Human methylome studies SRP198624 Track Settings
Study title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma
SRA: SRP198624
GEO: not found
Pubmed: not found
Experiment
Label
Methylation
Coverage
HMRs
HMR size
AMRs
AMR size
PMDs
PMD size
Conversion
Details
SRX5846246
Esophagus
0.696
10.7
37872
1301.1
607
838.7
2146
10325.8
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC15", "age": "36", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846247
Esophagus
0.602
15.5
59829
9906.6
2523
898.6
1642
763359.6
0.983
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC15", "age": "36", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846248
Esophagus
0.700
14.7
36838
1211.6
1731
897.3
2131
10472.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC34", "age": "62", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846249
Esophagus
0.464
13.2
65764
11312.1
1411
1049.9
3730
279966.9
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC34", "age": "62", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846250
Esophagus
0.641
11.1
35076
1301.1
849
843.1
1321
10338.9
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC13", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846251
Esophagus
0.670
9.8
32852
1408.3
362
897.6
1731
19197.1
0.986
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC13", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846252
Esophagus
0.623
9.6
33454
1315.5
2178
898.9
795
1409837.7
0.989
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC14", "age": "64", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846253
Esophagus
0.659
14.3
43749
2343.4
2027
1035.6
1205
1054746.9
0.979
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC14", "age": "64", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846254
Esophagus
0.649
8.1
40898
1546.2
1067
844.0
1671
12048.3
0.987
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC11", "age": "67", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846255
Esophagus
0.609
9.1
56181
7158.9
2672
11304.5
2658
288447.6
0.988
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC11", "age": "67", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846256
Esophagus
0.681
16.2
36174
1246.6
2043
964.7
1584
21848.8
0.983
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC12", "age": "60", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846257
Esophagus
0.582
9.0
50160
8334.3
740
987.9
2120
416501.9
0.989
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC12", "age": "60", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846258
Esophagus
0.728
12.9
38491
1180.7
2208
879.2
2366
9953.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC35", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846259
Esophagus
0.694
15.0
37722
1232.2
1894
892.2
2164
13613.2
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC40", "age": "52", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846260
Esophagus
0.690
16.0
38045
1205.6
2498
955.0
1912
10474.2
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC32", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846261
Esophagus
0.602
19.6
69591
4827.9
1274
1013.8
2749
151918.7
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC40", "age": "52", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846262
Esophagus
0.707
12.4
37915
1234.7
2642
925.5
2277
12083.0
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC33", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846263
Esophagus
0.723
11.7
37446
1314.3
1312
869.1
2091
9616.2
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC25", "age": "53", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846264
Esophagus
0.532
13.7
58868
10073.3
3860
993.2
2339
471515.3
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC20", "age": "55", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846265
Esophagus
0.590
14.0
59896
8974.6
12310
1748.8
1850
710798.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC33", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846266
Esophagus
0.584
13.1
40413
1751.0
8955
4017.8
2348
353046.8
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC23", "age": "78", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846267
Esophagus
0.739
10.2
37163
1316.7
840
923.4
2334
9831.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC29", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846268
Esophagus
0.697
14.4
36279
1274.1
987
839.5
1879
10728.1
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC42", "age": "83", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846269
Esophagus
0.664
14.5
45945
1098.8
23211
1120.8
1883
15286.0
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC4", "age": "72", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846270
Esophagus
0.713
13.5
37491
1226.9
2750
898.5
2678
11654.5
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC41", "age": "50", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846271
Esophagus
0.547
13.2
40891
15068.0
4728
6792.4
1467
826967.3
0.980
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC41", "age": "50", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846272
Esophagus
0.580
12.9
35383
1256.0
4570
880.3
870
1286567.7
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC22", "age": "57", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846273
Esophagus
0.557
13.6
65809
9307.9
1758
955.9
2972
385706.3
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC39", "age": "70", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846274
Esophagus
0.730
12.8
38147
1212.2
487
1012.7
1832
11721.1
0.974
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC4", "age": "72", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846275
Esophagus
0.528
16.5
36241
11214.9
14721
1072.8
748
1542864.7
0.984
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC22", "age": "57", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846276
Esophagus
0.726
11.7
38336
1304.3
1240
873.6
2083
12574.2
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC26", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846277
Esophagus
0.733
13.4
57598
963.5
694
917.3
3101
8934.7
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC18", "age": "65", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846278
Esophagus
0.691
12.2
36040
1261.5
743
855.7
2016
11379.6
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC21", "age": "57", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846279
Esophagus
0.660
15.5
36898
1191.1
4306
1169.7
1851
12578.3
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC32", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846280
Esophagus
0.487
18.7
