Detecting cancer risk
Methods, kits, and systems for assessing the risk of a human subject for developing a cancer, including genetic risk assessment, clinical risk assessment, and combinations of both to improve risk analysis. Technologies utilize, among other things, analyzing a sample of DNA obtained or derived from a subject to detect the genotype for a plurality of test genomic loci.
1 . A method for assessing risk for developing breast cancer comprising:
(1) obtaining genomic DNA (gDNA) from a blood, saliva, or fibroblast sample from a subject;
(2) sequencing, via targeted next generation sequencing, the gDNA to detect both the subject's genotype for a plurality of test genomic loci comprising at least 90 or more test genomic loci and a locus in linkage disequilibrium with one or more of said test genomic loci, and wherein the test genomic loci are selected from:
SNP
SNP
SNP
SNP
Designation
Designation
Designation
Designation
Panel 1
chr17:29230520:D
rs12662670
rs2236007
rs6507583
rs10069690
rs12710696
rs2363956
rs6678914
rs1011970
rs1292011
rs2380205
rs6762644
rs1045485
rs13162653
rs2588809
rs6796502
rs10472076
rs132390
rs2736108
rs6828523
rs1053338
rs13267382
rs2823093
rs6964587
rs10759243
rs13281615
rs2943559
rs704010
rs10771399
rs13329835
rs2981579
rs7072776
rs10941679
rs13365225
rs3760982
rs720475
rs10995190
rs13387042
rs3803662
rs72755295
rs11075995
rs1353747
rs3817198
rs745570
rs11199914
rs1432679
rs3903072
rs75915166
rs11242675
rs1436904
rs4245739
rs7707921
rs11249433
rs1550623
rs4593472
rs7726159
rs11552449
rs16857609
rs4808801
rs78540526
rs11571833
rs17356907
rs4849887
rs7904519
rs11621587
rs17529111
rs4973768
rs8170
rs11627032
rs17817449
rs527616
rs865686
rs11780156
rs17879961
rs554219
rs889312
rs11814448
rs186951
rs6001930
rs9257408
rs11820646
rs2012709
rs616488
rs941764
rs12048493
rs2016394
rs62070644
rs9693444
rs12405132
rs204247
rs6472903
rs9790517
rs12422552
rs2046210
rs6504950
rs999737
rs12493607
Panel 2
rs10069690
rs12710696
rs2363956
rs6507583
rs1011970
rs1292011
rs2380205
rs6678914
rs1045485
rs13162653
rs2588809
rs6762644
rs10472076
rs132390
rs2736108
rs6796502
rs1053338
rs13267382
rs2823093
rs6828523
rs10759243
rs13281615
rs2943559
rs6964587
rs10771399
rs13329835
rs2981579
rs704010
rs10941679
rs13365225
rs3760982
rs7072776
rs10995190
rs13387042
rs3803662
rs720475
rs11075995
rs1353747
rs3817198
rs72755295
rs11199914
rs1432679
rs3903072
rs745570
rs11242675
rs1436904
rs4245739
rs75915166
rs11249433
rs1550623
rs4593472
rs7707921
rs11552449
rs16857609
rs4808801
rs7726159
rs11571833
rs17356907
rs4849887
rs78540526
rs11627032
rs17529111
rs4973768
rs7904519
rs11780156
rs17817449
rs527616
rs8170
rs11814448
rs17879961
rs554219
rs865686
rs11820646
rs2012709
rs6001930
rs889312
rs12405132
rs2016394
rs616488
rs941764
rs12422552
rs204247
rs62070644
rs9693444
rs12493607
rs2046210
rs6472903
rs9790517
rs12662670
rs2236007
rs6504950
rs999737
Panel 3
rs10069690
rs13162653
rs2588809
rs6796502
rs1011970
rs132390
rs2736108
rs6828523
rs10472076
rs13267382
rs2823093
rs6964587
rs1053338
rs13281615
rs2943559
rs704010
rs10759243
rs13329835
rs2981579
rs7072776
rs10771399
rs13365225
rs3760982
rs720475
rs10941679
rs13387042
rs3803662
rs72755295
rs10995190
rs1353747
rs3817198
rs745570
rs11199914
rs1432679
rs3903072
rs75915166
rs11242675
rs1436904
rs4593472
rs7707921
rs11249433
rs1550623
rs4808801
rs7726159
rs11552449
rs16857609
rs4849887
rs78540526
rs11571833
rs17356907
rs4973768
rs7904519
rs11627032
rs17529111
rs527616
rs8170
rs11780156
rs17817449
rs554219
rs865686
rs11814448
rs17879961
rs6001930
rs889312
rs11820646
rs2012709
rs616488
rs941764
rs12405132
rs2016394
rs62070644
rs9693444
rs12493607
rs204247
rs6472903
rs9790517
rs12662670
rs2046210
rs6504950
rs999737
rs12710696
rs2236007
rs6507583
rs1292011
rs2363956
rs6762644
Panel 4
rs10069690
rs1292011
rs2236007
rs6762644
rs1011970
rs13162653
rs2588809
rs6796502
rs10472076
rs132390
rs2736108
rs6828523
rs1053338
rs13267382
rs2823093
rs6964587
rs10759243
rs13281615
rs2943559
rs704010
rs10771399
rs13329835
rs2981579
rs7072776
rs10941679
rs13365225
rs3760982
rs720475
rs10995190
rs13387042
rs3803662
rs72755295
rs11199914
rs1353747
rs3817198
rs745570
rs11242675
rs1432679
rs3903072
rs75915166
rs11249433
rs1436904
rs4593472
rs7707921
rs11552449
rs1550623
rs4808801
rs7726159
rs11571833
rs16857609
rs4849887
rs78540526
rs11627032
rs17356907
rs4973768
rs7904519
rs11780156
rs17529111
rs527616
rs865686
rs11814448
rs17817449
rs554219
rs889312
rs11820646
rs17879961
rs6001930
rs941764
rs12048493
rs2012709
rs616488
rs9693444
rs12405132
rs2016394
rs6472903
rs999737
rs12493607
rs204247
rs6504950
rs12662670
rs2046210
rs6507583
and
(3) determining or estimating the subject's risk for developing breast cancer based at least in part on the genotypes detected in (2), and a test score derived from the genotypes detected in (2), wherein calculating the test score comprises calculating, using a computer program, the following general formula: Σ (weighted genotype value for each test locus) , where the weighted genotype value for each test locus=(Coefficient)*((Genotype Value)−(Mean Allele Copy Value)).
