Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization

Multiple myeloma (MM) arises following malignant proliferation of plasma cells in the bone marrow, that secrete high amounts of specific monoclonal immunoglobulins or light chains, resulting in the massive production of unfolded or misfolded proteins. Autophagy can have a dual role in tumorigenesis,...

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Main Authors: Esther Clavero, José Manuel Sanchez-Maldonado, Angelica Macauda, Rob Ter Horst, Belém Sampaio-Marques, Artur Jurczyszyn, Alyssa Clay-Gilmour, Angelika Stein, Michelle A. T. Hildebrandt, Niels Weinhold, Gabriele Buda, Ramón García-Sanz, Waldemar Tomczak, Ulla Vogel, Andrés Jerez, Daria Zawirska, Marzena Wątek, Jonathan N. Hofmann, Stefano Landi, John J. Spinelli, Aleksandra Butrym, Abhishek Kumar, Joaquín Martínez-López, Sara Galimberti, María Eugenia Sarasquete, Edyta Subocz, Elzbieta Iskierka-Jażdżewska, Graham G. Giles, Malwina Rybicka-Ramos, Marcin Kruszewski, Niels Abildgaard, Francisco García Verdejo, Pedro Sánchez Rovira, Miguel Inacio da Silva Filho, Katalin Kadar, Małgorzata Razny, Wendy Cozen, Matteo Pelosini, Manuel Jurado, Parveen Bhatti, Marek Dudzinski, Agnieszka Druzd-Sitek, Enrico Orciuolo, Yang Li, Aaron D. Norman, Jan Maciej Zaucha, Rui Manuel Reis, Miroslaw Markiewicz, Juan José Rodríguez Sevilla, Vibeke Andersen, Krzysztof Jamroziak, Kari Hemminki, Sonja I. Berndt, Vicent Rajkumar, Grzegorz Mazur, Shaji K. Kumar, Paula Ludovico, Arnon Nagler, Stephen J. Chanock, Charles Dumontet, Mitchell J. Machiela, Judit Varkonyi, Nicola J. Camp, Elad Ziv, Annette Juul Vangsted, Elizabeth E. Brown, Daniele Campa, Celine M. Vachon, Mihai G. Netea, Federico Canzian, Asta Försti, Juan Sainz
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:International Journal of Molecular Sciences
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Online Access:https://www.mdpi.com/1422-0067/24/10/8500
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author Esther Clavero
José Manuel Sanchez-Maldonado
Angelica Macauda
Rob Ter Horst
Belém Sampaio-Marques
Artur Jurczyszyn
Alyssa Clay-Gilmour
Angelika Stein
Michelle A. T. Hildebrandt
Niels Weinhold
Gabriele Buda
Ramón García-Sanz
Waldemar Tomczak
Ulla Vogel
Andrés Jerez
Daria Zawirska
Marzena Wątek
Jonathan N. Hofmann
Stefano Landi
John J. Spinelli
Aleksandra Butrym
Abhishek Kumar
Joaquín Martínez-López
Sara Galimberti
María Eugenia Sarasquete
Edyta Subocz
Elzbieta Iskierka-Jażdżewska
Graham G. Giles
Malwina Rybicka-Ramos
Marcin Kruszewski
Niels Abildgaard
Francisco García Verdejo
Pedro Sánchez Rovira
Miguel Inacio da Silva Filho
Katalin Kadar
Małgorzata Razny
Wendy Cozen
Matteo Pelosini
Manuel Jurado
Parveen Bhatti
Marek Dudzinski
Agnieszka Druzd-Sitek
Enrico Orciuolo
Yang Li
Aaron D. Norman
Jan Maciej Zaucha
Rui Manuel Reis
Miroslaw Markiewicz
Juan José Rodríguez Sevilla
Vibeke Andersen
Krzysztof Jamroziak
Kari Hemminki
Sonja I. Berndt
Vicent Rajkumar
Grzegorz Mazur
Shaji K. Kumar
Paula Ludovico
Arnon Nagler
Stephen J. Chanock
Charles Dumontet
Mitchell J. Machiela
Judit Varkonyi
Nicola J. Camp
Elad Ziv
Annette Juul Vangsted
Elizabeth E. Brown
Daniele Campa
Celine M. Vachon
Mihai G. Netea
Federico Canzian
Asta Försti
Juan Sainz
author_facet Esther Clavero
José Manuel Sanchez-Maldonado
Angelica Macauda
Rob Ter Horst
Belém Sampaio-Marques
Artur Jurczyszyn
Alyssa Clay-Gilmour
Angelika Stein
Michelle A. T. Hildebrandt
Niels Weinhold
Gabriele Buda
Ramón García-Sanz
Waldemar Tomczak
Ulla Vogel
Andrés Jerez
Daria Zawirska
Marzena Wątek
Jonathan N. Hofmann
