Literature DB >> 30376034

VarSome: the human genomic variant search engine.

Christos Kopanos1, Vasilis Tsiolkas1, Alexandros Kouris1, Charles E Chapple1, Monica Albarca Aguilera1, Richard Meyer1, Andreas Massouras1.   

Abstract

SUMMARY: VarSome.com is a search engine, aggregator and impact analysis tool for human genetic variation and a community-driven project aiming at sharing global expertise on human variants.
AVAILABILITY AND IMPLEMENTATION: VarSome is freely available at http://varsome.com. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
© The Author(s) 2018. Published by Oxford University Press.

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Mesh:

Year:  2019        PMID: 30376034      PMCID: PMC6546127          DOI: 10.1093/bioinformatics/bty897

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


1 Introduction

When researchers or clinicians are investigating a specific variant, they may need to check the variant’s coding effect for different transcripts, its genomic location and neighboring variants, the genes it may affect, its population frequency, the function of the associated protein, relevant phenotypes, related literature, clinical studies and pathogenicity, or any of a wide range of data, all of which are spread out across multiple resources, making them difficult to access. Also, most resources holding variant details will typically only accept queries in a particular format, and only handle known variants, making it difficult to retrieve information on the effect of a novel, unknown variant. Additionally, experts working in their field in hospitals, clinics and laboratories all over the world have each built up their own knowledge over the years but have no easy way of sharing this expertise. There is no simple, user-editable yet centralized way of marking novel variants encountered during a study as pathogenic or benign. The global community’s knowledge, therefore, remains fragmented. Here, we present VarSome, a search engine for human genomic variation which enables users to look up variants in their genomic context, collects data from multiple databases in a central location and most importantly, aims to enable the community to freely and easily share knowledge on human variation.

2 Materials and methods

VarSome includes information from 30 external databases (Supplementary Table S1). VarSome’s database consists of more than 33 billion data points describing in excess of 500 million variants. To deal with this scale of data, we have developed MolecularDB, an extremely efficient data warehouse particularly adapted to genomics and variant data. Its speed is harnessed by our tool, thalia, also written in C++, which maps a variant to a specific genomic location, identifies equivalent variants, the variant type (frameshift, insertion, deletion, etc.) and its coding effect (if any). The front end is written in HTML5 and JavaScript (React), with the back end implemented in Python 3 (Django) and C++.

3 Results and discussion

VarSome is a search engine for human genomic variation. Users can search by gene name, transcript symbol, genomic location, variant ID or HGVS nomenclature (Dunnen ). VarSome can also parse single lines from VCF files to look up the variant they describe. The results are not limited to known variants, any variant of any length may be entered. The Examples page at https://varsome.com/examples gives a full list of the ways VarSome can be queried. Finally, VarSome can easily be embedded into other web-sites, and has already been integrated into Variant Validator (Freeman ). If the query is a gene or transcript, the results will show the gene’s official name, links to external databases, a short description of the gene product’s function, as well as any medical conditions associated with it. For variants, VarSome displays a summary at the top of the results page with the rsID (if any), type, location, HGVS notation and, for indels, a list of all equivalent variants (variants that produce the same genotype). The variant’s genomic context is displayed in a custom-built genome browser. If the variant falls within a gene, the browser will display its exonic structure, multiple transcripts and regions of interest (such as protein functional domains, binding sites, etc.) retrieved from UniProt (Uniprot Consortium, 2017) and nearby structural variants from ClinVar (Landrum ). Additionally, the browser displays any other known variants in the same genomic region (Fig. 1).
Fig. 1.

VarSome genome browser. (A) Sequence (zooming in shows individual base pairs) and position. (B) Transcripts’ exonic structure and orientation. (C) Regions of interest in the protein (binding sites, functional domains, etc.) taken from UniProt. (D) Lollipop graphs indicating the pathogenicity of known variants in the region. (E) Known variants in the region

