Unit Indonesia, Jakarta 10430, Indonesia; (A.K.); (M.M.K.); (J.K.B.)
| | - Robert James
- Walter and Eliza Hall Institute of Medical Research, Melbourne, VIC 3052, Australia; (R.J.); (I.M.)
- Department of Medical Biology, University of Melbourne, Melbourne, VIC 3010, Australia
| | - Nguyen Hoang Chau
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City 749000, Vietnam; (N.H.C.); (N.V.T.)
| | - Michelle M. Karman
- Oxford University Clinical Research Unit Indonesia, Jakarta 10430, Indonesia; (A.K.); (M.M.K.); (J.K.B.)
| | | | - Lyndes Wini
- Vector-Borne Disease Control (VBDC) Division, Solomon Islands Ministry of Health and Medical Services, Honiara P.O. Box R113, Solomon Islands;
| | - Ngo Viet Thanh
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, District 5, Ho Chi Minh City 749000, Vietnam; (N.H.C.); (N.V.T.)
| | - Thomas Obadia
- Institut Pasteur, Université Paris Cité, Bioinformatics and Biostatistics Hub, F-75015 Paris, France;
- Institut Pasteur, Université Paris Cité, G5 Infectious Diseases Epidemiology and Analytics, F-75015 Paris, France
| | - Ari Winasti Satyagraha
- Exeins Health Initiative, Jakarta 12870, Indonesia; (L.V.P.); (A.W.S.)
- Eijkman Research Center for Molecular Biology, National Research and Innovation Agency, Cibinong 16911, Indonesia; (P.B.S.A.); (D.S.)
| | - Puji Budi Setia Asih
- Eijkman Research Center for Molecular Biology, National Research and Innovation Agency, Cibinong 16911, Indonesia; (P.B.S.A.); (D.S.)
| | - Din Syafruddin
- Eijkman Research Center for Molecular Biology, National Research and Innovation Agency, Cibinong 16911, Indonesia; (P.B.S.A.); (D.S.)
- Department of Parasitology, Faculty of Medicine, Hasanuddin University, Makassar 90245, Indonesia
- Hasanuddin University Medical Research Center, Makassar 90245, Indonesia
| | - Walter R. J. Taylor
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand;
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford OX3 7BN, UK
| | - Ivo Mueller
- Walter and Eliza Hall Institute of Medical Research, Melbourne, VIC 3052, Australia; (R.J.); (I.M.)
| | - Inge Sutanto
- Department of Parasitology, Faculty of Medicine, University of Indonesia, Jakarta 10430, Indonesia;
| | - Harin Karunajeewa
- Department of Medicine, Western Health, The University of Melbourne, Melbourne, VIC 3010, Australia;
| | | | - J. Kevin Baird
- Oxford University Clinical Research Unit Indonesia, Jakarta 10430, Indonesia; (A.K.); (M.M.K.); (J.K.B.)
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford OX3 7BN, UK
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Laufer VA, Glover TW, Wilson TE. Applications of advanced technologies for detecting genomic structural variation. MUTATION RESEARCH. REVIEWS IN MUTATION RESEARCH 2023; 792:108475. [PMID: 37931775 PMCID: PMC10792551 DOI: 10.1016/j.mrrev.2023.108475] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Revised: 09/07/2023] [Accepted: 11/02/2023] [Indexed: 11/08/2023]
Abstract
Chromosomal structural variation (SV) encompasses a heterogenous class of genetic variants that exerts strong influences on human health and disease. Despite their importance, many structural variants (SVs) have remained poorly characterized at even a basic level, a discrepancy predicated upon the technical limitations of prior genomic assays. However, recent advances in genomic technology can identify and localize SVs accurately, opening new questions regarding SV risk factors and their impacts in humans. Here, we first define and classify human SVs and their generative mechanisms, highlighting characteristics leveraged by various SV assays. We next examine the first-ever gapless assembly of the human genome and the technical process of assembling it, which required third-generation sequencing technologies to resolve structurally complex loci. The new portions of that "telomere-to-telomere" and subsequent pangenome assemblies highlight aspects of SV biology likely to develop in the near-term. We consider the strengths and limitations of the most promising new SV technologies and when they or longstanding approaches are best suited to meeting salient goals in the study of human SV in population-scale genomics research, clinical, and public health contexts. It is a watershed time in our understanding of human SV when new approaches are expected to fundamentally change genomic applications.
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Affiliation(s)
- Vincent A Laufer
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI 48109, USA.
| | - Thomas W Glover
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI 48109, USA; Department of Human Genetics, University of Michigan Medical School, Ann Arbor, MI 48109, USA.
| | - Thomas E Wilson
- Department of Pathology, University of Michigan Medical School, Ann Arbor, MI 48109, USA; Department of Human Genetics, University of Michigan Medical School, Ann Arbor, MI 48109, USA.
