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. 2022 Dec;36(12):2835-2844.
doi: 10.1038/s41375-022-01711-0. Epub 2022 Oct 22.

Distinct germline genetic susceptibility profiles identified for common non-Hodgkin lymphoma subtypes

Sonja I Berndt #  1 Joseph Vijai #  2 Yolanda Benavente #  3   4 Nicola J Camp #  5 Alexandra Nieters #  6 Zhaoming Wang #  7   8 Karin E Smedby  9   10 Geffen Kleinstern  11 Henrik Hjalgrim  12   13   14   15 Caroline Besson  16   17 Christine F Skibola  18 Lindsay M Morton  19 Angela R Brooks-Wilson  20   21 Lauren R Teras  22 Charles Breeze  19 Joshua Arias  19 Hans-Olov Adami  23   24   25 Demetrius Albanes  19 Kenneth C Anderson  26 Stephen M Ansell  27 Bryan Bassig  19 Nikolaus Becker  28 Parveen Bhatti  29 Brenda M Birmann  30 Paolo Boffetta  31   32 Paige M Bracci  33 Paul Brennan  34 Elizabeth E Brown  35 Laurie Burdett  36 Lisa A Cannon-Albright  5   37 Ellen T Chang  33   38 Brian C H Chiu  39 Charles C Chung  19 Jacqueline Clavel  40   41 Pierluigi Cocco  42 Graham Colditz  43 Lucia Conde  44 David V Conti  45 David G Cox  46 Karen Curtin  5 Delphine Casabonne  3   4 Immaculata De Vivo  24   30 Arjan Diepstra  47 W Ryan Diver  22 Ahmet Dogan  48 Christopher K Edlund  45 Lenka Foretova  49 Joseph F Fraumeni Jr  19 Attilio Gabbas  50 Hervé Ghesquières  51   52 Graham G Giles  53   54   55 Sally Glaser  56   57 Martha Glenn  5 Bengt Glimelius  58 Jian Gu  59 Thomas M Habermann  27 Christopher A Haiman  45 Corinne Haioun  60 Jonathan N Hofmann  19 Theodore R Holford  61 Elizabeth A Holly  33 Amy Hutchinson  36 Aalin Izhar  2 Rebecca D Jackson  62 Ruth F Jarrett  63 Rudolph Kaaks  28 Eleanor Kane  64 Laurence N Kolonel  65 Yinfei Kong  66 Peter Kraft  24   67 Anne Kricker  68 Annette Lake  63 Qing Lan  19 Charles Lawrence  69 Dalin Li  70 Mark Liebow  27 Brian K Link  71 Corrado Magnani  72 Marc Maynadie  73 James McKay  34 Mads Melbye  13   74   75   76 Lucia Miligi  77 Roger L Milne  53   54   55 Thierry J Molina  78 Alain Monnereau  40   79 Rebecca Montalvan  69 Kari E North  80   81 Anne J Novak  27 Kenan Onel  82 Mark P Purdue  19 Kristin A Rand  45 Elio Riboli  83 Jacques Riby  84   85 Eve Roman  64 Gilles Salles  2 Douglas W Sborov  5 Richard K Severson  86 Tait D Shanafelt  87 Martyn T Smith  85 Alexandra Smith  64 Kevin W Song  88   89 Lei Song  90 Melissa C Southey  53   55   91 John J Spinelli  92   93 Anthony Staines  94 Deborah Stephens  5 Heather J Sutherland  88   89 Kaitlyn Tkachuk  2 Carrie A Thompson  27 Hervé Tilly  95 Lesley F Tinker  29 Ruth C Travis  96 Jenny Turner  97   98 Celine M Vachon  99 Claire M Vajdic  100 Anke Van Den Berg  47 David J Van Den Berg  45 Roel C H Vermeulen  101   102 Paolo Vineis  103   104 Sophia S Wang  105 Elisabete Weiderpass  34 George J Weiner  71 Stephanie Weinstein  19 Nicole Wong Doo  106 Yuanqing Ye  59 Meredith Yeager  19   36 Kai Yu  19 Anne Zeleniuch-Jacquotte  107   108   109 Yawei Zhang  110 Tongzhang Zheng  111 Elad Ziv  112 Joshua Sampson  19 Nilanjan Chatterjee  19   113   114 Kenneth Offit  2 Wendy Cozen  115 Xifeng Wu  59 James R Cerhan  116 Stephen J Chanock  19 Susan L Slager  116 Nathaniel Rothman  19
Affiliations