VarSome genome browser. (A) Sequence (zooming in shows individual base pairs) and position. (B) Transcripts’ exonic structure and orientation. (C) Regions of interest in the protein (binding sites, functional domains, etc.) taken from UniProt. (D) Lollipop graphs indicating the pathogenicity of known variants in the region. (E) Known variants in the region Variant pathogenicity is reported using an automatic variant classifier that evaluates the submitted variant according to the ACMG guidelines (Richards ), classifying it as one of ‘pathogenic’, ‘likely pathogenic’, ‘likely benign’, ‘benign’ or ‘uncertain significance’. Population frequency data are taken from gnomAD (Lek ), Kaviar3 (Glusman ) and ICGC Somatic (Hudson ); pathogenicity predictions from dbNSFP (Liu ), which compiles prediction scores from 20 different algorithms, and DANN (Quang ). Clinically relevant information (associated conditions, inheritance mode, publications, etc.) are retrieved from the CGD (Solomon ), and variants are also linked to any associated phenotypes in the Human Phenotype Ontology (Köhler ). Finally, users can submit their own contributions, linking variants to phenotypes, diseases or articles, and can make their own pathogenicity assessments. These community annotations are linked to the submitting user’s profile and shown to any future users who visit the variant. VarSome also provides short permanent web links to each individual variant, allowing users to easily share their findings or refer to the variant in publications.

4 Conclusion

VarSome is both a powerful annotation tool and search engine for human genomic variants, and a platform enabling the sharing of knowledge on specific variants. Since its initial release in May 2016, VarSome has grown to 56 000 users from more than 120 different countries. It has already been integrated into other websites, including the Variant Validator (Freeman ), and has been used as an educational resource in university lectures. As the community continues to grow, VarSome is becoming an increasingly important knowledge base for human variation. Most importantly, the ability of users to mark variants as pathogenic or benign allows the combined expertise of the community to be organized and shared to the benefit of everyone in the field. Conflict of Interest: none declared. Click here for additional data file.
  12 in total

1.  Kaviar: an accessible system for testing SNV novelty.

Authors:  Gustavo Glusman; Juan Caballero; Denise E Mauldin; Leroy Hood; Jared C Roach
Journal:  Bioinformatics       Date:  2011-09-28       Impact factor: 6.937

2.  Clinical genomic database.

Authors:  Benjamin D Solomon; Anh-Dao Nguyen; Kelly A Bear; Tyra G Wolfsberg
Journal:  Proc Natl Acad Sci U S A       Date:  2013-05-21       Impact factor: 11.205

3.  DANN: a deep learning approach for annotating the pathogenicity of genetic variants.

Authors:  Daniel Quang; Yifei Chen; Xiaohui Xie
Journal:  Bioinformatics       Date:  2014-10-22       Impact factor: 6.937

4.  HGVS Recommendations for the Description of Sequence Variants: 2016 Update.

Authors:  Johan T den Dunnen; Raymond Dalgleish; Donna R Maglott; Reece K Hart; Marc S Greenblatt; Jean McGowan-Jordan; Anne-Francoise Roux; Timothy Smith; Stylianos E Antonarakis; Peter E M Taschner
Journal:  Hum Mutat       Date:  2016-03-25       Impact factor: 4.878