Stefano Landi
John J. Spinelli
Aleksandra Butrym
Abhishek Kumar
Joaquín Martínez-López
Sara Galimberti
María Eugenia Sarasquete
Edyta Subocz
Elzbieta Iskierka-Jażdżewska
Graham G. Giles
Malwina Rybicka-Ramos
Marcin Kruszewski
Niels Abildgaard
Francisco García Verdejo
Pedro Sánchez Rovira
Miguel Inacio da Silva Filho
Katalin Kadar
Małgorzata Razny
Wendy Cozen
Matteo Pelosini
Manuel Jurado
Parveen Bhatti
Marek Dudzinski
Agnieszka Druzd-Sitek
Enrico Orciuolo
Yang Li
Aaron D. Norman
Jan Maciej Zaucha
Rui Manuel Reis
Miroslaw Markiewicz
Juan José Rodríguez Sevilla
Vibeke Andersen
Krzysztof Jamroziak
Kari Hemminki
Sonja I. Berndt
Vicent Rajkumar
Grzegorz Mazur
Shaji K. Kumar
Paula Ludovico
Arnon Nagler
Stephen J. Chanock
Charles Dumontet
Mitchell J. Machiela
Judit Varkonyi
Nicola J. Camp
Elad Ziv
Annette Juul Vangsted
Elizabeth E. Brown
Daniele Campa
Celine M. Vachon
Mihai G. Netea
Federico Canzian
Asta Försti
Juan Sainz
author_sort Esther Clavero
collection DOAJ
description Multiple myeloma (MM) arises following malignant proliferation of plasma cells in the bone marrow, that secrete high amounts of specific monoclonal immunoglobulins or light chains, resulting in the massive production of unfolded or misfolded proteins. Autophagy can have a dual role in tumorigenesis, by eliminating these abnormal proteins to avoid cancer development, but also ensuring MM cell survival and promoting resistance to treatments. To date no studies have determined the impact of genetic variation in autophagy-related genes on MM risk. We performed meta-analysis of germline genetic data on 234 autophagy-related genes from three independent study populations including 13,387 subjects of European ancestry (6863 MM patients and 6524 controls) and examined correlations of statistically significant single nucleotide polymorphisms (SNPs; <i>p</i> < 1 × 10<sup>−9</sup>) with immune responses in whole blood, peripheral blood mononuclear cells (PBMCs), and monocyte-derived macrophages (MDM) from a large population of healthy donors from the Human Functional Genomic Project (HFGP). We identified SNPs in six loci, <i>CD46</i>, <i>IKBKE</i>, <i>PARK2</i>, <i>ULK4</i>, <i>ATG5</i>, and <i>CDKN2A</i> associated with MM risk (<i>p</i> = 4.47 × 10<sup>−4</sup>−5.79 × 10<sup>−14</sup>). Mechanistically, we found that the <i>ULK4</i><sub>rs6599175</sub> SNP correlated with circulating concentrations of vitamin D3 (<i>p</i> = 4.0 × 10<sup>−4</sup>), whereas the <i>IKBKE</i><sub>rs17433804</sub> SNP correlated with the number of transitional CD24<sup>+</sup>CD38<sup>+</sup> B cells (<i>p</i> = 4.8 × 10<sup>−4</sup>) and circulating serum concentrations of Monocyte Chemoattractant Protein (MCP)-2 (<i>p</i> = 3.6 × 10<sup>−4</sup>). We also found that the <i>CD46</i><sub>rs1142469</sub> SNP correlated with numbers of CD19<sup>+</sup> B cells, CD19<sup>+</sup>CD3<sup>−</sup> B cells, CD5<sup>+</sup>IgD<sup>−</sup> cells, IgM<sup>−</sup> cells, IgD<sup>−</sup>IgM<sup>−</sup> cells, and CD4<sup>−</sup>CD8<sup>−</sup> PBMCs (<i>p</i> = 4.9 × 10<sup>−4</sup>−8.6 × 10<sup>−4</sup>) and circulating concentrations of interleukin (IL)-20 (<i>p</i> = 0.00082). Finally, we observed that the <i>CDKN2A</i><sub>rs2811710</sub> SNP correlated with levels of CD4<sup>+</sup>EMCD45RO<sup>+</sup>CD27<sup>−</sup> cells (<i>p</i> = 9.3 × 10<sup>−4</sup>). These results suggest that genetic variants within these six loci influence MM risk through the modulation of specific subsets of immune cells, as well as vitamin D3<sup>−</sup>, MCP-2<sup>−</sup>, and IL20-dependent pathways.