43203
17783.6
3195
862.4
3489
433917.3
0.989
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC30", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846281
Esophagus
0.741
15.8
39855
1232.9
1395
846.5
2467
10675.6
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC30", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846282
Esophagus
0.521
12.7
75030
8519.0
705
925.2
3102
305095.5
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC38", "age": "50", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846283
Esophagus
0.632
9.5
48405
5370.4
579
938.9
1854
276201.7
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC21", "age": "57", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846284
Esophagus
0.580
12.3
59749
5034.7
3942
921.6
2319
437805.6
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC37", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846285
Esophagus
0.714
14.9
36798
1249.7
3416
964.6
2487
10453.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC37", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846286
Esophagus
0.591
14.6
46089
2698.3
73651
1698.4
1204
1111897.1
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC36", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846287
Esophagus
0.716
13.2
35699
1208.0
3428
964.2
2448
10088.6
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC36", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846288
Esophagus
0.636
12.7
59085
5917.4
832
952.3
2041
504887.8
0.982
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC26", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846289
Esophagus
0.718
14.4
37461
1244.8
1455
844.9
2004
10803.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC24", "age": "57", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846290
Esophagus
0.682
13.9
39306
1210.9
6712
970.0
1505
13248.8
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC27", "age": "72", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846291
Esophagus
0.740
11.0
38207
1336.0
812
870.2
2469
9457.5
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC27", "age": "72", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846292
Esophagus
0.628
15.3
70323
4088.8
6573
962.8
1879
566832.3
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC28", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846293
Esophagus
0.685
11.1
36715
1186.0
4093
917.1
2132
14119.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC28", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846294
Esophagus
0.601
18.1
68773
9029.6
2555
957.1
2722
439831.9
0.988
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC29", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846295
Esophagus
0.560
15.8
63369
9553.5
9207
964.3
2191
552039.6
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC24", "age": "57", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846296
Esophagus
0.677
8.9
55554
2628.9
1050
919.2
2108
355894.7
0.986
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC8", "age": "51", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846297
Esophagus
0.678
10.5
29297
1289.4
275
981.6
473
17110.9
0.966
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC8", "age": "51", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846298
Esophagus
0.701
9.3
59194
5231.5
282
1019.4
1518
277993.4
0.989
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC9", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846299
Esophagus
0.618
9.1
30623
1643.5
301
913.5
368
2691749.1
0.984
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC9", "age": "58", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846300
Esophagus
0.580
13.7
54559
13068.5
445
912.0
2735
384745.0
0.983
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC6", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846301
Esophagus
0.753
9.6
32621
1393.3
161
985.4
1263
17538.6
0.986
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC6", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846302
Esophagus
0.603
9.0
57340
7381.3
984
903.6
2522
385550.0
0.986
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC7", "age": "51", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846303
Esophagus
0.689
7.0
28690
1606.1
498
852.0
772
14953.5
0.981
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC7", "age": "51", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846304
Esophagus
0.603
12.8
50266
2257.4
17845
1024.7
2311
460451.1
0.994
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC18", "age": "65", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846305
Esophagus
0.672
15.4
41004
1257.6
1128
920.8
1736
12267.6
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC20", "age": "55", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846306
Esophagus
0.631
8.8
43666
3188.6
835
923.6
1094
944955.0
0.988
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC10", "age": "37", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846307
Esophagus
0.692
15.5
36812
1209.2
597
879.5
1672
13181.0
0.978
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC10", "age": "37", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846308
Esophagus
0.710
10.0
37595
1460.2
553
937.6
1916
11788.5
0.989
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC39", "age": "70", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846309
Esophagus
0.606
11.0
65118
4152.0
3646
1031.9
2625
317057.7
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC17", "age": "73", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846310
Esophagus
0.752
11.6
36131
1232.6
3658
985.9
2252
13724.4
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC31", "age": "53", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846311
Esophagus
0.507
14.7
55453
12553.2
16188
3995.6
2695
432602.1
0.992
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC31", "age": "53", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846312
Esophagus
0.759
13.6
39726
1179.0
467
988.0
1817
15050.6
0.969
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC23", "age": "78", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846313
Esophagus
0.691
14.4
38860
1151.3
5216
913.3
1757
12409.9
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC25", "age": "53", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846314
Esophagus
0.652
17.5
35839
1285.3
5253
983.6
2331
299968.6
0.988
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC38", "age": "50", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846315
Esophagus
0.640
10.3
35119
1242.0
1017
884.9
1389
11073.8
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC17", "age": "73", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846316
