DeepVISP (Deep learning for viral integration sites prediction)


  DeepVISP prediction:




DeepVISP implemented three models, including HBV, HPV,and EBV. Our evaluation indicated that DeepVISP could obtain high accuracy and robust performance with the average Area Under Curve (AUC) values more than 0.8 of multiple cross-validations across different viruses.




The threshold represents the class probability for input sample to be a potential virus integration event and its value ranges from 0 to 1. A score greater than 0.5 indicates a candidate virus integration event, whereas a score less than 0.5 suggests that it is not a virus integration event. Users can set the threshold to filter results in the web server. When the threshold is set to all, all prediction results will be displayed. When the threshold is set to a specific value, only the results with a score greater than the selected value will be displayed.



  Input samples format:

Chromosome	Position
17	10401079
19	30313234
19	33517538
19	33535159
19	36213551
19	36213556
19	36212238
19	36212705
13	45914856
6	84320396
10	12070978
19	36212607
2	43902713
19	12841836
1	161193408
1	161193418
3	186338806
9	116838918
19	36212560
19	36212705
19	36212705
19	36213611
19	36213620
12	116534555
19	36212705
17	13933678
19	8386583
5	1298519
3	62217516
4	122743388
5	1296624
2	155382315
13	106574177
6	83965335
12	41926432
7	127721392
6	55110069
16	46404502
5	145855469
5	1295776
19	36212811
19	53831725
5	425784
11	121422658
8	69060666
4	122743054
5	1312517
4	122743030
8	70745506
17	22257818
5	1296347
7	129551161
17	21194918
9	66971304
4	122743030
8	63932712
8	63932254
8	63932897
11	70791199
19	36213578
10	85852821
13	109135126
19	30314880
19	30302082
19	36212773
19	36213957
9	67348126
18	28180547
8	41453075
20	16062493
12	7528374
12	7510647
12	18731610
5	1298413
3	163053339
9	1216500
9	44209411
4	79201141
19	36212428
7	146432080
17	22250317
17	22247938
3	192631852
5	171567872
7	158866062
7	158862322
8	35473157
20	18708080
11	69167450
11	69479002
19	36212786
7	31963179
7	31963246
8	52296331
11	65896547
9	26851657
17	75158339
3	2895675
19	36212885
8	43822429