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spelling doaj.art-aa9ac778adcb44f8af0c75e4b483b12d2023-11-18T01:36:51ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672023-05-012410850010.3390/ijms24108500Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional CharacterizationEsther Clavero0José Manuel Sanchez-Maldonado1Angelica Macauda2Rob Ter Horst3Belém Sampaio-Marques4Artur Jurczyszyn5Alyssa Clay-Gilmour6Angelika Stein7Michelle A. T. Hildebrandt8Niels Weinhold9Gabriele Buda10Ramón García-Sanz11Waldemar Tomczak12Ulla Vogel13Andrés Jerez14Daria Zawirska15Marzena Wątek16Jonathan N. Hofmann17Stefano Landi18John J. Spinelli19Aleksandra Butrym20Abhishek Kumar21Joaquín Martínez-López22Sara Galimberti23María Eugenia Sarasquete24Edyta Subocz25Elzbieta Iskierka-Jażdżewska26Graham G. Giles27Malwina Rybicka-Ramos28Marcin Kruszewski29Niels Abildgaard30Francisco García Verdejo31Pedro Sánchez Rovira32Miguel Inacio da Silva Filho33Katalin Kadar34Małgorzata Razny35Wendy Cozen36Matteo Pelosini37Manuel Jurado38Parveen Bhatti39Marek Dudzinski40Agnieszka Druzd-Sitek41Enrico Orciuolo42Yang Li43Aaron D. Norman44Jan Maciej Zaucha45Rui Manuel Reis46Miroslaw Markiewicz47Juan José Rodríguez Sevilla48Vibeke Andersen49Krzysztof Jamroziak50Kari Hemminki51Sonja I. Berndt52Vicent Rajkumar53Grzegorz Mazur54Shaji K. Kumar55Paula Ludovico56Arnon Nagler57Stephen J. Chanock58Charles Dumontet59Mitchell J. Machiela60Judit Varkonyi61Nicola J. Camp62Elad Ziv63Annette Juul Vangsted64Elizabeth E. Brown65Daniele Campa66Celine M. Vachon67Mihai G. Netea68Federico Canzian69Asta Försti70Juan Sainz71Hematology Department, Virgen de las Nieves University Hospital, 18012 Granada, SpainGenomic Oncology Area, GENYO, Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, SpainGenomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyDepartment of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The NetherlandsLife and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, PortugalPlasma Cell Dyscrasias Center, Department of Hematology, Jagiellonian University Medical College, 31-066 Kraków, PolandDepartment of Biostatistics and Epidemiology, Arnold School of Public Health, University of South Carolina, Greenville, SC 29208, USAGenomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyDepartment of Lymphoma–Myeloma, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USAMyeloma Institute, University of Arkansas for Medical Sciences, Little Rock, AR 72205, USAHaematology Unit, Department of Clinical and Experimental Medicine, University of Pisa/AOUP, 56126 Pisa, ItalyDiagnostic Laboratory Unit in Hematology, University Hospital of Salamanca, IBSAL, CIBERONC, Centro de Investigación del Cáncer-IBMCC (USAL-CSIC), 37007 Salamanca, SpainDepartment of Hematooncology and Bone Marrow Transplantation, Medical University of Lublin, 20-059 Lublin, PolandNational Research Centre for the Working Environment, DK-2100 Copenhagen, DenmarkDepartment of Hematology, Experimental Hematology Unit, Vall d’Hebron Institute of Oncology (VHIO), University Hospital Vall d’Hebron, 08035 Barcelona, SpainDepartment of Hematology, University Hospital, 30-688 Kraków, PolandHolycross Medical Oncology Center, 25-735 Kielce, PolandDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USADepartment of Biology, University of Pisa, 56126 Pisa, ItalyDivision of Population Oncology, BC Cancer, Vancouver, BC V5Z 4E6, CanadaDepartment of Cancer Prevention and Therapy, Wroclaw Medical University, 50-367 Wroclaw, PolandInstitute of Bioinformatics, International Technology Park, Bangalore 560066, IndiaHospital 12 de Octubre, Complutense University, CNIO, CIBERONC, 28041 Madrid, SpainHaematology Unit, Department of Clinical and Experimental Medicine, University of Pisa/AOUP, 56126 Pisa, ItalyDiagnostic Laboratory Unit in Hematology, University Hospital of Salamanca, IBSAL, CIBERONC, Centro de Investigación del Cáncer-IBMCC (USAL-CSIC), 37007 Salamanca, SpainDepartment of Hematology, Military Institute of Medicine, 04-141 Warsaw, PolandDepartment of Hematology, Medical University of Lodz, 90-419 Lodz, PolandCancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC 3004, AustraliaDepartment of Hematology, Specialist Hospital No. 1 in Bytom, Academy of Silesia, Faculty of Medicine, 40-055 