Prediction of acute myeloid leukaemia risk in healthy individuals

被引:659
作者
Abelson, Sagi [1 ]
Collord, Grace [2 ,3 ]
Ng, Stanley W. K. [4 ]
Weissbrod, Omer [5 ]
Cohen, Netta Mendelson [5 ]
Niemeyer, Elisabeth [6 ]
Barda, Noam [7 ]
Zuzarte, Philip C. [8 ]
Heisler, Lawrence [8 ]
Sundaravadanam, Yogi [8 ]
Luben, Robert [9 ]
Hayat, Shabina [9 ]
Wang, Ting Ting [10 ]
Zhao, Zhen [1 ]
Cirlan, Julia [1 ]
Pugh, Trevor J. [1 ,8 ,10 ]
Soave, David [8 ]
Ng, Karen [8 ]
Latimer, Calli [2 ]
Hardy, Claire [2 ]
Raine, Keiran [2 ]
Jones, David [2 ]
Hoult, Diana [11 ]
Britten, Abigail [11 ]
McPherson, John D. [8 ]
Johansson, Mattias [12 ]
Mbabaali, Faridah [8 ]
Eagles, Jenna [8 ]
Millers, Jessica K. [8 ]
Pasternack, Danielle [8 ]
Timms, Lee [8 ]
Krzyzanowski, Paul [8 ]
Awadalla, Philip [8 ]
Costa, Rui [13 ]
Segal, Eran [5 ]
Bratman, Scott, V [1 ,8 ,14 ]
Beer, Philip [2 ]
Behjati, Sam [2 ,3 ]
Martincorena, Inigo [2 ]
Wang, Jean C. Y. [1 ,15 ,16 ]
Bowles, Kristian M. [17 ,18 ]
Ramon Quiros, J. [19 ]
Karakatsani, Anna [20 ,21 ]
La Vecchia, Carlo [20 ,22 ]
Trichopoulou, Antonia [20 ]
Salamanca-Fernandez, Elena [23 ,24 ]
Huerta, Jose M. [24 ,25 ]
Barricarte, Aurelio [24 ,26 ,27 ]
Travis, Ruth C. [28 ]
Tumino, Rosario [29 ]
机构
[1] UHN, Princess Margaret Canc Ctr, Toronto, ON, Canada
[2] Wellcome Trust Sanger Inst, Wellcome Trust Genome Campus, Hinxton, England
[3] Univ Cambridge, Dept Paediat, Cambridge, England
[4] Univ Toronto, Inst Biomat & Biomed Engn, Toronto, ON, Canada
[5] Weizmann Inst Sci, Dept Comp Sci & Appl Math, Rehovot, Israel
[6] Weizmann Inst Sci, Dept Immunol, Rehovot, Israel
[7] Clalit Res Inst, Tel Aviv, Israel
[8] Ontario Inst Canc Res, Toronto, ON, Canada
[9] Univ Cambridge, Inst Publ Hlth, Dept Publ Hlth & Primary Care, Sch Clin Med, Cambridge, England
[10] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[11] Univ Cambridge, MRC Epidemiol Unit, Cambridge, England
[12] WHO, Int Agcy Res Canc, Lyon, France
[13] EBI, EMBL, Wellcome Genome Campus, Hinxton, England
[14] Univ Toronto, Dept Radiat Oncol, Toronto, ON, Canada
[15] Univ Toronto, Dept Med, Toronto, ON, Canada
[16] Univ Hlth Network, Div Med Oncol & Hematol, Toronto, ON, Canada
[17] Univ East Anglia, Norwich Med Sch, Dept Mol Haematol, Norwich, Norfolk, England
[18] Norfolk & Norwich Univ Hosp NHS Trust, Dept Haematol, Norwich, Norfolk, England
[19] Publ Hlth Directorate, Asturias, Spain
[20] Hellenic Hlth Fdn, Athens, Greece
[21] Natl & Kapodistrian Univ Athens, ATTIKON Univ Hosp, Sch Med, Pulm Med Dept 2, Athens, Greece
[22] Univ Milan, Dept Clin Sci & Community Hlth, Milan, Italy
[23] Univ Granada, Inst Invest Biosanitaria ibs GRANADA, Escuela Andaluza Salud Publ, Hosp Univ Granada, Granada, Spain
[24] CIBERESP, CIBER Epidemiol & Publ Hlth, Madrid, Spain
[25] IMIB Arrixaca, Dept Epidemiol, Murcia Reg Hlth Council, Murcia, Spain
[26] Navarra Publ Hlth Inst, Pamplona, Spain
[27] Navarra Inst Hlth Res, Pamplona, Spain
[28] Univ Oxford, Nuffield Dept Populat Hlth, Canc Epidemiol Unit, Oxford, England
[29] Civ MP Arezzo Hosp, Canc Registry & Histopathol Dept, Azienda Sanit Prov, Ragusa, Italy
[30] ISPO, Canc Risk Factors & Life Style Epidemiol Unit, Canc Res & Prevent Inst, Florence, Italy
[31] German Inst Human Nutr Potsdam Rehbrucke, Dept Epidemiol, Potsdam, Germany
[32] Univ Naples Federico II, Dipartimento Med Clin E Chirurg, Naples, Italy