2 . The method for assessing risk for developing breast cancer of claim 1 , further comprising
(4)(a) diagnosing a subject for whom the score in (3) exceeds a reference score as having a test likelihood of developing breast cancer that is higher than a reference likelihood of developing breast cancer, or
(4)(b) diagnosing a subject for whom the score in (3) does not exceed a reference score as having a test likelihood of developing breast cancer that is equal to or lower than a reference likelihood of developing breast cancer.
3 . The method of claim 2 , further comprising determining or estimating the subject's percent probability of developing breast cancer within one or more specific periods of time.
4 . The method of claim 3 , wherein the periods of time are chosen from the next five years; a plurality of five-, ten-, 15-, or 20-year intervals; the remainder of the subject's expected lifetime; or any time before a specific age selected from 50, 55, 60, 65, 70, 75, 80, 85, or 90 years of age.
5 . The method of claim 1 , wherein the subject does not or has been determined to not harbor a pathogenic or likely pathogenic variant in one or more genes or panel of genes selected from:
Gene
#
Panel B
Panel C
Panel D
Panel E
Panel F
Panel G
1
BRCA1
BRCA1
BRCA1
MLH1
BRCA1
BRCA1
2
BRCA2
BRCA2
BRCA2
MSH2
BRCA2
BRCA2
3
MLH1
MLH1
CHEK2
MSH6
MLH1
MLH1
4
MSH2
MSH2
ATM
PMS2
MSH2
MSH2
5
MSH6
MSH6
NBN
BRCA1
MSH6
MSH6
6
PMS2
PMS2
PALB2
BRCA2
PMS2
PMS2
7
EPCAM
EPCAM
BARD1
ATM
EPCAM
EPCAM
8
MUTYH
MUTYH
BRIP1
BARD1
APC
APC
9
APC
APC
PMS2
BRIP1
MUTYH
MUTYH
10
CDKN2A
CDKN2A
MSH2
CHEK2
PALB2
PALB2
11
PALB2
PALB2
MSH6
MUTYH
CDKN2A
CHEK2
12
SMAD4
SMAD4
TP53
RAD50
CDK4
PTEN
13
BMPR1A
BMPR1A
MUTYH
EPCAM
TP53
STK11
14
TP53
TP53
PTEN
CDH1
15
PTEN
PTEN
CDH1
TP53
16
STK11
STK11
STK11
ATM
17
CDH1
CDH1
SMAD4
RAD51C
18
NBN1
NBN1
BMPR1A
RAD51D
19
CHEK2
CHEK2
ATM
BRIP1
20
RAD51C
RAD51C
CHEK2
BARD1
21
RAD51D
RAD51D
RAD51C
BMPR1A
22
BRIP1
BRIP1
RAD51D
SMAD4
23
BARD1
BARD1
MLH3
CDKN2A
24
ATM
ATM
BRIP1
CDK4
25
CDK4
CDK4
BARD1
RAD50
26
RAD50
NSB1
NBN
27
MRE11A
RAD50
MRE11
28
MLH3
MRE11A
MLH3
29
MITF
HOXB13
30
ELAC2
Gene
#
Panel H
Panel I
Panel J
Panel K
Panel L
Panel M
Panel N
1
APC
ATM
APC
BLM
ATR
BRCA1
BRCA1
2
BRCA1
BMPR1A
ATM
CEBPA
BARD1
BRCA2
BRCA2
3
BRCA2
CDH1
BMPR1A
FLCN
BRAF
MLH1
MLH1
4
CDKN2A
CDK4
BRCA1
MEN1
BRIP1
MSH2
MSH2
5
EPCAM
CHEK2
BRCA2
PTCH
FANCA
MSH6
MSH6
6
MLH1
HOXB13
CDH1
RET
FANCB
PMS2
PMS2
7
MSH2
TP53
CDK4
SDHAF2
FANCC
EPCAM
EPCAM
8
MSH6
PTEN
CDKN2A
SDHB
FANCD2
MUTYH
MUTYH
9
MUTYH
SMAD4
CHEK2
SDHC
FANCE
APC
APC
10
PALB2
STK11
EPCAM
SDHD
FANCF
CDKN2A
CDKN2A
11
PMS2
MLH1
TMEM127
FANCG
PALB2
PALB2
12
MSH2
VHL
FANCI
SMAD4
SMAD4
13
MSH6
FANCL
BMPR1A
BMPR1A
14
MUTYH
FANCM
TP53
TP53
15
TP53
KRAS
PTEN
PTEN
16
PALB2
MLH3
STK11
STK11
17
PMS2
MRE11
CDH1
CDH1
18
PTEN
NBS1
NBN1
NBN1
19
SMAD4
PIK3CA
CHEK2
CHEK2
20
STK11
PMS1
RAD51C
RAD51C
21
RAD50
RAD51D
RAD51D
22
RAD51C
BRIP1
BRIP1
23
BARD1
BARD1
24
ATM
ATM
25
CDK4
CDK4
26
MITF
27
ELAC2
Gene
Gene
Gene
Gene
#
Symbol
Gene #
Symbol
Gene #
Symbol
1
BRCA1
24
PALB2
47
RAD50
2
BRCA2
25
TP53
48
MRE11
3
MLH1
26
FANCL
49
BRIP1
4
MSH2
27
BLM
50
FLCN
5
PMS2
28
CDK4
51
TMEM127
6
MLH3
29
CDKN2A
52
PIK3CA
7
EPCAM
30
ATM
53
KRAS
8
MSH6
31
PTCH1
54
BRAF
9
APC
32
CHEK2
55
HOXB13
10
PMS1
33
RAD51C
56
ATR
11
PTEN
34
CEBPA
57
BAP1
12
STK11
35
NBS1
58
CFTR
13
RET
36
FANCA
59
CTRC
14
SDHD
