Background
Results
Characteristics of seminoma groups
# | Metastasis detection at time of primary tumor’s diagnosis | Age at diagnosis (years) | Tumor size (mm) | pL | pV | pT | Infiltration rete testis | Initial clinical stage | Total RNA (μg) | RIN |
---|---|---|---|---|---|---|---|---|---|---|
1 | Non metastasized | 38 | 14 | 0 | 0 | 1 | n | cSI | 7.6 | 7.8 |
2 | 50 | 22 | 0 | 0 | 1 | n | cSI | 8.6 | 8.3 | |
3 | 31 | 19 | 1 | 0 | 1 | n | cSI | 6.4 | 7.0 | |
4 | 42 | 45 | 0 | 0 | 1 | y | cSI | 3.9 | 8.0 | |
5 | 35 | 19 | 0 | 0 | 1 | y | cSI | 8.2 | 7.6 | |
Mean
|
39.1
|
23.8
|
6.9
|
7.7
| ||||||
stdev
|
7.2
|
12.2
|
1.9
|
0.5
| ||||||
1 | Lymphogen metastasized | 32 | 40 | 0 | 0 | 1 | n | cSIIb | 5.0 | 8.5 |
2 | 50 | 12 | 0 | 0 | 3 | n | cSIIc | 5.1 | 8.8 | |
3 | 43 | 50 | 0 | 0 | 1 | n | cSIIb | 8.1 | 8.3 | |
4 | 42 | 45 | 1 | 0 | 2 | y | cSIIb | 3.2 | 9.3 | |
5 | 61 | 42 | 0 | 0 | 1 | y | cSIIc | 3.2 | 8.2 | |
Mean
|
45.2
|
37.8
|
4.9
|
8.6
| ||||||
stdev
|
10.8
|
14.9
|
2.0
|
0.4
| ||||||
1 | Occult metastasized | 33 | 55 | 1 | 0 | 2 | n | cSI | 5.0 | 6.0 |
2 | 37 | 35 | 0 | 0 | 1 | y | cSI | 4.1 | 7.4 | |
3 | 37 | 30 | 0 | 0 | 1 | n | cSI | 7.0 | 7.8 | |
4 | 31 | 18 | 0 | 0 | 1 | n | cSI | 8.1 | 7.4 | |
5 | 23 | 55 | 0 | 0 | 1 | n | cSI | 10.0 | 6.4 | |
Mean
|
32.1
|
38.6
|
6.8
|
7.0
| ||||||
stdev
|
5.4
|
16.2
|
2.4
|
0.8
|
RNA isolation
Analysis of small RNA next generation sequencing results
Seminoma metastasis status | Total no. of reads | Reads after trimming | Annotated reads | Small RNA tags | ||||
---|---|---|---|---|---|---|---|---|
abs. | % | abs. | % | abs. | abs. annotated | % | ||
Non-metastasized,
n = 5
| ||||||||
Mean | 1.3E + 07 | 9.7E + 06 | 76 | 8.1E + 06 | 84 | 2.2E + 05 | 1.6E + 04 | 7.2 |
Stdev | 2.0E + 06 | 1.6E + 06 | 2.2 | 1.4E + 06 | 2.2 | 5.4E + 04 | 3.4E + 03 | 0.7 |
Min | 9.4E + 06 | 7.1E + 06 | 72 | 5.7E + 06 | 81 | 1.7E + 05 | 1.2E + 04 | 6.5 |
Max | 1.4E + 07 | 1.1E + 07 | 78 | 9.5E + 06 | 85 | 3.1E + 05 | 2.0E + 04 | 8.2 |
Lymphogen metastasized,
n = 5
| ||||||||
Mean | 1.2E + 07 | 7.8E + 06 | 73 | 6.3E + 06 | 80 | 2.3E + 05 | 1.6E + 04 | 7.3 |
Stdev | 6.5E + 06 | 3.1E + 06 | 16 | 2.7E + 06 | 3.8 | 8.6E + 04 | 3.2E + 03 | 1.5 |
Min | 5.7E + 06 | 4.8E + 06 | 45 | 3.6E + 06 | 75 | 1.5E + 05 | 1.3E + 04 | 5.6 |
Max | 2.0E + 07 | 1.2E + 07 | 86 | 1.0E + 07 | 85 | 3.3E + 05 | 1.9E + 04 | 8.5 |
Occult metastasized,
n = 5
| ||||||||
Mean | 1.2E + 07 | 9.0E + 06 | 73 | 7.3E + 06 | 82 | 2.3E + 05 | 1.7E + 04 | 7.8 |
Stdev | 4.3E + 06 | 3.5E + 06 | 6.6 | 2.8E + 06 | 2.5 | 5.1E + 04 | 9.4E + 02 | 1.4 |
Min | 6.7E + 06 | 4.7E + 06 | 64 | 3.8E + 06 | 79 | 1.8E + 05 | 1.6E + 04 | 5.9 |
Max | 1.9E + 07 | 1.4E + 07 | 81 | 1.1E + 07 | 85 | 3.1E + 05 | 1.8E + 04 | 10 |