5.  International network of cancer genome projects.

Authors:  Thomas J Hudson; Warwick Anderson; Axel Artez; Anna D Barker; Cindy Bell; Rosa R Bernabé; M K Bhan; Fabien Calvo; Iiro Eerola; Daniela S Gerhard; Alan Guttmacher; Mark Guyer; Fiona M Hemsley; Jennifer L Jennings; David Kerr; Peter Klatt; Patrik Kolar; Jun Kusada; David P Lane; Frank Laplace; Lu Youyong; Gerd Nettekoven; Brad Ozenberger; Jane Peterson; T S Rao; Jacques Remacle; Alan J Schafer; Tatsuhiro Shibata; Michael R Stratton; Joseph G Vockley; Koichi Watanabe; Huanming Yang; Matthew M F Yuen; Bartha M Knoppers; Martin Bobrow; Anne Cambon-Thomsen; Lynn G Dressler; Stephanie O M Dyke; Yann Joly; Kazuto Kato; Karen L Kennedy; Pilar Nicolás; Michael J Parker; Emmanuelle Rial-Sebbag; Carlos M Romeo-Casabona; Kenna M Shaw; Susan Wallace; Georgia L Wiesner; Nikolajs Zeps; Peter Lichter; Andrew V Biankin; Christian Chabannon; Lynda Chin; Bruno Clément; Enrique de Alava; Françoise Degos; Martin L Ferguson; Peter Geary; D Neil Hayes; Thomas J Hudson; Amber L Johns; Arek Kasprzyk; Hidewaki Nakagawa; Robert Penny; Miguel A Piris; Rajiv Sarin; Aldo Scarpa; Tatsuhiro Shibata; Marc van de Vijver; P Andrew Futreal; Hiroyuki Aburatani; Mónica Bayés; David D L Botwell; Peter J Campbell; Xavier Estivill; Daniela S Gerhard; Sean M Grimmond; Ivo Gut; Martin Hirst; Carlos López-Otín; Partha Majumder; Marco Marra; John D McPherson; Hidewaki Nakagawa; Zemin Ning; Xose S Puente; Yijun Ruan; Tatsuhiro Shibata; Michael R Stratton; Hendrik G Stunnenberg; Harold Swerdlow; Victor E Velculescu; Richard K Wilson; Hong H Xue; Liu Yang; Paul T Spellman; Gary D Bader; Paul C Boutros; Peter J Campbell; Paul Flicek; Gad Getz; Roderic Guigó; Guangwu Guo; David Haussler; Simon Heath; Tim J Hubbard; Tao Jiang; Steven M Jones; Qibin Li; Nuria López-Bigas; Ruibang Luo; Lakshmi Muthuswamy; B F Francis Ouellette; John V Pearson; Xose S Puente; Victor Quesada; Benjamin J Raphael; Chris Sander; Tatsuhiro Shibata; Terence P Speed; Lincoln D Stein; Joshua M Stuart; Jon W Teague; Yasushi Totoki; Tatsuhiko Tsunoda; Alfonso Valencia; David A Wheeler; Honglong Wu; Shancen Zhao; Guangyu Zhou; Lincoln D Stein; Roderic Guigó; Tim J Hubbard; Yann Joly; Steven M Jones; Arek Kasprzyk; Mark Lathrop; Nuria López-Bigas; B F Francis Ouellette; Paul T Spellman; Jon W Teague; Gilles Thomas; Alfonso Valencia; Teruhiko Yoshida; Karen L Kennedy; Myles Axton; Stephanie O M Dyke; P Andrew Futreal; Daniela S Gerhard; Chris Gunter; Mark Guyer; Thomas J Hudson; John D McPherson; Linda J Miller; Brad Ozenberger; Kenna M Shaw; Arek Kasprzyk; Lincoln D Stein; Junjun Zhang; Syed A Haider; Jianxin Wang; Christina K Yung; Anthony Cros; Anthony Cross; Yong Liang; Saravanamuttu Gnaneshan; Jonathan Guberman; Jack Hsu; Martin Bobrow; Don R C Chalmers; Karl W Hasel; Yann Joly; Terry S H Kaan; Karen L Kennedy; Bartha M Knoppers; William W Lowrance; Tohru Masui; Pilar Nicolás; Emmanuelle Rial-Sebbag; Laura Lyman Rodriguez; Catherine Vergely; Teruhiko Yoshida; Sean M Grimmond; Andrew V Biankin; David D L Bowtell; Nicole Cloonan; Anna deFazio; James R Eshleman; Dariush Etemadmoghadam; Brooke B Gardiner; Brooke A Gardiner; James G Kench; Aldo Scarpa; Robert L Sutherland; Margaret A Tempero; Nicola J Waddell; Peter J Wilson; John D McPherson; Steve Gallinger; Ming-Sound Tsao; Patricia A Shaw; Gloria M Petersen; Debabrata Mukhopadhyay; Lynda Chin; Ronald A DePinho; Sarah Thayer; Lakshmi Muthuswamy; Kamran