37
FANCC
60
FGFR2
15
SDHC
38
FANCD2
61
FH
16
SDHB
39
FANCE
62
HRAS
17
SDHAF2
40
FANCG
63
KITLG
18
CDH1
41
FANCI
64
NF1
19
MUTYH
42
FANCM
65
NF2
20
SMAD4
43
RAD51D
66
PRSS1
21
MEN1
44
FANCF
67
RB1
22
VHL
45
FANCB
68
SPINK1
23
BMPR1A
46
BARD1
69
TGFB2
Gene
Gene
Gene
Gene
#
Symbol
Gene #
Symbol
Gene #
Symbol
1
BRCA1
24
VHL
47
NBS1
2
BRCA2
25
MEN1
48
RAD50
3
MLH1
26
RET
49
FANCA
4
MSH2
27
NF1
50
FANCB
5
MSH6
28
NF2
51
FANCC
6
PMS2
29
RB1
52
FANCD2
7
EPCAM
30
PTCH1
53
FANCE
8
APC
31
FH
54
FANCF
9
MUTYH
32
BLM
55
FANCG
10
PALB2
33
CEBPA
56
FANCI
11
CDKN2A
34
FLCN
57
FANCL
12
CDK4
35
SDHB
58
FANCM
13
TP53
36
SDHC
59
ATR
14
PTEN
37
SDHD
60
HRAS
15
CDH1
38
SDHAF2
61
TGFB2
16
STK11
39
TMEM127
62
FGFR2
17
SMAD4
40
CFTR
63
BAP1
18
BMPR1A
41
PRSS1
64
KITLG
19
ATM
42
CTRC
65
BRAF
20
CHEK2
43
SPINK1
66
MRE11
21
RAD51C
44
KRAS
67
PIK3CA
22
RAD51D
45
BRIP1
68
PMS1
23
MLH3
46
BARD1
69
HOXB13
6 . The method of claim 5 , wherein the plurality of test genes comprise: APC, ATM, BAP1, BARD1, BMPR1A, BRCA1, BRCA2, BRIP1, CDH1, CDK4, CDKN2A, CHEK2, EPCAM, FH, FLCN, HOXB13, MEN1, MITF, MLH1, MSH2, MSH6, MUTYH, PALB2, PMS2, PTEN, RAD51C, RAD51D, RET, SDHB, SDHC, SDHD, SMAD4, STK11, TP53, and VHL.
7 . The method of claim 1 , wherein determining in (3) comprises determining or estimating the subject's percent probability of developing breast cancer within one or more specific periods of time.
8 . The method of claim 7 , wherein the periods of time are chosen from the next five years; a plurality of five-, ten-, 15-, or 20-year intervals; the remainder of the subject's expected lifetime; or any time before a specific age selected from 50, 55, 60, 65, 70, 75, 80, 85, or 90 years of age.
9 . The method of claim 1 , wherein determining in (3) comprises determining the subject's risk for developing breast cancer attributable or allocable to the genotypes detected in (2) in combination with other risk factors or calculations to yield a composite risk score or estimation.
10 . The method of claim 1 , wherein the subject has a significant family history of breast cancer and tested negative for known high and intermediate risk mutations.
11 . The method of claim 1 , further comprising outputting the risk of the subject for developing breast cancer.
12 . The method of claim 1 , wherein the test genomic loci comprise: rs616488, rs11552449, rs11249433, rs12405132, rs6678914, rs4245739, rs72755295, rs12710696, rs4849887, rs2016394, rs1550623, rs1045485, rs13387042, rs16857609, rs6762644, rs4973768, rs12493607, rs6796502, rs1053338, rs9790517, rs6828523, rs10069690, rs7726159, rs2736108, rs13162653, rs2012709, rs10941679, rs889312, rs10472076, rs1353747, rs7707921, rs1432679, rs11242675, rs204247, rs17529111, rs12662670, rs2046210, rs6964587, rs4593472, rs720475, rs9693444, rs13365225, rs6472903, rs2943559, rs13267382, rs13281615, rs11780156, rs1011970, rs10759243, rs865686, rs2380205, rs7072776, rs11814448, rs10995190, rs704010, rs7904519, rs11199914, rs2981579, rs3817198, rs3903072, rs78540526, rs554219, rs75915166, rs11820646, rs12422552, rs10771399, rs17356907, rs1292011, rs11571833, rs2236007, rs2588809, rs999737, rs941764, rs11627032, rs3803662, rs17817449, rs11075995, rs13329835, rs6504950, rs745570, rs527616, rs1436904, rs6507583, rs8170, rs2363956, rs4808801, rs3760982, rs2823093, rs17879961, rs132390, and rs6001930.