Distinct germline genetic susceptibility profiles identified for common non-Hodgkin lymphoma subtypes

Sonja I Berndt et al. Leukemia. 2022 Dec.

Erratum in

  • Correction: Distinct germline genetic susceptibility profiles identified for common non-Hodgkin lymphoma subtypes.
    Berndt SI, Vijai J, Benavente Y, Camp NJ, Nieters A, Wang Z, Smedby KE, Kleinstern G, Hjalgrim H, Besson C, Skibola CF, Morton LM, Brooks-Wilson AR, Teras LR, Breeze C, Arias J, Adami HO, Albanes D, Anderson KC, Ansell SM, Bassig B, Becker N, Bhatti P, Birmann BM, Boffetta P, Bracci PM, Brennan P, Brown EE, Burdett L, Cannon-Albright LA, Chang ET, Chiu BCH, Chung CC, Clavel J, Cocco P, Colditz G, Conde L, Conti DV, Cox DG, Curtin K, Casabonne D, De Vivo I, Diepstra A, Diver WR, Dogan A, Edlund CK, Foretova L, Fraumeni JF Jr, Gabbas A, Ghesquières H, Giles GG, Glaser S, Glenn M, Glimelius B, Gu J, Habermann TM, Haiman CA, Haioun C, Hofmann JN, Holford TR, Holly EA, Hutchinson A, Izhar A, Jackson RD, Jarrett RF, Kaaks R, Kane E, Kolonel LN, Kong Y, Kraft P, Kricker A, Lake A, Lan Q, Lawrence C, Li D, Liebow M, Link BK, Magnani C, Maynadie M, McKay J, Melbye M, Miligi L, Milne RL, Molina TJ, Monnereau A, Montalvan R, North KE, Novak AJ, Onel K, Purdue MP, Rand KA, Riboli E, Riby J, Roman E, Salles G, Sborov DW, Severson RK, Shanafelt TD, Smith MT, Smith A, Song KW, Song L, Southey MC, Spinelli JJ, Staines A, Stephens D, Sutherland HJ, Tkachuk K, Thompson CA, Tilly H, Tinker LF, Travi… See abstract for full author list ➔ Berndt SI, et al. Leukemia. 2023 Oct;37(10):2142. doi: 10.1038/s41375-023-01978-x. Leukemia. 2023. PMID: 37666943 No abstract available.

Abstract

Lymphoma risk is elevated for relatives with common non-Hodgkin lymphoma (NHL) subtypes, suggesting shared genetic susceptibility across subtypes. To evaluate the extent of mutual heritability among NHL subtypes and discover novel loci shared among subtypes, we analyzed data from eight genome-wide association studies within the InterLymph Consortium, including 10,629 cases and 9505 controls. We utilized Association analysis based on SubSETs (ASSET) to discover loci for subsets of NHL subtypes and evaluated shared heritability across the genome using Genome-wide Complex Trait Analysis (GCTA) and polygenic risk scores. We discovered 17 genome-wide significant loci (P < 5 × 10-8) for subsets of NHL subtypes, including a novel locus at 10q23.33 (HHEX) (P = 3.27 × 10-9). Most subset associations were driven primarily by only one subtype. Genome-wide genetic correlations between pairs of subtypes varied broadly from 0.20 to 0.86, suggesting substantial heterogeneity in the extent of shared heritability among subtypes. Polygenic risk score analyses of established loci for different lymphoid malignancies identified strong associations with some NHL subtypes (P < 5 × 10-8), but weak or null associations with others. Although our analyses suggest partially shared heritability and biological pathways, they reveal substantial heterogeneity among NHL subtypes with each having its own distinct germline genetic architecture.