Shazand; Timothy Beck; Michelle Sam; Lee Timms; Vanessa Ballin; Youyong Lu; Jiafu Ji; Xiuqing Zhang; Feng Chen; Xueda Hu; Guangyu Zhou; Qi Yang; Geng Tian; Lianhai Zhang; Xiaofang Xing; Xianghong Li; Zhenggang Zhu; Yingyan Yu; Jun Yu; Huanming Yang; Mark Lathrop; Jörg Tost; Paul Brennan; Ivana Holcatova; David Zaridze; Alvis Brazma; Lars Egevard; Egor Prokhortchouk; Rosamonde Elizabeth Banks; Mathias Uhlén; Anne Cambon-Thomsen; Juris Viksna; Fredrik Ponten; Konstantin Skryabin; Michael R Stratton; P Andrew Futreal; Ewan Birney; Ake Borg; Anne-Lise Børresen-Dale; Carlos Caldas; John A Foekens; Sancha Martin; Jorge S Reis-Filho; Andrea L Richardson; Christos Sotiriou; Hendrik G Stunnenberg; Giles Thoms; Marc van de Vijver; Laura van't Veer; Fabien Calvo; Daniel Birnbaum; Hélène Blanche; Pascal Boucher; Sandrine Boyault; Christian Chabannon; Ivo Gut; Jocelyne D Masson-Jacquemier; Mark Lathrop; Iris Pauporté; Xavier Pivot; Anne Vincent-Salomon; Eric Tabone; Charles Theillet; Gilles Thomas; Jörg Tost; Isabelle Treilleux; Fabien Calvo; Paulette Bioulac-Sage; Bruno Clément; Thomas Decaens; Françoise Degos; Dominique Franco; Ivo Gut; Marta Gut; Simon Heath; Mark Lathrop; Didier Samuel; Gilles Thomas; Jessica Zucman-Rossi; Peter Lichter; Roland Eils; Benedikt Brors; Jan O Korbel; Andrey Korshunov; Pablo Landgraf; Hans Lehrach; Stefan Pfister; Bernhard Radlwimmer; Guido Reifenberger; Michael D Taylor; Christof von Kalle; Partha P Majumder; Rajiv Sarin; T S Rao; M K Bhan; Aldo Scarpa; Paolo Pederzoli; Rita A Lawlor; Massimo Delledonne; Alberto Bardelli; Andrew V Biankin; Sean M Grimmond; Thomas Gress; David Klimstra; Giuseppe Zamboni; Tatsuhiro Shibata; Yusuke Nakamura; Hidewaki Nakagawa; Jun Kusada; Tatsuhiko Tsunoda; Satoru Miyano; Hiroyuki Aburatani; Kazuto Kato; Akihiro Fujimoto; Teruhiko Yoshida; Elias Campo; Carlos López-Otín; Xavier Estivill; Roderic Guigó; Silvia de Sanjosé; Miguel A Piris; Emili Montserrat; Marcos González-Díaz; Xose S Puente; Pedro Jares; Alfonso Valencia; Heinz Himmelbauer; Heinz Himmelbaue; Victor Quesada; Silvia Bea; Michael R Stratton; P Andrew Futreal; Peter J Campbell; Anne Vincent-Salomon; Andrea L Richardson; Jorge S Reis-Filho; Marc van de Vijver; Gilles Thomas; Jocelyne D Masson-Jacquemier; Samuel Aparicio; Ake Borg; Anne-Lise Børresen-Dale; Carlos Caldas; John A Foekens; Hendrik G Stunnenberg; Laura van't Veer; Douglas F Easton; Paul T Spellman; Sancha Martin; Anna D Barker; Lynda Chin; Francis S Collins; Carolyn C Compton; Martin L Ferguson; Daniela S Gerhard; Gad Getz; Chris Gunter; Alan Guttmacher; Mark Guyer; D Neil Hayes; Eric S Lander; Brad Ozenberger; Robert Penny; Jane Peterson; Chris Sander; Kenna M Shaw; Terence P Speed; Paul T Spellman; Joseph G Vockley; David A Wheeler; Richard K Wilson; Thomas J Hudson; Lynda Chin; Bartha M Knoppers; Eric S Lander; Peter Lichter; Lincoln D Stein; Michael R Stratton; Warwick Anderson; Anna D Barker; Cindy Bell; Martin Bobrow; Wylie Burke; Francis S Collins; Carolyn C Compton; Ronald A DePinho; Douglas F Easton; P Andrew Futreal; Daniela S Gerhard; Anthony R Green; Mark Guyer; Stanley R Hamilton; Tim J Hubbard; Olli P Kallioniemi; Karen L Kennedy; Timothy J Ley; Edison T Liu; Youyong Lu; Partha Majumder; Marco Marra; Brad Ozenberger; Jane Peterson; Alan J Schafer; Paul T Spellman; Hendrik G Stunnenberg; Brandon J Wainwright; Richard K Wilson; Huanming Yang
Journal:  Nature       Date:  2010-04-15       Impact factor: 49.962