Katowice, PolandDepartment of Hematology, University Hospital No. 2, 85-168 Bydgoszcz, PolandDepartment of Hematology, Odense University Hospital, DK-5000 Odense, DenmarkDepartment of Medical Oncology, Complejo Hospitalario de Jaén, 23007 Jaén, SpainDepartment of Medical Oncology, Complejo Hospitalario de Jaén, 23007 Jaén, SpainDivision of Molecular Genetic Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 580, D-69120 Heidelberg, GermanySt Johns Hospital, 62769 Budapest, HungaryDepartment of Hematology, Rydygier Hospital, 31-826 Cracow, PolandDivision of Hematology/Oncology, Department of Medicine, School of Medicine, Department of Pathology, School of Medicine, Susan and Henry Samueli College of Health Sciences, Chao Family Comprehensive Cancer Center, University of California at Irvine, Irvine, CA 92697, USAU.O. Dipartimento di Ematologia, Azienda USL Toscana Nord Ovest, 57124 Livorno, ItalyHematology Department, Virgen de las Nieves University Hospital, 18012 Granada, SpainCancer Control Research, BC Cancer, Vancouver, BC V5Z 4E6, CanadaDepartment of Hematology, Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, 35-310 Rzeszow, PolandDepartment of Lymphoproliferative Diseases, Maria Skłodowska Curie National Research Institute of Oncology, 02-781 Warsaw, PolandHaematology Unit, Department of Clinical and Experimental Medicine, University of Pisa/AOUP, 56126 Pisa, ItalyDepartment of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The NetherlandsDivision of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55902, USADepartment of Hematology and Transplantology, Medical University of Gdansk, 80-210 Gdansk, PolandLife and Health Sciences Research Institute (ICVS), School of Health Sciences, University of Minho, 4710-057 Braga, Portugal and ICVS/3B’s-PT Government Associate Laboratory, 4710-057 Braga/Guimarães, PortugalDepartment of Hematology, Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, 35-310 Rzeszow, PolandDepartment of Hematology, Hospital del Mar, 08003 Barcelona, SpainMolecular Diagnostics and Clinical Research Unit, Institute of Regional Health Research, University Hospital of Southern Denmark, DK-6200 Aabenraa, DenmarkDepartment of Hematology, Transplantology and Internal Medicine, Medical University of Warsaw, 02-097 Warsaw, PolandDivision of Cancer Epidemiology, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 280, 69120 Heidelberg, GermanyDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USADivision of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN 55902, USADepartment of Internal Diseases, Occupational Medicine, Hypertension and Clinical Oncology, Wroclaw Medical University, 50-368 Wroclaw, PolandDivision of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN 55902, USALife and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, 4710-057 Braga, PortugalHematology Division, Chaim Sheba Medical Center, Tel Hashomer 52621, IsraelDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USAUMR INSERM 1052/CNRS 5286, University of Lyon, Hospices Civils de Lyon, 69008 Lyon, FranceDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USASemmelweis University, 1083 Budapest, HungaryDivision of Hematology, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USADepartment of Medicine, University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA 94143, USADepartment of Hematology, Rigshospitalet, Copenhagen University, DK-2100 Copenhagen, DenmarkDepartment of Pathology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL 35294, USADepartment of Biology, University of Pisa, 56126 Pisa, ItalyDivision of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55902, USADepartment of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, 6525 GA Nijmegen, The NetherlandsGenomic Epidemiology Group, German Cancer Research Center (DKFZ), 69120 Heidelberg, GermanyDivision of Pediatric Neurooncology, German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), 69120 Heidelberg, GermanyGenomic Oncology Area, GENYO, Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government, PTS, 18016 Granada, SpainMultiple myeloma (MM) arises following malignant proliferation of plasma cells in the bone marrow, that secrete high amounts of specific monoclonal immunoglobulins or light chains, resulting in the