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Borro M, Salerno G, Gentile G, Simmaco M. Opinion paper on the systematic application of integrated bioinformatic tools to actuate routine precision medicine in poly-treated patients. Clin Chem Lab Med 2023; 61:662-665. [PMID: 36656995 DOI: 10.1515/cclm-2022-1293] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 01/08/2023] [Indexed: 01/21/2023]
Abstract
Precision Medicine is a reality in selected medical areas, as oncology, or in excellent healthcare structures, but it is still far to reach million patients who could benefit from this medical concept. Here, we sought to highlight how the time is ripe to achieve horizontal delivery to a significant larger audience of patients, represented by the poly-treated patients. Combination therapies are frequent (especially in the elderly, to treat comorbidities) and are related to decreased drug safety and efficacy, disease's exacerbation, additional treatments, hospitalization. But the recent development and validation of bioinformatic tools, aimed to automatic evaluation and optimization of poly-therapies, according to the unique individual characteristics (including genotype), is ready to change the daily approach to pharmacological prescription.
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Affiliation(s)
- Marina Borro
- Clinical Biochemistry Laboratory, Sant'Andrea Hospital of Rome, Rome, Italy.,Department of Neuroscience, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
| | - Gerardo Salerno
- Clinical Biochemistry Laboratory, Sant'Andrea Hospital of Rome, Rome, Italy.,Department of Neuroscience, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
| | - Giovanna Gentile
- Clinical Biochemistry Laboratory, Sant'Andrea Hospital of Rome, Rome, Italy.,Department of Neuroscience, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
| | - Maurizio Simmaco
- Clinical Biochemistry Laboratory, Sant'Andrea Hospital of Rome, Rome, Italy.,Department of Neuroscience, Mental Health and Sensory Organs, Faculty of Medicine and Psychology, Sapienza University of Rome, Rome, Italy
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9
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Subramaniam R, Kumar VS. Allele mining, amplicon sequencing and computational prediction of Solanum melongena L. FT/TFL1 gene homologs uncovers putative variants associated to seed dormancy and germination. PLoS One 2023; 18:e0285119. [PMID: 37134080 PMCID: PMC10156061 DOI: 10.1371/journal.pone.0285119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 04/16/2023] [Indexed: 05/04/2023] Open
Abstract
The FT/TFL1 gene homolog family plays a crucial role in the regulation of floral induction, seed dormancy and germination in angiosperms. Despite its importance, the FT/TFL1 gene homologs in eggplant (Solanum melongena L.) have not been characterized to date. In this study, we performed a genome-wide identification of FT/TFL1 genes in eggplant using in silico genome mining. The presence of these genes was validated in four economically important eggplant cultivars (Surya, EP-47 Annamalai, Pant Samrat and Arka Nidhi) through Pacbio RSII amplicon sequencing. Our results revealed the presence of 12 FT/TFL1 gene homologs in eggplant, with evidence of diversification among FT-like genes suggesting their possible adaptations towards various environmental stimuli. The amplicon sequencing also revealed the presence of two alleles for certain genes (SmCEN-1, SmCEN-2, SmMFT-1 and SmMFT-2) of which SmMFT-2 was associated with seed dormancy and germination. This association was further supported by the observation that seed dormancy is rarely reported in domesticated eggplant cultivars, but is commonly observed in wild species. A survey of the genetic regions in domesticated cultivars and a related wild species, S. incanum, showed that the alternative allele of S. incanum was present in some members of the Pant Samrat cultivar, but was absent in most other cultivars. This difference could contribute to the differences in seed traits between wild and domesticated eggplants.
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Affiliation(s)
- Ranjita Subramaniam
- Biotechnology Research Institute, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu, Sabah, Malaysia
| | - Vijay Subbiah Kumar
- Biotechnology Research Institute, Universiti Malaysia Sabah, Jalan UMS, Kota Kinabalu, Sabah, Malaysia
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10
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van der Laan L, Rooney K, Trooster TM, Mannens MM, Sadikovic B, Henneman P. DNA methylation episignatures: insight into copy number variation. Epigenomics 2022; 14:1373-1388. [PMID: 36537268 DOI: 10.2217/epi-2022-0287] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
In this review we discuss epigenetic disorders that result from aberrations in genes linked to epigenetic regulation. We describe current testing methods for the detection of copy number variants (CNVs) in Mendelian disorders, dosage sensitivity, reciprocal phenotypes and the challenges of test selection and overlapping clinical features in genetic diagnosis. We discuss aberrations of DNA methylation and propose a role for episignatures as a novel clinical testing method in CNV disorders. Finally, we postulate that episignature mapping in CNV disorders may provide novel insights into the molecular mechanisms of disease and unlock key findings of the genome-wide impact on disease gene networks.