13 . A method for assessing risk for developing breast cancer comprising:
(1) obtaining genomic DNA (gDNA) from a blood, saliva, or fibroblast sample from a subject;
(2) sequencing, via next generation sequencing, the gDNA to detect the sequence for a plurality of test genes comprising at least 30 or more genes or any panel of genes selected from:
Gene
#
Panel B
Panel C
Panel D
Panel E
Panel F
Panel G
1
BRCA1
BRCA1
BRCA1
MLH1
BRCA1
BRCA1
2
BRCA2
BRCA2
BRCA2
MSH2
BRCA2
BRCA2
3
MLH1
MLH1
CHEK2
MSH6
MLH1
MLH1
4
MSH2
MSH2
ATM
PMS2
MSH2
MSH2
5
MSH6
MSH6
NBN
BRCA1
MSH6
MSH6
6
PMS2
PMS2
PALB2
BRCA2
PMS2
PMS2
7
EPCAM
EPCAM
BARD1
ATM
EPCAM
EPCAM
8
MUTYH
MUTYH
BRIP1
BARD1
APC
APC
9
APC
APC
PMS2
BRIP1
MUTYH
MUTYH
10
CDKN2A
CDKN2A
MSH2
CHEK2
PALB2
PALB2
11
PALB2
PALB2
MSH6
MUTYH
CDKN2A
CHEK2
12
SMAD4
SMAD4
TP53
RAD50
CDK4
PTEN
13
BMPR1A
BMPR1A
MUTYH
EPCAM
TP53
STK11
14
TP53
TP53
PTEN
CDH1
15
PTEN
PTEN
CDH1
TP53
16
STK11
STK11
STK11
ATM
17
CDH1
CDH1
SMAD4
RAD51C
18
NBN1
NBN1
BMPR1A
RAD51D
19
CHEK2
CHEK2
ATM
BRIP1
20
RAD51C
RAD51C
CHEK2
BARD1
21
RAD51D
RAD51D
RAD51C
BMPR1A
22
BRIP1
BRIP1
RAD51D
SMAD4
23
BARD1
BARD1
MLH3
CDKN2A
24
ATM
ATM
BRIP1
CDK4
25
CDK4
CDK4
BARD1
RAD50
26
RAD50
NSB1
NBN
27
MRE11A
RAD50
MRE11
28
MLH3
MRE11A
MLH3
29
MITF
HOXB13
30
ELAC2
Gene
#
Panel H
Panel I
Panel J
Panel K
Panel L
Panel M
Panel N
1
APC
ATM
APC
BLM
ATR
BRCA1
BRCA1
2
BRCA1
BMPR1A
ATM
CEBPA
BARD1
BRCA2
BRCA2
3
BRCA2
CDH1
BMPR1A
FLCN
BRAF
MLH1
MLH1
4
CDKN2A
CDK4
BRCA1
MEN1
BRIP1
MSH2
MSH2
5
EPCAM
CHEK2
BRCA2
PTCH
FANCA
MSH6
MSH6
6
MLH1
HOXB13
CDH1
RET
FANCB
PMS2
PMS2
7
MSH2
TP53
CDK4
SDHAF2
FANCC
EPCAM
EPCAM
8
MSH6
PTEN
CDKN2A
SDHB
FANCD2
MUTYH
MUTYH
9
MUTYH
SMAD4
CHEK2
SDHC
FANCE
APC
APC
10
PALB2
STK11
EPCAM
SDHD
FANCF
CDKN2A
CDKN2A
11
PMS2
MLH1
TMEM127
FANCG
PALB2
PALB2
12
MSH2
VHL
FANCI
SMAD4
SMAD4
13
MSH6
FANCL
BMPR1A
BMPR1A
14
MUTYH
FANCM
TP53
TP53
15
TP53
KRAS
PTEN
PTEN
16
PALB2
MLH3
STK11
STK11
17
PMS2
MRE11
CDH1
CDH1
18
PTEN
NBS1
NBN1
NBN1
19
SMAD4
PIK3CA
CHEK2
CHEK2
20
STK11
PMS1
RAD51C
RAD51C
21
RAD50
RAD51D
RAD51D
22
RAD51C
BRIP1
BRIP1
23
BARD1
BARD1
24
ATM
ATM
25
CDK4
CDK4
26
MITF
27
ELAC2
Gene
Gene
Gene
Gene
#
Symbol
Gene #
Symbol
Gene #
Symbol
1
BRCA1
24
PALB2
47
RAD50
2
BRCA2
25
TP53
48
MRE11
3
MLH1
26
FANCL
49
BRIP1
4
MSH2
27
BLM
50
FLCN
5
PMS2
28
CDK4
51
TMEM127
6
MLH3
29
CDKN2A
52
PIK3CA
7
EPCAM
30
ATM
53
KRAS
8
MSH6
31
PTCH1
54
BRAF
9
APC
32
CHEK2
55
HOXB13
10
PMS1
33
RAD51C
56
ATR
11
PTEN
34
CEBPA
57
BAP1
12
STK11
35
NBS1
58
CFTR
13
RET
36
FANCA
59
CTRC
14
SDHD
37
FANCC
60
FGFR2
15
SDHC
38
FANCD2
61
FH
16
SDHB
39
FANCE
62
HRAS
17
SDHAF2
40
FANCG
63
KITLG
18
CDH1
41
FANCI
64
NF1
19
MUTYH
42
FANCM
65
NF2
20
SMAD4
43
RAD51D
66
PRSS1
21
MEN1
44
FANCF
67
RB1
22
VHL
45
FANCB
68
SPINK1
23
BMPR1A
46
BARD1
69
TGFB2
Gene
Gene
Gene
Gene
#
Symbol
Gene #
Symbol
Gene #
Symbol
1
BRCA1
24
VHL
47
NBS1
2
BRCA2
25
MEN1
48
RAD50
3
MLH1
26
RET
49
FANCA
4
MSH2
27
NF1
50
FANCB
5
MSH6
28
NF2
51
FANCC
6
PMS2
29
RB1
52
FANCD2
7
EPCAM
30
PTCH1
53
FANCE
8
APC
31
FH
54
FANCF
9
MUTYH
32
BLM
55
FANCG
10
PALB2
33
CEBPA
56
FANCI
11
CDKN2A
34
FLCN
57
FANCL
12
CDK4
35
SDHB
58
FANCM
13
TP53
36
SDHC
59
ATR
14
PTEN
37
SDHD
60
HRAS
15
CDH1
38
SDHAF2
61
TGFB2
16
STK11
39
TMEM127
62
FGFR2
17
SMAD4
40
CFTR
63
BAP1
18
BMPR1A
41
PRSS1
64
KITLG
19
ATM
42
CTRC
65
BRAF
20
CHEK2
43
SPINK1
66
MRE11
21
RAD51C
44
KRAS
67
PIK3CA
22
RAD51D
45
BRIP1
68
PMS1
23
MLH3
46
BARD1
69
HOXB13
(3) targeted next generation sequencing either the gDNA or a gDNA obtained or derived from a second blood, saliva, or fibroblast sample from the subject and genotyping (i) a plurality of test genomic loci comprising at least 90 or more test genomic loci wherein the test genomic loci comprise a Single Nucleotide Polymorphism (SNP), and (ii) one or more loci in linkage disequilibrium with a SNP, wherein the test genomic loci are selected from:
SNP
SNP
SNP
SNP
Designation
Designation
Designation
Designation
Panel 1
chr17:29230520:D
rs12662670
rs2236007
rs6507583
rs10069690
rs12710696
rs2363956
rs6678914
rs1011970
rs1292011
rs2380205
rs6762644
rs1045485
rs13162653
rs2588809
rs6796502
rs10472076
rs132390
rs2736108
rs6828523
rs1053338
rs13267382
rs2823093
rs6964587
rs10759243
rs13281615
rs2943559
rs704010
rs10771399
rs13329835
rs2981579
rs7072776
rs10941679
rs13365225
rs3760982
rs720475
rs10995190