[33] German Canc Res Ctr, Div Canc Epidemiol, Heidelberg, Germany
[34] Heidelberg Univ, Clin Cooperat Unit Mol Hematol Oncol, German Canc Res Ctr DKFZ, Heidelberg, Germany
[35] Heidelberg Univ, Dept Internal Med 5, Heidelberg, Germany
[36] Fdn IRCCS Ist Nazl Tumori, Epidemiol & Prevent Unit, Milan, Italy
[37] Imperial Coll London, Sch Publ Hlth, Dept Epidemiol & Biostat, London, England
[38] Italian Inst Genom Med, Turin, Italy
[39] ICO IDIBELL, Unit Nutr & Canc, Catalan Inst Oncol, Canc Epidemiol Res Program, Barcelona, Spain
[40] ICO IDIBELL, UTranslat Res Lab, Catalan Inst Oncol, Barcelona, Spain
[41] Univ Cambridge, Cambridge, England
[42] Univ Utrecht, Inst Risk Assessment Sci, Div Environm Epidemiol & Vet Publ Hlth, Utrecht, Netherlands
[43] Univ Cambridge, Dept Haematol, Cambridge, England
[44] Mem Sloan Kettering Canc Ctr, Ctr Mol Oncol, 1275 York Ave, New York, NY 10021 USA
[45] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10021 USA
[46] Univ Toronto, Dept Mol Genet, Toronto, ON, Canada
[47] Univ Cambridge, Wellcome Trust Med Res Council, Cambridge Stem Cell Inst, Cambridge, England
[48] Div Hematol, Rambam Healthcare Campus, Haifa, Israel
基金
英国惠康基金; 欧盟地平线“2020”; 英国医学研究理事会;
关键词
CLONAL HEMATOPOIESIS; SOMATIC MUTATIONS; CANCER; MODELS; CLASSIFICATION; EVOLUTION; PATTERNS;
D O I
10.1038/s41586-018-0317-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
The incidence of acute myeloid leukaemia (AML) increases with age and mortality exceeds 90% when diagnosed after age 65. Most cases arise without any detectable early symptoms and patients usually present with the acute complications of bone marrow failure(1). The onset of such de novo AML cases is typically preceded by the accumulation of somatic mutations in preleukaemic haematopoietic stem and progenitor cells (HSPCs) that undergo clonal expansion(2,3). However, recurrent AML mutations also accumulate in HSPCs during ageing of healthy individuals who do not develop AML, a phenomenon referred to as age-related clonal haematopoiesis (ARCH)(4-8). Here we use deep sequencing to analyse genes that are recurrently mutated in AML to distinguish between individuals who have a high risk of developing AML and those with benign ARCH. We analysed peripheral blood cells from 95 individuals that were obtained on average 6.3 years before AML diagnosis (pre-AML group), together with 414 unselected age- and gender-matched individuals (control group). Pre-AML cases were distinct from controls and had more mutations per sample, higher variant allele frequencies, indicating greater clonal expansion, and showed enrichment of mutations in specific genes. Genetic parameters were used to derive a model that accurately predicted AML-free survival; this model was validated in an independent cohort of 29 pre-AML cases and 262 controls. Because AML is rare, we also developed an AML predictive model using a large electronic health record database that identified individuals at greater risk. Collectively our findings provide proof-of-concept that it is possible to discriminate ARCH from pre-AML many years before malignant transformation. This could in future enable earlier detection and monitoring, and may help to inform intervention.
引用
收藏
页码:400 / +
页数:20
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