Exome sequencing of 20,791 cases of type 2 diabetes and 24,440 controls.
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Abstract | Protein-coding genetic variants that strongly affect disease risk can yield relevant clues to disease pathogenesis. Here we report exome-sequencing analyses of 20,791 individuals with type 2 diabetes (T2D) and 24,440 non-diabetic control participants from 5 ancestries. We identify gene-level associations of rare variants (with minor allele frequencies of less than 0.5%) in 4 genes at exome-wide significance, including a series of more than 30 SLC30A8 alleles that conveys protection against T2D, and in 12 gene sets, including those corresponding to T2D drug targets (P = 6.1 × 10) and candidate genes from knockout mice (P = 5.2 × 10). Within our study, the strongest T2D gene-level signals for rare variants explain at most 25% of the heritability of the strongest common single-variant signals, and the gene-level effect sizes of the rare variants that we observed in established T2D drug targets will require 75,000-185,000 sequenced cases to achieve exome-wide significance. We propose a method to interpret these modest rare-variant associations and to incorporate these associations into future target or gene prioritization efforts. |
Year of Publication | 2019
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Journal | Nature
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Volume | 570
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Issue | 7759
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Pages | 71-76
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Date Published | 2019 06
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ISSN | 1476-4687
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DOI | 10.1038/s41586-019-1231-2
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PubMed ID | 31118516
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PubMed Central ID | PMC6699738
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Grant list | K01 HL125751 / HL / NHLBI NIH HHS / United States
U01 HG007417 / HG / NHGRI NIH HHS / United States
R01 AG042188 / AG / NIA NIH HHS / United States
RC2 HL102419 / HL / NHLBI NIH HHS / United States
K24 DK110550 / DK / NIDDK NIH HHS / United States
U01 DK061254 / DK / NIDDK NIH HHS / United States
HHSN268201500003C / HL / NHLBI NIH HHS / United States
UL1 RR024139 / RR / NCRR NIH HHS / United States
UL1 RR024989 / RR / NCRR NIH HHS / United States
RC2 HL102923 / HL / NHLBI NIH HHS / United States
R01 HL113323 / HL / NHLBI NIH HHS / United States
R01 AG046949 / AG / NIA NIH HHS / United States
R56 DK062370 / DK / NIDDK NIH HHS / United States
N01HC95160 / HL / NHLBI NIH HHS / United States
U54 HG003067 / HG / NHGRI NIH HHS / United States
UL1 RR024153 / RR / NCRR NIH HHS / United States
RC2 HL102926 / HL / NHLBI NIH HHS / United States
U01 DK085524 / DK / NIDDK NIH HHS / United States
UL1 TR002548 / TR / NCATS NIH HHS / United States
R01 AG057909 / AG / NIA NIH HHS / United States
UM1 DK105554 / DK / NIDDK NIH HHS / United States
U01 DK085545 / DK / NIDDK NIH HHS / United States
N01HC95163 / HL / NHLBI NIH HHS / United States
U01 HL080295 / HL / NHLBI NIH HHS / United States
HHSN268201500001C / HL / NHLBI NIH HHS / United States
UL1 TR001079 / TR / NCATS NIH HHS / United States
U01 DK057295 / DK / NIDDK NIH HHS / United States
R01 HL092577 / HL / NHLBI NIH HHS / United States
UL1 TR001863 / TR / NCATS NIH HHS / United States
K01 DK107836 / DK / NIDDK NIH HHS / United States
UL1 RR025780 / RR / NCRR NIH HHS / United States
U01 HL130114 / HL / NHLBI NIH HHS / United States
K23 DK114551 / DK / NIDDK NIH HHS / United States
R01 DK098032 / DK / NIDDK NIH HHS / United States
HHSN268200800007C / HL / NHLBI NIH HHS / United States
M01 RR000069 / RR / NCRR NIH HHS / United States
N01HC95169 / HL / NHLBI NIH HHS / United States
R01 DK072193 / DK / NIDDK NIH HHS / United States
M01 RR000036 / RR / NCRR NIH HHS / United States
R01 HL086694 / HL / NHLBI NIH HHS / United States
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R01 DK110113 / DK / NIDDK NIH HHS / United States
HHSN268201300048C / HL / NHLBI NIH HHS / United States