massive production of unfolded or misfolded proteins. Autophagy can have a dual role in tumorigenesis, by eliminating these abnormal proteins to avoid cancer development, but also ensuring MM cell survival and promoting resistance to treatments. To date no studies have determined the impact of genetic variation in autophagy-related genes on MM risk. We performed meta-analysis of germline genetic data on 234 autophagy-related genes from three independent study populations including 13,387 subjects of European ancestry (6863 MM patients and 6524 controls) and examined correlations of statistically significant single nucleotide polymorphisms (SNPs; <i>p</i> < 1 × 10<sup>−9</sup>) with immune responses in whole blood, peripheral blood mononuclear cells (PBMCs), and monocyte-derived macrophages (MDM) from a large population of healthy donors from the Human Functional Genomic Project (HFGP). We identified SNPs in six loci, <i>CD46</i>, <i>IKBKE</i>, <i>PARK2</i>, <i>ULK4</i>, <i>ATG5</i>, and <i>CDKN2A</i> associated with MM risk (<i>p</i> = 4.47 × 10<sup>−4</sup>−5.79 × 10<sup>−14</sup>). Mechanistically, we found that the <i>ULK4</i><sub>rs6599175</sub> SNP correlated with circulating concentrations of vitamin D3 (<i>p</i> = 4.0 × 10<sup>−4</sup>), whereas the <i>IKBKE</i><sub>rs17433804</sub> SNP correlated with the number of transitional CD24<sup>+</sup>CD38<sup>+</sup> B cells (<i>p</i> = 4.8 × 10<sup>−4</sup>) and circulating serum concentrations of Monocyte Chemoattractant Protein (MCP)-2 (<i>p</i> = 3.6 × 10<sup>−4</sup>). We also found that the <i>CD46</i><sub>rs1142469</sub> SNP correlated with numbers of CD19<sup>+</sup> B cells, CD19<sup>+</sup>CD3<sup>−</sup> B cells, CD5<sup>+</sup>IgD<sup>−</sup> cells, IgM<sup>−</sup> cells, IgD<sup>−</sup>IgM<sup>−</sup> cells, and CD4<sup>−</sup>CD8<sup>−</sup> PBMCs (<i>p</i> = 4.9 × 10<sup>−4</sup>−8.6 × 10<sup>−4</sup>) and circulating concentrations of interleukin (IL)-20 (<i>p</i> = 0.00082). Finally, we observed that the <i>CDKN2A</i><sub>rs2811710</sub> SNP correlated with levels of CD4<sup>+</sup>EMCD45RO<sup>+</sup>CD27<sup>−</sup> cells (<i>p</i> = 9.3 × 10<sup>−4</sup>). These results suggest that genetic variants within these six loci influence MM risk through the modulation of specific subsets of immune cells, as well as vitamin D3<sup>−</sup>, MCP-2<sup>−</sup>, and IL20-dependent pathways.https://www.mdpi.com/1422-0067/24/10/8500multiple myelomaautophagygenetic variantsgenetic susceptibility
spellingShingle Esther Clavero
José Manuel Sanchez-Maldonado
Angelica Macauda
Rob Ter Horst
Belém Sampaio-Marques
Artur Jurczyszyn
Alyssa Clay-Gilmour
Angelika Stein
Michelle A. T. Hildebrandt
Niels Weinhold
Gabriele Buda
Ramón García-Sanz
Waldemar Tomczak
Ulla Vogel
Andrés Jerez
Daria Zawirska
Marzena Wątek
Jonathan N. Hofmann
Stefano Landi
John J. Spinelli
Aleksandra Butrym
Abhishek Kumar
Joaquín Martínez-López
Sara Galimberti
María Eugenia Sarasquete
Edyta Subocz
Elzbieta Iskierka-Jażdżewska
Graham G. Giles
Malwina Rybicka-Ramos
Marcin Kruszewski
Niels Abildgaard
Francisco García Verdejo
Pedro Sánchez Rovira
Miguel Inacio da Silva Filho
Katalin Kadar
Małgorzata Razny
Wendy Cozen
Matteo Pelosini
Manuel Jurado
Parveen Bhatti
Marek Dudzinski
Agnieszka Druzd-Sitek
Enrico Orciuolo
Yang Li
Aaron D. Norman
Jan Maciej Zaucha
Rui Manuel Reis
Miroslaw Markiewicz
Juan José Rodríguez Sevilla
Vibeke Andersen
Krzysztof Jamroziak
Kari Hemminki
Sonja I. Berndt
Vicent Rajkumar
Grzegorz Mazur
Shaji K. Kumar
Paula Ludovico
Arnon Nagler
Stephen J. Chanock
Charles Dumontet
Mitchell J. Machiela
Judit Varkonyi
Nicola J. Camp
Elad Ziv
Annette Juul Vangsted
Elizabeth E. Brown
Daniele Campa
Celine M. Vachon
Mihai G. Netea
Federico Canzian
Asta Försti
Juan Sainz
Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization
International Journal of Molecular Sciences
multiple myeloma
autophagy
genetic variants
genetic susceptibility
title Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization
title_full Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization
title_fullStr Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization
title_full_unstemmed Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization