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Affiliation(s)
- Liselot van der Laan
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Amsterdam, 1105 AZ, The Netherlands
| | - Kathleen Rooney
- Department of Pathology & Laboratory Medicine, Western University, London, Ontario, N5A 3K7, Canada.,Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, N6A 5W9, Canada
| | - Tessa Ma Trooster
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Amsterdam, 1105 AZ, The Netherlands
| | - Marcel Mam Mannens
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Amsterdam, 1105 AZ, The Netherlands
| | - Bekim Sadikovic
- Department of Pathology & Laboratory Medicine, Western University, London, Ontario, N5A 3K7, Canada.,Verspeeten Clinical Genome Centre, London Health Science Centre, London, Ontario, N6A 5W9, Canada
| | - Peter Henneman
- Department of Human Genetics, Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers, Amsterdam, 1105 AZ, The Netherlands
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Hitchman LM, Faatoese A, Merriman TR, Miller AL, Liau Y, Graham OEE, Kee PS, Pearson JF, Fakahau T, Cameron VA, Kennedy MA, Maggo SDS. Allelic diversity of the pharmacogene CYP2D6 in New Zealand Māori and Pacific peoples. Front Genet 2022; 13:1016416. [DOI: 10.3389/fgene.2022.1016416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 09/26/2022] [Indexed: 11/13/2022] Open
Abstract
The enzyme cytochrome P450 2D6 (CYP2D6) metabolises approximately 25% of commonly prescribed drugs, including analgesics, anti-hypertensives, and anti-depressants, among many others. Genetic variation in drug metabolising genes can alter how an individual responds to prescribed drugs, including predisposing to adverse drug reactions. The majority of research on the CYP2D6 gene has been carried out in European and East Asian populations, with many Indigenous and minority populations, such as those from Oceania, greatly underrepresented. However, genetic variation is often population specific and analysis of diverse ethnic groups can reveal differences in alleles that may be of clinical significance. For this reason, we set out to examine the range and frequency of CYP2D6 variants in a sample of 202 Māori and Pacific people living in Aotearoa (New Zealand). We carried out long PCR to isolate the CYP2D6 region before performing nanopore sequencing to identify all variants and alleles in these samples. We identified twelve variants which have previously not been reported in the PharmVar CYP2D6 database, three of which were exonic missense variations. Six of these occurred in single samples and one was found in 19 samples (9.4% of the cohort). The remaining five variants were identified in two samples each. Identified variants formed twelve new CYP2D6 suballeles and four new star alleles, now recorded in the PharmVar database. One striking finding was that CYP2D6*71, an allele of uncertain functional status which has been rarely observed in previous studies, occurs at a relatively high frequency (8.9%) within this cohort. These data will help to ensure that CYP2D6 genetic analysis for pharmacogenetic purposes can be carried out accurately and effectively in this population group.
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Zhou Y, Tremmel R, Schaeffeler E, Schwab M, Lauschke VM. Challenges and opportunities associated with rare-variant pharmacogenomics. Trends Pharmacol Sci 2022; 43:852-865. [PMID: 36008164 DOI: 10.1016/j.tips.2022.07.002] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 06/15/2022] [Accepted: 07/29/2022] [Indexed: 12/26/2022]
Abstract
Recent advances in next-generation sequencing (NGS) have resulted in the identification of tens of thousands of rare pharmacogenetic variations with unknown functional effects. However, although such pharmacogenetic variations have been estimated to account for a considerable amount of the heritable variability in drug response and toxicity, accurate interpretation at the level of the individual patient remains challenging. We discuss emerging strategies and concepts to close this translational gap. We illustrate how massively parallel experimental assays, artificial intelligence (AI), and machine learning can synergize with population-scale biobank projects to facilitate the interpretation of NGS data to individualize clinical decision-making and personalized medicine.
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Affiliation(s)
- Yitian Zhou
- Department of Physiology and Pharmacology, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Roman Tremmel
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; University of Tübingen, Tübingen, Germany
| | - Elke Schaeffeler
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; University of Tübingen, Tübingen, Germany; Cluster of Excellence iFIT (EXC2180) Image-Guided and Functionally Instructed Tumor Therapies, University of Tübingen, Tübingen, Germany
| | - Matthias Schwab
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; Cluster of Excellence iFIT (EXC2180) Image-Guided and Functionally Instructed Tumor Therapies, University of Tübingen, Tübingen, Germany; Department of Clinical Pharmacology, and Department of Biochemistry and Pharmacy, University of Tübingen, Tübingen, Germany
| | - Volker M Lauschke
- Department of Physiology and Pharmacology, Karolinska Institutet, 171 77 Stockholm, Sweden; Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; University of Tübingen, Tübingen, Germany.
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