rs13387042
rs3803662
rs72755295
rs11075995
rs1353747
rs3817198
rs745570
rs11199914
rs1432679
rs3903072
rs75915166
rs11242675
rs1436904
rs4245739
rs7707921
rs11249433
rs1550623
rs4593472
rs7726159
rs11552449
rs16857609
rs4808801
rs78540526
rs11571833
rs17356907
rs4849887
rs7904519
rs11621587
rs17529111
rs4973768
rs8170
rs11627032
rs17817449
rs527616
rs865686
rs11780156
rs17879961
rs554219
rs889312
rs11814448
rs186951
rs6001930
rs9257408
rs11820646
rs2012709
rs616488
rs941764
rs12048493
rs2016394
rs62070644
rs9693444
rs12405132
rs204247
rs6472903
rs9790517
rs12422552
rs2046210
rs6504950
rs999737
rs12493607
Panel 2
rs10069690
rs12710696
rs2363956
rs6507583
rs1011970
rs1292011
rs2380205
rs6678914
rs1045485
rs13162653
rs2588809
rs6762644
rs10472076
rs132390
rs2736108
rs6796502
rs1053338
rs13267382
rs2823093
rs6828523
rs10759243
rs13281615
rs2943559
rs6964587
rs10771399
rs13329835
rs2981579
rs704010
rs10941679
rs13365225
rs3760982
rs7072776
rs10995190
rs13387042
rs3803662
rs720475
rs11075995
rs1353747
rs3817198
rs72755295
rs11199914
rs1432679
rs3903072
rs745570
rs11242675
rs1436904
rs4245739
rs75915166
rs11249433
rs1550623
rs4593472
rs7707921
rs11552449
rs16857609
rs4808801
rs7726159
rs11571833
rs17356907
rs4849887
rs78540526
rs11627032
rs17529111
rs4973768
rs7904519
rs11780156
rs17817449
rs527616
rs8170
rs11814448
rs17879961
rs554219
rs865686
rs11820646
rs2012709
rs6001930
rs889312
rs12405132
rs2016394
rs616488
rs941764
rs12422552
rs204247
rs62070644
rs9693444
rs12493607
rs2046210
rs6472903
rs9790517
rs12662670
rs2236007
rs6504950
rs999737
Panel 3
rs10069690
rs13162653
rs2588809
rs6796502
rs1011970
rs132390
rs2736108
rs6828523
rs10472076
rs13267382
rs2823093
rs6964587
rs1053338
rs13281615
rs2943559
rs704010
rs10759243
rs13329835
rs2981579
rs7072776
rs10771399
rs13365225
rs3760982
rs720475
rs10941679
rs13387042
rs3803662
rs72755295
rs10995190
rs1353747
rs3817198
rs745570
rs11199914
rs1432679
rs3903072
rs75915166
rs11242675
rs1436904
rs4593472
rs7707921
rs11249433
rs1550623
rs4808801
rs7726159
rs11552449
rs16857609
rs4849887
rs78540526
rs11571833
rs17356907
rs4973768
rs7904519
rs11627032
rs17529111
rs527616
rs8170
rs11780156
rs17817449
rs554219
rs865686
rs11814448
rs17879961
rs6001930
rs889312
rs11820646
rs2012709
rs616488
rs941764
rs12405132
rs2016394
rs62070644
rs9693444
rs12493607
rs204247
rs6472903
rs9790517
rs12662670
rs2046210
rs6504950
rs999737
rs12710696
rs2236007
rs6507583
rs1292011
rs2363956
rs6762644
Panel 4
rs10069690
rs1292011
rs2236007
rs6762644
rs1011970
rs13162653
rs2588809
rs6796502
rs10472076
rs132390
rs2736108
rs6828523
rs1053338
rs13267382
rs2823093
rs6964587
rs10759243
rs13281615
rs2943559
rs704010
rs10771399
rs13329835
rs2981579
rs7072776
rs10941679
rs13365225
rs3760982
rs720475
rs10995190
rs13387042
rs3803662
rs72755295
rs11199914
rs1353747
rs3817198
rs745570
rs11242675
rs1432679
rs3903072
rs75915166
rs11249433
rs1436904
rs4593472
rs7707921
rs11552449
rs1550623
rs4808801
rs7726159
rs11571833
rs16857609
rs4849887
rs78540526
rs11627032
rs17356907
rs4973768
rs7904519
rs11780156
rs17529111
rs527616
rs865686
rs11814448
rs17817449
rs554219
rs889312
rs11820646
rs17879961
rs6001930
rs941764
rs12048493
rs2012709
rs616488
rs9693444
rs12405132
rs2016394
rs6472903
rs999737
rs12493607
rs204247
rs6504950
rs12662670
rs2046210
rs6507583
(4) calculating a test score incorporating or derived from the genotypes detected in (3), wherein calculating the test score comprises calculating, using a computer program, the following general formula: Σ (weighted genotype value for each test locus) , where the weighted genotype value for each test locus=(Coefficient)*((Genotype Value)−(Mean Allele Copy Value)); and
(5)(a) diagnosing a subject for whom the score in (4) exceeds a reference score as having a test likelihood of developing breast cancer that is higher than a reference likelihood of developing breast cancer, or
(5)(b) diagnosing a subject for whom the score in (4) does not exceed a reference score as having a test likelihood of developing breast cancer that is equal to or lower than a reference likelihood of developing breast cancer.
14 . The method of claim 13 , further comprising determining or estimating the subject's percent probability of developing breast cancer within one or more specific periods of time.