Non versus metastasized (lymphogen and occult, n = 35)
|
Non versus lymphogen metastasized (n = 33)
|
Non versus occult metastasized (n = 34)
| ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Small RNA | p-value | Fold-change | 95% confidence interval | Small RNA | p-value | Fold-change | 95% confidence interval | Small RNA | p-value | Fold-change | 95% confidence interval | |||
let-7f-1 | 0.04 | 5.5 | 1.3 | 23.7 | let-7f-1 | 0.03 | 7.2 | 1.6 | 32.4 | let-7a-1 | 0.02 | 3.1 | 1.4 | 7.0 |
mir-16-1 | 0.05 | 2.2 | 1.1 | 4.5 | let-7f-2 | 0.04 | 8.1 | 1.5 | 44.6 | let-7a-2 | 0.02 | 3.1 | 1.4 | 7.1 |
mir-18a | 0.05 | 2.4 | 1.1 | 5.2 | mir-15a | 0.05 | 5.0 | 1.3 | 19.4 | let-7a-3 | 0.02 | 3.1 | 1.4 | 7.0 |
mir-23a | 0.05 | 2.7 | 1.1 | 6.5 | mir-16-1 | 0.001 | 3.2 | 2.1 | 5.0 | let-7b | 0.01 | 3.1 | 1.6 | 6.1 |
mir-92a-1 | 0.008 | 2.7 | 1.4 | 5.1 | mir-92a-1 | 0.007 | 3.0 | 1.6 | 5.5 | let-7d | 0.006 | 2.7 | 1.6 | 4.6 |
mir-92a-2 | 0.008 | 2.8 | 1.5 | 5.2 | mir-92a-2 | 0.007 | 3.0 | 1.6 | 5.6 | let-7f-1 | 0.006 | 3.8 | 1.9 | 7.6 |
mir-99a | 0.01 | 2.5 | 1.3 | 4.6 | mir-183 | 0.001 | 2.5 | 1.7 | 3.6 | let-7f-2 | 0.01 | 3.8 | 1.7 | 8.3 |
mir-183 | 0.02 | 2.0 | 1.2 | 3.5 | let-7 g | 0.03 | 6.2 | 1.6 | 23.0 | mir-18a | 0.04 | 2.3 | 1.2 | 4.5 |
let-7 g | 0.05 | 4.5 | 1.2 | 17.6 | mir-15b | 0.02 | 6.8 | 1.8 | 26.2 | mir-92a-1 | 0.03 | 2.5 | 1.3 | 4.8 |
mir-23b | 0.04 | 2.8 | 1.1 | 7.1 | mir-23b | 0.04 | 3.3 | 1.3 | 8.3 | mir-92a-2 | 0.03 | 2.5 | 1.3 | 4.8 |
mir-130a | 0.001 | 0.2 | 0.1 | 0.4 | mir-130a | 0.04 | 0.2 | 0.1 | 0.7 | mir-99a | 0.006 | 2.5 | 1.5 | 4.0 |
mir-191 | 0.004 | 0.4 | 0.2 | 0.7 | mir-142 | 0.03 | 0.5 | 0.3 | 0.8 | let-7 g | 0.03 | 2.9 | 1.3 | 6.4 |
mir-296 | 0.01 | 2.3 | 1.3 | 4.0 | mir-191 | 0.03 | 0.4 | 0.2 | 0.8 | mir-30b | 0.03 | 2.2 | 1.2 | 3.8 |
mir-378a | 0.01 | 2.4 | 1.3 | 4.3 | mir-126 | 0.03 | 2.0 | 1.2 | 3.4 | mir-130a | 0.03 | 0.1 | 0.0 | 0.5 |
mir-326 | 0.02 | 2.7 | 1.3 | 5.5 | mir-296 | 0.01 | 2.2 | 1.4 | 3.6 | mir-191 | 0.01 | 0.4 | 0.2 | 0.7 |
mir-331 | 0.01 | 3.0 | 1.4 | 6.3 | mir-331 | 0.02 | 2.7 | 1.4 | 5.3 | mir-29c | 0.04 | 2.1 | 1.1 | 3.8 |
mir-339 | 0.04 | 2.1 | 1.1 | 4.0 | mir-425 | 0.05 | 3.7 | 1.2 | 11.0 | mir-296 | 0.04 | 2.4 | 1.2 | 4.7 |
mir-425 | 0.01 | 3.9 | 1.6 | 9.4 | mir-451a | 0.009 | 2.2 | 1.4 | 3.4 | mir-378a | 0.006 | 2.5 | 1.5 | 4.2 |
mir-451a | 0.002 | 2.2 | 1.5 | 3.2 | mir-92b | 0.02 | 2.2 | 1.3 | 3.5 | mir-326 | 0.01 | 3.4 | 1.7 | 6.9 |
mir-92b | 0.02 | 2.5 | 1.2 | 5.0 | mir-574 | 0.005 | 0.3 | 0.2 | 0.6 | mir-331 | 0.03 | 3.3 | 1.4 | 7.9 |
mir-574 | 0.0001 | 0.4 | 0.2 | 0.5 | mir-4286 | 0.04 | 3.3 | 1.3 | 8.7 | mir-339 | 0.02 | 2.6 | 1.4 | 4.9 |