6.  dbNSFP v3.0: A One-Stop Database of Functional Predictions and Annotations for Human Nonsynonymous and Splice-Site SNVs.

Authors:  Xiaoming Liu; Chunlei Wu; Chang Li; Eric Boerwinkle
Journal:  Hum Mutat       Date:  2016-01-05       Impact factor: 4.878

7.  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.

Authors:  Sue Richards; Nazneen Aziz; Sherri Bale; David Bick; Soma Das; Julie Gastier-Foster; Wayne W Grody; Madhuri Hegde; Elaine Lyon; Elaine Spector; Karl Voelkerding; Heidi L Rehm
Journal:  Genet Med       Date:  2015-03-05       Impact factor: 8.822

8.  Analysis of protein-coding genetic variation in 60,706 humans.

Authors:  Monkol Lek; Konrad J Karczewski; Eric V Minikel; Kaitlin E Samocha; Eric Banks; Timothy Fennell; Anne H O'Donnell-Luria; James S Ware; Andrew J Hill; Beryl B Cummings; Taru Tukiainen; Daniel P Birnbaum; Jack A Kosmicki; Laramie E Duncan; Karol Estrada; Fengmei Zhao; James Zou; Emma Pierce-Hoffman; Joanne Berghout; David N Cooper; Nicole Deflaux; Mark DePristo; Ron Do; Jason Flannick; Menachem Fromer; Laura Gauthier; Jackie Goldstein; Namrata Gupta; Daniel Howrigan; Adam Kiezun; Mitja I Kurki; Ami Levy Moonshine; Pradeep Natarajan; Lorena Orozco; Gina M Peloso; Ryan Poplin; Manuel A Rivas; Valentin Ruano-Rubio; Samuel A Rose; Douglas M Ruderfer; Khalid Shakir; Peter D Stenson; Christine Stevens; Brett P Thomas; Grace Tiao; Maria T Tusie-Luna; Ben Weisburd; Hong-Hee Won; Dongmei Yu; David M Altshuler; Diego Ardissino; Michael Boehnke; John Danesh; Stacey Donnelly; Roberto Elosua; Jose C Florez; Stacey B Gabriel; Gad Getz; Stephen J Glatt; Christina M Hultman; Sekar Kathiresan; Markku Laakso; Steven McCarroll; Mark I McCarthy; Dermot McGovern; Ruth McPherson; Benjamin M Neale; Aarno Palotie; Shaun M Purcell; Danish Saleheen; Jeremiah M Scharf; Pamela Sklar; Patrick F Sullivan; Jaakko Tuomilehto; Ming T Tsuang; Hugh C Watkins; James G Wilson; Mark J Daly; Daniel G MacArthur
Journal:  Nature       Date:  2016-08-18       Impact factor: 49.962

Review 9.  The Human Phenotype Ontology in 2017.

Authors:  Sebastian Köhler; Nicole A Vasilevsky; Mark Engelstad; Erin Foster; Julie McMurry; Ségolène Aymé; Gareth Baynam; Susan M Bello; Cornelius F Boerkoel; Kym M Boycott; Michael Brudno; Orion J Buske; Patrick F Chinnery; Valentina Cipriani; Laureen E Connell; Hugh J S Dawkins; Laura E DeMare; Andrew D Devereau; Bert B A de Vries; Helen V Firth; Kathleen Freson; Daniel Greene; Ada Hamosh; Ingo Helbig; Courtney Hum; Johanna A Jähn; Roger James; Roland Krause; Stanley J F Laulederkind; Hanns Lochmüller; Gholson J Lyon; Soichi Ogishima; Annie Olry; Willem H Ouwehand; Nikolas Pontikos; Ana Rath; Franz Schaefer; Richard H Scott; Michael Segal; Panagiotis I Sergouniotis; Richard Sever; Cynthia L Smith; Volker Straub; Rachel Thompson; Catherine Turner; Ernest Turro; Marijcke W M Veltman; Tom Vulliamy; Jing Yu; Julie von Ziegenweidt; Andreas Zankl; Stephan Züchner; Tomasz Zemojtel; Julius O B Jacobsen; Tudor Groza; Damian Smedley; Christopher J Mungall; Melissa Haendel; Peter N Robinson
Journal:  Nucleic Acids Res       Date:  2016-11-28       Impact factor: 16.971

10.  ClinVar: public archive of interpretations of clinically relevant variants.

Authors:  Melissa J Landrum; Jennifer M Lee; Mark Benson; Garth Brown; Chen Chao; Shanmuga Chitipiralla; Baoshan Gu; Jennifer Hart; Douglas Hoffman; Jeffrey Hoover; Wonhee Jang; Kenneth Katz; Michael Ovetsky; George Riley; Amanjeev Sethi; Ray Tully; Ricardo Villamarin-Salomon; Wendy Rubinstein; Donna R Maglott
Journal:  Nucleic Acids Res       Date:  2015-11-17       Impact factor: 16.971

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Review 1.  Lacrimo-auriculo-dento-digital syndrome: A novel mutation in a Korean family and review of literature.