15 . The method of claim 14 , wherein the periods of time are chosen from the next five years; a plurality of five-, ten-, 15-, or 20-year intervals; the remainder of the subject's expected lifetime; or any time before a specific age selected from 50, 55, 60, 65, 70, 75, 80, 85, or 90 years of age.
16 . The method of claim 14 , wherein the percent probability of developing breast cancer is calculated according to Formula (I): Test score=1−(1−[Clinical Score]) exp(C1*[Test Score]) , or Formula (II): Test score=1−(1−[Clinical Score]) (exp(C1*[Test Score]+C2)) .
17 . The method of claim 13 , further comprising determining the subject's risk for developing breast cancer attributable or allocable to the genotypes detected in (3) in combination with other risk factors or calculations to yield a composite risk score or estimation.
18 . The method of claim 13 , further comprising outputting the risk of the subject for developing breast cancer.
19 . The method of claim 13 , wherein the test genomic loci comprise: rs616488, rs11552449, rs11249433, rs12405132, rs6678914, rs4245739, rs72755295, rs12710696, rs4849887, rs2016394, rs1550623, rs1045485, rs13387042, rs16857609, rs6762644, rs4973768, rs12493607, rs6796502, rs1053338, rs9790517, rs6828523, rs10069690, rs7726159, rs2736108, rs13162653, rs2012709, rs10941679, rs889312, rs10472076, rs1353747, rs7707921, rs1432679, rs11242675, rs204247, rs17529111, rs12662670, rs2046210, rs6964587, rs4593472, rs720475, rs9693444, rs13365225, rs6472903, rs2943559, rs13267382, rs13281615, rs11780156, rs1011970, rs10759243, rs865686, rs2380205, rs7072776, rs11814448, rs10995190, rs704010, rs7904519, rs11199914, rs2981579, rs3817198, rs3903072, rs78540526, rs554219, rs75915166, rs11820646, rs12422552, rs10771399, rs17356907, rs1292011, rs11571833, rs2236007, rs2588809, rs999737, rs941764, rs11627032, rs3803662, rs17817449, rs11075995, rs13329835, rs6504950, rs745570, rs527616, rs1436904, rs6507583, rs8170, rs2363956, rs4808801, rs3760982, rs2823093, rs17879961, rs132390, and rs6001930.
20 . The method of claim 13 , wherein the plurality of test genes comprise: APC, ATM, BAP1, BARD1, BMPR1A, BRCA1, BRCA2, BRIP1, CDH1, CDK4, CDKN2A, CHEK2, EPCAM, FH, FLCN, HOXB13, MEN1, MITF, MLH1, MSH2, MSH6, MUTYH, PALB2, PMS2, PTEN, RAD51C, RAD51D, RET, SDHB, SDHC, SDHD, SMAD4, STK11, TP53, and VHL.
21 . A method of calculating a test score comprising:
(1) targeted next generation sequencing genomic DNA (gDNA) obtained or derived from a blood, saliva, or fibroblast sample from a subject to detect both the subject's genotype for a plurality of test genomic loci comprising at least 90 or more test genomic loci and a locus in linkage disequilibrium with one or more of said test genomic loci, and wherein the test genomic loci are selected from:
SNP
SNP
SNP
SNP
Designation
Designation
Designation
Designation
Panel 1
chr17:29230520:D
rs12662670
rs2236007
rs6507583
rs10069690
rs12710696
rs2363956
rs6678914
rs1011970
rs1292011
rs2380205
rs6762644
rs1045485
rs13162653
rs2588809
rs6796502
rs10472076
rs132390
rs2736108
rs6828523
rs1053338
rs13267382
rs2823093
rs6964587
rs10759243
rs13281615
rs2943559
rs704010
rs10771399
rs13329835
rs2981579
rs7072776
rs10941679
rs13365225
rs3760982
rs720475
rs10995190
rs13387042
rs3803662
rs72755295
rs11075995
rs1353747
rs3817198
rs745570
rs11199914
rs1432679
rs3903072
rs75915166
rs11242675
rs1436904
rs4245739
rs7707921
rs11249433
rs1550623
rs4593472
rs7726159
rs11552449
rs16857609
rs4808801
rs78540526
rs11571833
rs17356907
rs4849887
rs7904519
rs11621587
rs17529111
rs4973768
rs8170
rs11627032
rs17817449
rs527616
rs865686
rs11780156
rs17879961
rs554219
rs889312
rs11814448
rs186951
rs6001930
rs9257408
rs11820646
rs2012709
rs616488
rs941764
rs12048493
rs2016394
rs62070644
rs9693444
rs12405132
rs204247
rs6472903
rs9790517
rs12422552
rs2046210
rs6504950
rs999737
rs12493607
Panel 2
rs10069690
rs12710696
rs2363956
rs6507583
rs1011970
rs1292011
rs2380205
rs6678914
rs1045485
rs13162653
rs2588809
rs6762644
rs10472076
rs132390
rs2736108
rs6796502
rs1053338
rs13267382
rs2823093
rs6828523
rs10759243
rs13281615
rs2943559
rs6964587
rs10771399
rs13329835
rs2981579
rs704010
rs10941679
rs13365225
rs3760982
rs7072776
rs10995190
rs13387042
rs3803662
rs720475
rs11075995
rs1353747
rs3817198
rs72755295
rs11199914
rs1432679
rs3903072
rs745570
rs11242675
rs1436904
rs4245739
rs75915166
rs11249433
rs1550623
rs4593472
rs7707921
rs11552449
rs16857609
rs4808801
rs7726159
rs11571833
rs17356907
rs4849887
rs78540526
rs11627032
rs17529111
rs4973768
rs7904519
rs11780156
rs17817449
rs527616
rs8170
rs11814448
rs17879961
rs554219
rs865686
rs11820646
rs2012709
rs6001930
rs889312
rs12405132
rs2016394
rs616488
rs941764
rs12422552
rs204247
rs62070644
rs9693444
rs12493607
rs2046210
rs6472903
rs9790517
rs12662670
rs2236007
rs6504950
rs999737
Panel 3
rs10069690
rs13162653
rs2588809
rs6796502
rs1011970
rs132390
rs2736108
rs6828523
rs10472076
rs13267382
rs2823093
rs6964587
rs1053338
rs13281615
rs2943559
rs704010
rs10759243
rs13329835
rs2981579
rs7072776
rs10771399
rs13365225
rs3760982
rs720475
rs10941679
rs13387042
rs3803662
rs72755295
rs10995190
rs1353747
rs3817198
rs745570
rs11199914
rs1432679
rs3903072
rs75915166
rs11242675
rs1436904
rs4593472
rs7707921
rs11249433
rs1550623
rs4808801
rs7726159
rs11552449
rs16857609
rs4849887
rs78540526
rs11571833
rs17356907
rs4973768
rs7904519
rs11627032
rs17529111
rs527616
rs8170
rs11780156
rs17817449
rs554219
rs865686
rs11814448
rs17879961
rs6001930
rs889312
rs11820646
rs2012709
rs616488
rs941764
rs12405132
rs2016394