mir-4286 | 0.02 | 3.9 | 1.5 | 10.5 | mir-4454 | 0.008 | 2.3 | 1.4 | 3.7 | mir-425 | 0.002 | 4.1 | 2.2 | 7.5 |
mir-4454 | 0.03 | 2.7 | 1.2 | 5.9 | ENST00000516594 | 0.007 | 0.4 | 0.2 | 0.6 | mir-451a | 0.01 | 2.2 | 1.4 | 3.5 |
ENST00000516594 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000363271 | 0.007 | 0.4 | 0.2 | 0.6 | mir-92b | 0.04 | 2.8 | 1.2 | 6.4 |
ENST00000365160 | 0.03 | 0.4 | 0.2 | 0.8 | ENST00000459091 | 0.002 | 0.3 | 0.2 | 0.5 | mir-574 | 0.0009 | 0.4 | 0.3 | 0.6 |
ENST00000363271 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000516350 | 0.007 | 0.4 | 0.2 | 0.6 | mir-660 | 0.03 | 2.4 | 1.3 | 4.5 |
ENST00000459091 | 0.006 | 0.4 | 0.3 | 0.7 | ENST00000517209 | 0.002 | 0.4 | 0.2 | 0.6 | mir-664 | 0.02 | 2.1 | 1.3 | 3.5 |
ENST00000516350 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000516507 | 0.007 | 0.4 | 0.2 | 0.7 | mir-4286 | 0.02 | 4.5 | 1.7 | 11.8 |
ENST00000363865 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000363865 | 0.007 | 0.4 | 0.2 | 0.6 | mir-4454 | 0.05 | 3.0 | 1.2 | 7.5 |
ENST00000362808 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000362808 | 0.007 | 0.4 | 0.2 | 0.6 | ENST00000365160 | 0.04 | 0.3 | 0.1 | 0.8 |
ENST00000364409 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000364409 | 0.007 | 0.4 | 0.2 | 0.6 | ENST00000387347 | 0.01 | 3.1 | 1.6 | 6.0 |
ENST00000363745 | 0.02 | 0.5 | 0.3 | 0.8 | ENST00000363745 | 0.007 | 0.4 | 0.2 | 0.6 | ENST00000482884 | 0.05 | 2.6 | 1.2 | 5.6 |
ENST00000387347 | 0.03 | 3.0 | 1.3 | 7.3 | ENST00000461337 | 0.007 | 0.4 | 0.2 | 0.6 | ENST00000459949 | 0.002 | 2.3 | 1.6 | 3.4 |
ENST00000459949 | 0.003 | 2.0 | 1.4 | 2.9 | ENST00000410361 | 0.02 | 3.3 | 1.4 | 7.8 | |||||
ENST00000461337 | 0.02 | 0.5 | 0.3 | 0.8 |
Non versus metastasized (lymphogen and occult, n = 87)
|
Non versus lymphogen metastasized (n = 87 from 891)
|
Non versus occult metastasized (=87 from 668)
| |||
---|---|---|---|---|---|
Small RNA1 | Small RNA2 | Small RNA1 | Small RNA2 | Small RNA1 | Small RNA2 |
let-7f-1 | mir-191 | let-7a-1 | mir-192 | let-7a-1 | mir-223 |
let-7f-1 | mir-574 | let-7a-1 | mir-191 | let-7a-1 | mir-574 |
let-7f-2 | mir-191 | let-7a-1 | mir-532 | let-7a-1 | mir-4454 |
mir-18a | mir-532 | let-7a-1 | ENST00000516594 | let-7a-2 | mir-223 |
mir-19b-1 | mir-342 | let-7a-1 | ENST00000363271 | let-7a-2 | mir-574 |
mir-19b-1 | ENST00000517209 | let-7a-1 | ENST00000459091 | let-7a-2 | mir-4454 |
mir-19b-2 | mir-342 | let-7a-1 | ENST00000516350 | let-7a-3 | mir-223 |
mir-19b-2 | ENST00000517209 | let-7a-1 | ENST00000517209 | let-7a-3 | mir-574 |
mir-28 | mir-574 | let-7a-1 | ENST00000516501 | let-7a-3 | mir-4454 |
mir-29a | mir-223 | let-7a-1 | ENST00000516507 | let-7b | mir-16-1 |
mir-29a | mir-574 | let-7a-1 | ENST00000363865 | let-7b | mir-19b-1 |