R01 DK107786 / DK / NIDDK NIH HHS / United States
U01 DK061242 / DK / NIDDK NIH HHS / United States
N01HC95164 / HL / NHLBI NIH HHS / United States
UL1 RR024992 / RR / NCRR NIH HHS / United States
N01HC55222 / HL / NHLBI NIH HHS / United States
U54 HG003273 / HG / NHGRI NIH HHS / United States
N01HC95162 / HL / NHLBI NIH HHS / United States
R01 DK047482 / DK / NIDDK NIH HHS / United States
N01HC85086 / HL / NHLBI NIH HHS / United States
N01HC95168 / HL / NHLBI NIH HHS / United States
U01 DK105535 / DK / NIDDK NIH HHS / United States
R01 DK062370 / DK / NIDDK NIH HHS / United States
R01 HL105756 / HL / NHLBI NIH HHS / United States
P30 DK063491 / DK / NIDDK NIH HHS / United States
RC2 HL102924 / HL / NHLBI NIH HHS / United States
R01 AG008122 / AG / NIA NIH HHS / United States
HHSN268201300049C / HL / NHLBI NIH HHS / United States
U01 DK061212 / DK / NIDDK NIH HHS / United States
HHSN268201700002C / HL / NHLBI NIH HHS / United States
R01 DK066358 / DK / NIDDK NIH HHS / United States
HHSN268201200036C / HL / NHLBI NIH HHS / United States
R01 DK101855 / DK / NIDDK NIH HHS / United States
HHSN268201800001C / HL / NHLBI NIH HHS / United States
HHSN268201700001I / HL / NHLBI NIH HHS / United States
M01 RR001066 / RR / NCRR NIH HHS / United States
R01 AG033193 / AG / NIA NIH HHS / United States
M01 RR014467 / RR / NCRR NIH HHS / United States
HHSN268201700004I / HL / NHLBI NIH HHS / United States
F32 DK117558 / DK / NIDDK NIH HHS / United States
N01HC95165 / HL / NHLBI NIH HHS / United States
N01HC95159 / HL / NHLBI NIH HHS / United States
HHSN268201500001I / HL / NHLBI NIH HHS / United States
K24 DK080140 / DK / NIDDK NIH HHS / United States
U01 DK061230 / DK / NIDDK NIH HHS / United States
RC2 DK088389 / DK / NIDDK NIH HHS / United States
N01HC95161 / HL / NHLBI NIH HHS / United States
HHSN268201300047C / HL / NHLBI NIH HHS / United States
UL1 TR001420 / TR / NCATS NIH HHS / United States
U01 DK085526 / DK / NIDDK NIH HHS / United States
HHSN268201300050C / HL / NHLBI NIH HHS / United States
P01 AG027734 / AG / NIA NIH HHS / United States
U01 DK078616 / DK / NIDDK NIH HHS / United States
U01 DK062370 / DK / NIDDK NIH HHS / United States
U01 DK105554 / DK / NIDDK NIH HHS / United States
P30 AG038072 / AG / NIA NIH HHS / United States
HHSN268201500003I / HL / NHLBI NIH HHS / United States
P30 DK057521 / DK / NIDDK NIH HHS / United States
M01 RR000043 / RR / NCRR NIH HHS / United States
HHSN268201700005C / HL / NHLBI NIH HHS / United States
HHSN268201700001C / HL / NHLBI NIH HHS / United States
N01HC85082 / HL / NHLBI NIH HHS / United States
N01HC95167 / HL / NHLBI NIH HHS / United States
HHSN268201700003C / HL / NHLBI NIH HHS / United States
N01HC85083 / HL / NHLBI NIH HHS / United States
N01HC25195 / HL / NHLBI NIH HHS / United States
L30 DK106874 / DK / NIDDK NIH HHS / United States
RC2 HL103010 / HL / NHLBI NIH HHS / United States
HHSN268201700004C / HL / NHLBI NIH HHS / United States
UL1 TR000040 / TR / NCATS NIH HHS / United States
HHSN268201300046C / HL / NHLBI NIH HHS / United States
UL1 RR025758 / RR / NCRR NIH HHS / United States
WT_ / Wellcome Trust / United Kingdom
HHSN268201700002I / HL / NHLBI NIH HHS / United States
HHSN268201700005I / HL / NHLBI NIH HHS / United States
M01 RR000084 / RR / NCRR NIH HHS / United States
N01HC85079 / HL / NHLBI NIH HHS / United States
N01HC95166 / HL / NHLBI NIH HHS / United States
MC_PC_13040 / MRC_ / Medical Research Council / United Kingdom
R01 AG023629 / AG / NIA NIH HHS / United States
UL1 TR001881 / TR / NCATS NIH HHS / United States
G0601261 / MRC_ / Medical Research Council / United Kingdom
N01HC85080 / HL / NHLBI NIH HHS / United States
HHSN268201700003I / HL / NHLBI NIH HHS / United States
U54 GM115428 / GM / NIGMS NIH HHS / United States
UL1 TR002345 / TR / NCATS NIH HHS / United States
RC2 HL102925 / HL / NHLBI NIH HHS / United States
P30 DK020595 / DK / NIDDK NIH HHS / United States
M01 RR000125 / RR / NCRR NIH HHS / United States
R01 DK053889 / DK / NIDDK NIH HHS / United States
UL1 RR024134 / RR / NCRR NIH HHS / United States
N01HC85081 / HL / NHLBI NIH HHS / United States
U01 DK061239 / DK / NIDDK NIH HHS / United States
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