rs62070644
rs9693444
rs12493607
rs204247
rs6472903
rs9790517
rs12662670
rs2046210
rs6504950
rs999737
rs12710696
rs2236007
rs6507583
rs1292011
rs2363956
rs6762644
Panel 4
rs10069690
rs1292011
rs2236007
rs6762644
rs1011970
rs13162653
rs2588809
rs6796502
rs10472076
rs132390
rs2736108
rs6828523
rs1053338
rs13267382
rs2823093
rs6964587
rs10759243
rs13281615
rs2943559
rs704010
rs10771399
rs13329835
rs2981579
rs7072776
rs10941679
rs13365225
rs3760982
rs720475
rs10995190
rs13387042
rs3803662
rs72755295
rs11199914
rs1353747
rs3817198
rs745570
rs11242675
rs1432679
rs3903072
rs75915166
rs11249433
rs1436904
rs4593472
rs7707921
rs11552449
rs1550623
rs4808801
rs7726159
rs11571833
rs16857609
rs4849887
rs78540526
rs11627032
rs17356907
rs4973768
rs7904519
rs11780156
rs17529111
rs527616
rs865686
rs11814448
rs17817449
rs554219
rs889312
rs11820646
rs17879961
rs6001930
rs941764
rs12048493
rs2012709
rs616488
rs9693444
rs12405132
rs2016394
rs6472903
rs999737
rs12493607
rs204247
rs6504950
rs12662670
rs2046210
rs6507583
(2) determining or estimating the subject's risk for developing breast cancer based at least in part on the genotypes detected in (1), and a test score derived from the genotypes detected in (1), wherein calculating the test score comprises calculating, using a computer program, the following general formula: Σ (weighted genotype value for each test locus) , where weighted genotype value for each test locus=(Coefficient)*((Genotype Value)−(Mean Allele Copy Value)).
22 . The method of claim 21 , further comprising outputting the risk of the subject for developing breast cancer.
23 . The method of claim 21 , wherein the test genomic loci comprise: rs616488, rs11552449, rs11249433, rs12405132, rs6678914, rs4245739, rs72755295, rs12710696, rs4849887, rs2016394, rs1550623, rs1045485, rs13387042, rs16857609, rs6762644, rs4973768, rs12493607, rs6796502, rs1053338, rs9790517, rs6828523, rs10069690, rs7726159, rs2736108, rs13162653, rs2012709, rs10941679, rs889312, rs10472076, rs1353747, rs7707921, rs1432679, rs11242675, rs204247, rs17529111, rs12662670, rs2046210, rs6964587, rs4593472, rs720475, rs9693444, rs13365225, rs6472903, rs2943559, rs13267382, rs13281615, rs11780156, rs1011970, rs10759243, rs865686, rs2380205, rs7072776, rs11814448, rs10995190, rs704010, rs7904519, rs11199914, rs2981579, rs3817198, rs3903072, rs78540526, rs554219, rs75915166, rs11820646, rs12422552, rs10771399, rs17356907, rs1292011, rs11571833, rs2236007, rs2588809, rs999737, rs941764, rs11627032, rs3803662, rs17817449, rs11075995, rs13329835, rs6504950, rs745570, rs527616, rs1436904, rs6507583, rs8170, rs2363956, rs4808801, rs3760982, rs2823093, rs17879961, rs132390, and rs6001930.
24 . A method for assessing risk for developing breast cancer of a subject comprising:
(1) obtaining genomic DNA (gDNA) obtained or derived from a blood, saliva, or fibroblast sample from a subject;
(2) sequencing, via next generation sequencing, the gDNA to detect the sequence for a plurality of test genes comprising at least 30 or more genes, wherein the plurality of test genes comprise: APC, ATM, BAP1, BARD1, BMPR1A, BRCA1, BRCA2, BRIP1, CDH1, CDK4, CDKN2A, CHEK2, EPCAM, FH, FLCN, HOXB13, MEN1, MITF, MLH1, MSH2, MSH6, MUTYH, PALB2, PMS2, PTEN, RAD51C, RAD51D, RET, SDHB, SDHC, SDHD, SMAD4, STK11, TP53, and VHL;
(3) targeted next generation sequencing either the gDNA or gDNA obtained or derived from a second blood, saliva, or fibroblast sample from the subject and genotyping (i) a plurality of test genomic loci comprising at least 90 or more test genomic loci wherein the test genomic loci comprise a SNP, and (ii) one or more loci in linkage disequilibrium with a SNP, wherein the test genomic loci comprise: rs616488, rs11552449, rs11249433, rs12405132, rs6678914, rs4245739, rs72755295, rs12710696, rs4849887, rs2016394, rs1550623, rs1045485, rs13387042, rs16857609, rs6762644, rs4973768, rs12493607, rs6796502, rs1053338, rs9790517, rs6828523, rs10069690, rs7726159, rs2736108, rs13162653, rs2012709, rs10941679, rs889312, rs10472076, rs1353747, rs7707921, rs1432679, rs11242675, rs204247, rs17529111, rs12662670, rs2046210, rs6964587, rs4593472, rs720475, rs9693444, rs13365225, rs6472903, rs2943559, rs13267382, rs13281615, rs11780156, rs1011970, rs10759243, rs865686, rs2380205, rs7072776, rs11814448, rs10995190, rs704010, rs7904519, rs11199914, rs2981579, rs3817198, rs3903072, rs78540526, rs554219, rs75915166, rs11820646, rs12422552, rs10771399, rs17356907, rs1292011, rs11571833, rs2236007, rs2588809, rs999737, rs941764, rs11627032, rs3803662, rs17817449, rs11075995, rs13329835, rs6504950, rs745570, rs527616, rs1436904, rs6507583, rs8170, rs2363956, rs4808801, rs3760982, rs2823093, rs17879961, rs132390, and rs6001930;
(4) calculating a test score incorporating or derived from the genotypes detected in (3), wherein calculating the test score comprises calculating, using the a computer program, the following general formula: Σ (weighted genotype value for each test locus) , where the weighted genotype value for each test locus=(Coefficient)*((Genotype Value)−(Mean Allele Copy Value)); and
(5)(a) diagnosing a subject for whom the score in (4) exceeds a reference score as having a test likelihood of developing breast cancer that is higher than a reference likelihood of developing breast cancer; or
(5)(b) diagnosing a subject for whom the score in (4) does not exceed a reference score as having a test likelihood of developing breast cancer that is equal to or lower than a reference likelihood of developing breast cancer.