mir-93 | mir-532 | let-7a-1 | ENST00000362808 | let-7b | mir-19b-2 |
mir-99a | mir-574 | let-7a-1 | ENST00000364409 | let-7b | mir-22 |
mir-192 | ENST00000459091 | let-7a-1 | ENST00000363745 | let-7b | mir-23a |
mir-197 | mir-92b | let-7a-1 | ENST00000461337 | let-7b | mir-24-1 |
mir-197 | mir-4454 | let-7a-2 | mir-192 | let-7b | mir-24-2 |
mir-183 | mir-191 | let-7a-2 | mir-191 | let-7b | mir-25 |
mir-223 | mir-145 | let-7a-2 | mir-532 | let-7b | mir-26a-1 |
mir-223 | mir-423 | let-7a-2 | ENST00000516594 | let-7b | mir-26b |
mir-223 | mir-664 | let-7a-2 | ENST00000363271 | let-7b | mir-28 |
mir-223 | ENST00000459091 | let-7a-2 | ENST00000459091 | let-7b | mir-29a |
mir-30b | mir-574 | let-7a-2 | ENST00000516350 | let-7b | mir-29b-1 |
mir-125b-1 | mir-130a | let-7a-2 | ENST00000517209 | let-7b | mir-29b-2 |
mir-130a | mir-142 | let-7a-2 | ENST00000516501 | let-7b | mir-103a-2 |
mir-130a | mir-125b-2 | let-7a-2 | ENST00000516507 | let-7b | mir-103a-1 |
mir-130a | mir-150 | let-7a-2 | ENST00000363865 | let-7b | mir-107 |
mir-130a | mir-186 | let-7a-2 | ENST00000362808 | let-7b | mir-16-2 |
mir-130a | mir-361 | let-7a-2 | ENST00000364409 | let-7b | mir-192 |
mir-130a | mir-340 | let-7a-2 | ENST00000363745 | let-7b | mir-197 |
mir-130a | mir-342 | let-7a-2 | ENST00000461337 | let-7b | mir-181a-2 |
mir-130a | mir-574 | let-7a-3 | mir-192 | let-7b | mir-182 |
mir-140 | mir-342 | let-7a-3 | mir-191 | let-7b | mir-181a-1 |
mir-140 | mir-532 | let-7a-3 | mir-532 | let-7b | mir-221 |
mir-142 | mir-326 | let-7a-3 | ENST00000516594 | let-7b | mir-223 |
mir-142 | mir-423 | let-7a-3 | ENST00000363271 | let-7b | mir-23b |
mir-142 | mir-425 | let-7a-3 | ENST00000459091 | let-7b | mir-125b-1 |
mir-142 | mir-451a | let-7a-3 | ENST00000516350 | let-7b | mir-130a |
mir-191 | mir-92b | let-7a-3 | ENST00000517209 | let-7b | mir-140 |
mir-29c | mir-342 | let-7a-3 | ENST00000516501 | let-7b | mir-142 |
mir-29c | mir-574 | let-7a-3 | ENST00000516507 | let-7b | mir-191 |
mir-378a | mir-532 | let-7a-3 | ENST00000363865 | let-7b | mir-125a |
mir-378a | mir-574 | let-7a-3 | ENST00000362808 | let-7b | mir-125b-2 |
mir-342 | mir-423 | let-7a-3 | ENST00000364409 | let-7b | mir-126 |
mir-342 | mir-425 | let-7a-3 | ENST00000363745 | let-7b | mir-186 |
mir-342 | mir-3676 | let-7a-3 | ENST00000461337 | let-7b | mir-320a |
mir-342 | ENST00000387347 | let-7b | mir-192 | let-7b | mir-106b |
mir-342 | ENST00000482884 | let-7b | mir-191 | let-7b | mir-29c |
mir-326 | mir-532 | let-7b | mir-532 | let-7b | mir-296 |
mir-326 | mir-574 | let-7b | ENST00000516594 | let-7b | mir-26a-2 |
mir-326 | ENST00000517209 | let-7b | ENST00000363271 | let-7b | mir-361 |
mir-423 | mir-574 | let-7b | ENST00000459091 | let-7b | mir-378a |
