Table 3.
Performance of RNAIndel on two pediatric and three adult cancer datasets
Tumor | N | Library | ReadLen | Sequencer | SomaticIndels* | TPR | Median #FP/Sample^ |
Median indels per sample | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
A | B | C | ||||||||||
1 | Pediatric | 77 | TotalRNA | 100 | HiSeq2000or 2500 | s | 17 | 0.882 | 3 | 3 | 2318 | |
m | 40 | 0.975 | 4 | 3 | 311 | |||||||
2 | AML | 158 | Poly-A | 75 | HiSeq2000 | s | 22 | 0.954 | 2 | 1 | 1036 | |
m | 61 | 0.984 | 2 | 2 | 202 | |||||||
3 | NSCLC | 90 | Poly-A | 100 | HiSeq1500 | s | 97 | 0.887 | 6 | 3 | 4 | 3171 |
m | 68 | 0.941 | 7 | 4 | 4 | 394 | ||||||
4 | RCC | 91 | Poly-A | 50 | HiSeq2000 | s | 130 | 0.877 | 8 | 5 | 5 | 4303 |
m | 81 | 0.889 | 8 | 2 | 2 | 510 | ||||||
5 | COAD (Hyper) | 29 | Poly-A | 75 | GAIIX | s | 120 | 0.392 | 20 | 20 | 999 | |
m | 53 | 0.953 | 11 | 10 | 141 | |||||||
COAD (NonHyper) | 102 | s | 30 | 0.9 | 4 | 3 | 466 | |||||
m | 14 | 1.000 | 4 | 2 | 128 |
Note: TestSet 1 consists of 77 samples from 20 types of pediatric cancers (Supplementary Table S2). The tumor type for TestSet 2–5 uses the following abbreviation: AML for acute myeloid leukemia; NSCLC for non-small cell lung cancer; RCC for renal cell carcinoma; COAD for colon adenocarcinoma with hypermutator phenotype (Hyper) or without hypermutator phenotype (NonHyper). *s for single-nucleotide indel, m for multi-nucleotide indel. ^Median number of false positives (FP) in somatic prediction per sample is shown for the default (column A), filtered with normal RNA-Seq data (column B, available only for TestSet 3 and 4) and filtered with cohort recurrence in RNA-Seq (Supplementary Fig. S4).