25 . A method for genotyping a subject determined to have a risk for developing breast cancer, comprising:
(1) sequencing a gDNA from a blood, saliva, or fibroblast sample from the subject for a plurality of test genes comprising 30-50 genes, wherein the plurality of test genes comprises: APC, ATM, BAP1, BARD1, BMPR1A, BRCA1, BRCA2, BRIP1, CDH1, CDK4, CDKN2A, CHEK2, EPCAM, FH, FLCN, HOXB13, MEN1, MITF, MLH1, MSH2, MSH6, MUTYH, PALB2, PMS2, PTEN, RAD51C, RAD51D, RET, SDHB, SDHC, SDHD, SMAD4, STK11, TP53, and VHL; and
(2) targeted sequencing either the gDNA or gDNA from a second blood, saliva, or fibroblast sample from the subject and genotyping (i) a plurality of test genomic loci comprising 90-150 test genomic loci, wherein the test genomic loci comprise a SNP or (ii) one or more loci in linkage disequilibrium with the test genomic loci, wherein the test genomic loci comprise: rs616488, rs11552449, rs11249433, rs12405132, rs6678914, rs4245739, rs72755295, rs12710696, rs4849887, rs2016394, rs1550623, rs1045485, rs13387042, rs16857609, rs6762644, rs4973768, rs12493607, rs6796502, rs1053338, rs9790517, rs6828523, rs10069690, rs7726159, rs2736108, rs13162653, rs2012709, rs10941679, rs889312, rs10472076, rs1353747, rs7707921, rs1432679, rs11242675, rs204247, rs17529111, rs12662670, rs2046210, rs6964587, rs4593472, rs720475, rs9693444, rs13365225, rs6472903, rs2943559, rs13267382, rs13281615, rs11780156, rs1011970, rs10759243, rs865686, rs2380205, rs7072776, rs11814448, rs10995190, rs704010, rs7904519, rs11199914, rs2981579, rs3817198, rs3903072, rs78540526, rs554219, rs75915166, rs11820646, rs12422552, rs10771399, rs17356907, rs1292011, rs11571833, rs2236007, rs2588809, rs999737, rs941764, rs11627032, rs3803662, rs17817449, rs11075995, rs13329835, rs6504950, rs745570, rs527616, rs1436904, rs6507583, rs8170, rs2363956, rs4808801, rs3760982, rs2823093, rs17879961, rs132390, and rs6001930;
thereby providing a genotype for each of the test genes and test genomic loci.
26 . A method of sequencing genomic DNA (gDNA) from a sample, comprising:
(1) sequencing a gDNA from a blood, saliva, or fibroblast sample for a plurality of test genes comprising 30-50 genes, wherein the plurality of test genes comprises: APC, ATM, BAP1, BARD1, BMPR1A, BRCA1, BRCA2, BRIP1, CDH1, CDK4, CDKN2A, CHEK2, EPCAM, FH, FLCN, HOXB13, MEN1, MITF, MLH1, MSH2, MSH6, MUTYH, PALB2, PMS2, PTEN, RAD51C, RAD51D, RET, SDHB, SDHC, SDHD, SMAD4, STK11, TP53, and VHL; and
(2) targeted sequencing the gDNA for (i) a plurality of test genomic loci comprising 90-150 test genomic loci, wherein the test genomic loci comprise a SNP or (ii) one or more loci in linkage disequilibrium with the test genomic loci, wherein the test genomic loci comprise: rs616488, rs11552449, rs11249433, rs12405132, rs6678914, rs4245739, rs72755295, rs12710696, rs4849887, rs2016394, rs1550623, rs1045485, rs13387042, rs16857609, rs6762644, rs4973768, rs12493607, rs6796502, rs1053338, rs9790517, rs6828523, rs10069690, rs7726159, rs2736108, rs13162653, rs2012709, rs10941679, rs889312, rs10472076, rs1353747, rs7707921, rs1432679, rs11242675, rs204247, rs17529111, rs12662670, rs2046210, rs6964587, rs4593472, rs720475, rs9693444, rs13365225, rs6472903, rs2943559, rs13267382, rs13281615, rs11780156, rs1011970, rs10759243, rs865686, rs2380205, rs7072776, rs11814448, rs10995190, rs704010, rs7904519, rs11199914, rs2981579, rs3817198, rs3903072, rs78540526, rs554219, rs75915166, rs11820646, rs12422552, rs10771399, rs17356907, rs1292011, rs11571833, rs2236007, rs2588809, rs999737, rs941764, rs11627032, rs3803662, rs17817449, rs11075995, rs13329835, rs6504950, rs745570, rs527616, rs1436904, rs6507583, rs8170, rs2363956, rs4808801, rs3760982, rs2823093, rs17879961, rs132390, and rs6001930;
wherein blood, saliva, or fibroblast sample is obtained from a subject suspected to be at risk of developing breast cancer.