mir-425 | mir-532 | let-7b | ENST00000516350 | let-7b | mir-340 |
mir-425 | mir-629 | let-7b | ENST00000517209 | let-7b | mir-328 |
mir-425 | ENST00000517209 | let-7b | ENST00000516501 | let-7b | mir-342 |
mir-451a | mir-574 | let-7b | ENST00000516507 | let-7b | mir-326 |
mir-484 | mir-574 | let-7b | ENST00000363865 | let-7b | mir-151a |
mir-532 | mir-92b | let-7b | ENST00000362808 | let-7b | mir-331 |
mir-532 | mir-625 | let-7b | ENST00000364409 | let-7b | mir-324 |
mir-532 | mir-660 | let-7b | ENST00000363745 | let-7b | mir-339 |
mir-532 | ENST00000482884 | let-7b | ENST00000461337 | let-7b | mir-345 |
mir-92b | mir-574 | let-7d | mir-192 | let-7b | mir-423 |
mir-574 | mir-625 | let-7d | mir-191 | let-7b | mir-425 |
mir-574 | mir-454 | let-7d | mir-532 | let-7b | mir-451a |
mir-574 | mir-664 | let-7d | ENST00000516594 | let-7b | mir-484 |
mir-574 | mir-4454 | let-7d | ENST00000363271 | let-7b | mir-505 |
mir-574 | ENST00000516594 | let-7d | ENST00000459091 | let-7b | mir-532 |
mir-574 | ENST00000363271 | let-7d | ENST00000516350 | let-7b | mir-574 |
mir-574 | ENST00000459091 | let-7d | ENST00000517209 | let-7b | mir-652 |
mir-574 | ENST00000516350 | let-7d | ENST00000516501 | let-7b | mir-766 |
mir-574 | ENST00000516507 | let-7d | ENST00000516507 | let-7b | mir-744 |
mir-574 | ENST00000363865 | let-7d | ENST00000363865 | let-7b | mir-1260a |
mir-574 | ENST00000362808 | let-7d | ENST00000362808 | let-7b | mir-1280 |
mir-574 | ENST00000364409 | let-7d | ENST00000364409 | let-7b | mir-1260b |
mir-574 | ENST00000363745 | let-7d | ENST00000363745 | let-7b | mir-4286 |
mir-574 | ENST00000387347 | let-7d | ENST00000461337 | let-7b | mir-3676 |
mir-574 | ENST00000459949 | let-7f-1 | mir-192 | let-7b | mir-4454 |
mir-574 | ENST00000461337 | let-7f-1 | mir-191 | let-7b | ENST00000516572 |
mir-1260a | ENST00000459091 | let-7f-1 | mir-532 | let-7b | ENST00000516351 |
mir-3676 | ENST00000517209 | let-7f-1 | ENST00000516594 | let-7b | ENST00000516461 |
mir-4454 | ENST00000459091 | let-7f-1 | ENST00000363271 | let-7b | ENST00000516775 |
mir-4454 | ENST00000466665 | let-7f-1 | ENST00000459091 | let-7b | ENST00000516594 |
ENST00000516572 | ENST00000459091 | let-7f-1 | ENST00000516350 | let-7b | ENST00000365160 |
ENST00000516351 | ENST00000459091 | let-7f-1 | ENST00000517209 | let-7b | ENST00000363271 |
ENST00000459091 | ENST00000463508 | let-7f-1 | ENST00000516501 | let-7b | ENST00000459091 |
ENST00000459091 | ENST00000482884 | let-7f-1 | ENST00000516507 | let-7b | ENST00000516350 |
ENST00000459091 | ENST00000488123 | let-7f-1 | ENST00000363865 | let-7b | ENST00000517209 |
ENST00000517209 | ENST00000482884 | let-7f-1 | ENST00000362808 | let-7b | ENST00000516501 |