Authors:  Young Hye Ryu; Jong Kyun Chae; Jung-Wook Kim; Soyoung Lee
Journal:  Mol Genet Genomic Med       Date:  2020-07-26       Impact factor: 2.183

2.  Germline Mutations in DNA Repair Genes in Patients With Metastatic Castration-resistant Prostate Cancer.

Authors:  Klaudia Holeckova; Katarina Baluchova; Mark Hives; Ludovit Musak; Jan Kliment; Maria Skerenova
Journal:  In Vivo       Date:  2020 Jul-Aug       Impact factor: 2.155

3.  Machine learning-based reclassification of germline variants of unknown significance: The RENOVO algorithm.

Authors:  Valentina Favalli; Giulia Tini; Emanuele Bonetti; Gianluca Vozza; Alessandro Guida; Sara Gandini; Pier Giuseppe Pelicci; Luca Mazzarella
Journal:  Am J Hum Genet       Date:  2021-03-23       Impact factor: 11.025

Review 4.  Detecting Causal Variants in Mendelian Disorders Using Whole-Genome Sequencing.

Authors:  Abdul Rezzak Hamzeh; T Daniel Andrews; Matt A Field
Journal:  Methods Mol Biol       Date:  2021

5.  The Clinical Genome and Ancestry Report: An interactive web application for prioritizing clinically implicated variants from genome sequencing data with ancestry composition.

Authors:  In-Hee Lee; Jose A Negron; Carles Hernandez-Ferrer; William Jefferson Alvarez; Kenneth D Mandl; Sek Won Kong
Journal:  Hum Mutat       Date:  2019-11-15       Impact factor: 4.878

6.  Whole exome sequencing in familial isolated primary hyperparathyroidism.

Authors:  F Cetani; E Pardi; P Aretini; F Saponaro; S Borsari; L Mazoni; M Apicella; P Civita; M La Ferla; M A Caligo; F Lessi; C M Mazzanti; L Torregossa; A Oppo; C Marcocci
Journal:  J Endocrinol Invest       Date:  2019-09-05       Impact factor: 4.256

7.  Clinical and Molecular Characterization of Fanconi Anemia Patients in Turkey.

Authors:  Güven Toksoy; Dilek Uludağ Alkaya; Gülendam Bagirova; Şahin Avcı; Agharza Aghayev; Nilay Günes; Umut Altunoğlu; Yasemin Alanay; Seher Başaran; Ezgi G Berkay; Birsen Karaman; Tiraje T Celkan; Hilmi Apak; Hülya Kayserili; Beyhan Tüysüz; Zehra O Uyguner
Journal:  Mol Syndromol       Date:  2020-09-23

8.  Spectrum of Disease Severity and Phenotype in Choroideremia Carriers.

Authors:  Ruben Jauregui; Karen Sophia Park; Akemi J Tanaka; Ahra Cho; Maarjaliis Paavo; Jana Zernant; Jasmine H Francis; Rando Allikmets; Janet R Sparrow; Stephen H Tsang
Journal:  Am J Ophthalmol       Date:  2019-06-08       Impact factor: 5.258

9.  De Novo KAT5 Variants Cause a Syndrome with Recognizable Facial Dysmorphisms, Cerebellar Atrophy, Sleep Disturbance, and Epilepsy.

Authors:  Jonathan Humbert; Smrithi Salian; Periklis Makrythanasis; Gabrielle Lemire; Justine Rousseau; Sophie Ehresmann; Thomas Garcia; Rami Alasiri; Armand Bottani; Sylviane Hanquinet; Erin Beaver; Jennifer Heeley; Ann C M Smith; Seth I Berger; Stylianos E Antonarakis; Xiang-Jiao Yang; Jacques Côté; Philippe M Campeau
Journal:  Am J Hum Genet       Date:  2020-08-20       Impact factor: 11.025

Review 10.  Radiotherapy-induced malignancies in breast cancer patients with TP53 pathogenic germline variants (Li-Fraumeni syndrome).

Authors:  Vanessa Petry; Renata Colombo Bonadio; Allyne Queiroz Carneiro Cagnacci; Luiz Antonio Leite Senna; Roberta do Nascimento Galvão Campos; Guilherme Cutait Cotti; Paulo M Hoff; Maria Candida Barisson Villares Fragoso; Maria Del Pilar Estevez-Diz
Journal:  Fam Cancer       Date:  2020-01       Impact factor: 2.375

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