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Conflict of interest statement

Competing Interests:

Tait Shanafelt received research support to his institution from Genetech, Pharacyclics, AbbVie, Cephalon, Hospira, GlaxoSmithKline, Polyphenon E International, Merck, and Celgene and holds a patent (US14/292,075) on green tea extract epigallocatechin gallate in combination with chemotherapy for chronic lymphocytic leukemia. Karin Smedby received research funding from Janssen Pharmaceuticals AB for research unrelated to this project. Corinne Haioun received honoraria from Novartis, Amgen, Servier/Pfizer, and Gilead Sciences, acted as a consultant or advisor to Roche, Celgene, Janssen-Cilag, Gilead Sciences, Takeda, Miltenyi Biotec, Abbvie, and ADC Therapeutics, and received travel, accommodations and/or expenses from Roche, Celgene, and Amgen. Kenan Onel is currently a full-time employee at Sema4. The other authors declare no competing interests.

Figures

Figure 1.
Figure 1.. Regional association plot of novel locus at chromosome 10q23.33 (rs11187157) for the NHL subset of CLL, FL, and MZL.
Shown are the -log10 association P values from the discovery log-additive genetic model for all SNPs in the region (dots) and rs11187157 (diamond). The lead SNP is shown with results from both the discovery (dark purple diamond) and combined discovery and replication (light purple diamond) analyses. Estimated recombination rates from the 1000 Genome Project are plotted in blue. Locations of recombination hotspots are depicted by peaks corresponding to the rate of recombination. The SNPs surrounding the most significant SNP are color-coded to reflect their r2 correlation with the lead SNP. Pairwise r2 values are from European ancestry subjects in the 1000 Genomes Project. Genes, position of exons and direction of exons and direction of transcription from UCSC genome browser are denoted. Plot was generated using LocusZoom.
Figure 2.
Figure 2.. Shared genetic correlations and pleiotropy among four NHL subtypes (CLL, DLBCL, FL, and MZL).
a) Shared genetic correlations based on GCTA analysis. b) Heat plot of directional Z-scores of associations with sentinel SNPs at established genetic loci for individual lymphoid malignancies [e.g., chronic lymphocytic leukemia (CLL), diffuse large B-cell lymphoma (DLBCL), follicular lymphoma (FL), marginal zone lymphoma (MZL), multiple myeloma (MM), acute lymphocytic leukemia (ALL), Hodgkin lymphoma (HL)]. Red color indicates positive association/correlation, and blue indicates inverse or negative association/correlation.

References

    1. Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2018;68(6):394–424. - PubMed
    1. Swerdlow SH, Campo E, Pileri SA, Harris NL, Stein H, Siebert R, et al. The 2016 revision of the World Health Organization classification of lymphoid neoplasms. Blood. 2016;127(20):2375–90. - PMC - PubMed
    1. Morton LM, Slager SL, Cerhan JR, Wang SS, Vajdic CM, Skibola CF, et al. Etiologic heterogeneity among non-Hodgkin lymphoma subtypes: the InterLymph Non-Hodgkin Lymphoma Subtypes Project. J Natl Cancer Inst Monogr. 2014;2014(48):130–44. - PMC - PubMed
    1. Gibson TM, Morton LM, Shiels MS, Clarke CA, Engels EA. Risk of non-Hodgkin lymphoma subtypes in HIV-infected people during the HAART era: a population-based study. AIDS. 2014;28(15):2313–8. - PMC - PubMed
    1. Wang SS, Slager SL, Brennan P, Holly EA, De Sanjose S, Bernstein L, et al. Family history of hematopoietic malignancies and risk of non-Hodgkin lymphoma (NHL): a pooled analysis of 10 211 cases and 11 905 controls from the International Lymphoma Epidemiology Consortium (InterLymph). Blood. 2007;109(8):3479–88. - PMC - PubMed

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