title_short Polymorphisms within Autophagy-Related Genes as Susceptibility Biomarkers for Multiple Myeloma: A Meta-Analysis of Three Large Cohorts and Functional Characterization
title_sort polymorphisms within autophagy related genes as susceptibility biomarkers for multiple myeloma a meta analysis of three large cohorts and functional characterization
topic multiple myeloma
autophagy
genetic variants
genetic susceptibility
url https://www.mdpi.com/1422-0067/24/10/8500
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AT abhishekkumar polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT joaquinmartinezlopez polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT saragalimberti polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT mariaeugeniasarasquete polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT edytasubocz polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT elzbietaiskierkajazdzewska polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT grahamggiles polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT malwinarybickaramos polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT marcinkruszewski polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT nielsabildgaard polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT franciscogarciaverdejo polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT pedrosanchezrovira polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT miguelinaciodasilvafilho polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT katalinkadar polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT małgorzatarazny polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT wendycozen polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT matteopelosini polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT manueljurado polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT parveenbhatti polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT marekdudzinski polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT agnieszkadruzdsitek polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT enricoorciuolo polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT yangli polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT aarondnorman polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT janmaciejzaucha polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT ruimanuelreis polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT miroslawmarkiewicz polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT juanjoserodriguezsevilla polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT vibekeandersen polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT krzysztofjamroziak polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT karihemminki polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT sonjaiberndt polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT vicentrajkumar polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT grzegorzmazur polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT shajikkumar polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT paulaludovico polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT arnonnagler polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT stephenjchanock polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT charlesdumontet polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT mitchelljmachiela polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT juditvarkonyi polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT nicolajcamp polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT eladziv polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT annettejuulvangsted polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT elizabethebrown polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT danielecampa polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT celinemvachon polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT mihaignetea polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT federicocanzian polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT astaforsti polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization
AT juansainz polymorphismswithinautophagyrelatedgenesassusceptibilitybiomarkersformultiplemyelomaametaanalysisofthreelargecohortsandfunctionalcharacterization