Esophagus
0.619
8.8
52927
5617.5
1197
993.9
1659
664413.1
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC16", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846317
Esophagus
0.587
14.9
54820
5375.2
17687
1028.1
855
1456391.1
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC3", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846318
Esophagus
0.647
15.7
35864
1274.3
3837
868.7
2921
34490.7
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC3", "age": "56", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846319
Esophagus
0.725
12.8
35361
1234.3
2051
898.4
2409
9212.5
0.990
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC35", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846320
Esophagus
0.598
9.9
30562
1478.6
617
910.8
1939
417223.8
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC16", "age": "59", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846321
Esophagus
0.646
16.1
36828
1204.6
7306
2269.8
2535
334303.3
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC1", "age": "75", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846322
Esophagus
0.627
13.0
44019
2820.4
1704
876.1
1666
655759.6
0.981
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC1", "age": "75", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846323
Esophagus
0.594
17.0
40050
1164.8
42990
2098.5
1243
789108.4
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC2", "age": "60", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846324
Esophagus
0.699
15.5
39012
1168.9
3346
896.9
2736
10627.8
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC2", "age": "60", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846325
Esophagus
0.607
11.1
57832
4199.7
1586
995.3
2877
145813.0
0.991
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC19", "age": "70", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846326
Esophagus
0.670
17.0
40539
1128.8
14425
1008.6
5077
123682.9
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC42", "age": "83", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846327
Esophagus
0.634
11.6
46058
2322.4
1272
46237.3
3282
67817.3
0.988
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC5", "age": "69", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Esophagus squamous cell carcinoma", "population": "Chinese"}
SRX5846328
Esophagus
0.734
13.1
38451
1118.2
356
879.4
1348
14985.7
0.976
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC5", "age": "69", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "male", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
SRX5846329
Esophagus
0.664
11.7
34430
1270.8
1396
869.1
2004
10181.6
0.993
title: Whole genome bisulfite sequencing of esophagus squamous cell carcinoma; {"isolate": "ESCC19", "age": "70", "biomaterial_provider": "BIOLS, Chinese Academy of Sciences", "sex": "female", "tissue": "Esophagus", "disease": "Noncancerous tissue", "population": "Chinese"}
Methods
All analysis was done using a bisulfite sequnecing data analysis
pipeline DNMTools
developed in the Smith lab at USC.
Mapping reads from bisulfite sequencing :
Bisulfite treated reads are mapped to the genomes with the
abismal
program. Input reads are
filtered by their quality, and adapter sequences in the 3' end of
reads are trimmed. This is done with cutadapt. Uniquely mapped reads
with mismatches/indels below given threshold are retained. For
pair-end reads, if the two mates overlap, the overlapping part of the
mate with lower quality is discarded. After mapping, we use the format
command in dnmtools to merge mates for paired-end reads. We use the
dnmtools uniq command to randomly select one from multiple reads
mapped exactly to the same location. Without random oligos as UMIs,
this is our best indication of PCR duplicates.
Estimating methylation levels :
After reads are mapped and filtered, the
dnmtools counts
command is used to obtain read
coverage and estimate methylation levels at individual cytosine
sites. We count the number of methylated reads (those containing a
C) and the number of unmethylated reads (those containing a T) at
each nucleotide in a mapped read that corresponds to a cytosine in
the reference genome. The methylation level of that cytosine is
estimated as the ratio of methylated to total reads covering that
cytosine. For cytosines in the symmetric CpG sequence context,
reads from the both strands are collapsed to give a single
estimate. Very rarely do the levels differ between strands
(typically only if there has been a substitution, as in a somatic
mutation), and this approach gives a better estimate.
Bisulfite conversion rate :
The bisulfite conversion rate for an experiment is estimated with
the dnmtools bsrate
command, which computes the
fraction of successfully converted nucleotides in reads (those
read out as Ts) among all nucleotides in the reads mapped that map
over cytosines in the reference genome. This is done either using
a spike-in (e.g., lambda), the mitochondrial DNA, or the nuclear
genome. In the latter case, only non-CpG sites are used. While
this latter approach can be impacted by non-CpG cytosine
methylation, in practice it never amounts to much.
Identifying hypomethylated regions (HMRs) :
In most mammalian cells, the majority of the genome has high
methylation, and regions of low methylation are typically the
interesting features. (This seems to be true for essentially all
healthy differentiated cell types, but not cells of very early
embryogenesis, various germ cells and precursors, and placental
lineage cells.) These are valleys of low methylation are called
hypomethylated regions (HMR) for historical reasons. To identify
the HMRs, we use the dnmtools hmr
command, which uses
a statistical model that accounts for both the methylation level
fluctations and the varying amounts of data available at each CpG
site.
Partially methylated domains :
Partially methylated domains are large genomic regions showing
partial methylation observed in immortalized cell lines and
cancerous cells. The pmd
program is used to identify
PMDs.
Allele-specific methylation :
Allele-Specific methylated regions refers to regions where the
parental allele is differentially methylated compared to the
maternal allele. The program allelic
is used to
compute allele-specific methylation score can be computed for each
CpG site by testing the linkage between methylation status of
adjacent reads, and the program amrfinder
is used to
identify regions with allele-specific methylation.
For more detailed description of the methods of each step, please
refer to
the DNMTools
documentation .
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