Tumor Mutational Burden
DRAGEN supports Tumor Mutational Burden (TMB) in Tumor-Only or Tumor-Normal Mode.
It is important to note that in T/O mode germline variants must be identified and filtered using database information and optionally also allele frequency information. These germline filtering techniques are generally not as accurate as tumor normal subtraction. When using databases only to subtract germline variants, the TMB may be slightly higher than the more accurate T/N estimate. When using database and allele frequency information to remove germline variants, the TMB may be slightly underestimated for high purity tumor samples.
TMB Processing Flow
DRAGEN TMB comprise the following steps:
1. Variant calling
Please refer to "Somatic mode" for detailed variant calling options.
2. Eligible region detection
TMB is computed over protein coding regions with sufficient coverage. If DRAGEN detects a reference hg19/38, GRCh37/38 or hs37d5 it will automatically select the appropriate coding region based on the bed files available in "<INSTALL_PATH>/resources/tmb/". By default the coverage threshold for eligible regions is 50.
The protein coding region bed file and the coverage settings can explicitly be specified using the qc-coverage options listed below in [QC coverage settings to override the default eligible region]. If DRAGEN does not automatically detect the reference it is required to specify these settings.
3. Variant filters
The following variants are excluded from the TMB calculation:
Non-PASS variants
Mitochondrial variants
MNVs
Variants that do not meet the minimum depth (DP) threshold. Use the
--vc-callability-tumor-threshcommand line option to specify the threshold value.Variants that do not meet the minimum variant allele threshold. Use the
--tmb-vaf-thresholdcommand line option to specify the threshold value.Variants that fall outside the eligible regions.
Tumor driver mutations. Variants with a population allele count ≥ 50 are treated as tumor driver mutations. You can specify the cosmic driver threshold using the
tmb-cosmic-count-thresholdcommand line option. The tumor driver mutations filter relies on Nirvana annotations and will additionally require settings for--enable-variant-annotation=true,--variant-annotation-assembly, and--variant-annotation-data.
4. Support for germline variants
By default, germline variants are not counted towards TMB. Variants are determined as germline based on a database or a proxi filter. The database germline filter can be disabled with tmb-skip-db-filter. Disabling the database germline filter will effectively also disable the germline proxi filter.
Database filter
Variants with a population allele count ≥ 50 that are observed in either the 1000 Genome or gnomAD database will be marked as germline. Use
germline-tagging-db-thresholdto change the population allele counts. The database germline filter relies on Nirvana annotations and requires settings for--enable-variant-annotation=true,--variant-annotation-assembly, and--variant-annotation-data.
Proxi filter
Proxi filter can be enabled with
tmb-enable-proxi-filter. The proxi filter will flag any variants with VAF > 0.9 as germline. The proxi filter scans the variants surround a specific variant and identifies those variants with similar VAFs. The proxi window size that determines the number of surrounding variants can be specified withtmb-proxi-window-size. If 95% (default value fortmb-proxi-fraction-threshold) and no less than 5 (tmb-proxi-count-threshold) of the surrounding variants of similar VAF are germline, then mark the current variant also as germline.Proxi filter can also be done via a probabilistic approach, which can be enabled with
tmb-enable-prob-proxi. It estimates the expected germline allele frequency using the surrounding germline variants and then tests whether the allele frequency of the target variant is similar to the expected germline allele frequency or not. P value threshold can be set bytmb-prob-proxi-p-value(the default value 1e-15 is set for ultra-deep sequenced samples, e.g. cfDNA)Note that proxi filters can be too aggressive for 100% pure cell lines. Probabilistic proxi filter can be problematic for mixing or contaminated samples, as these samples do not have clear germline variant allele frequency distributions.
CH filter
When processing ctDNA samples it may be beneficial to also remove CH (clonal hematopoiesis) variants. Circulating tumor DNA generally has shorter fragment size. CH variants can be identified based on the insert size of the reads supporting the call. To capture the insert-size distribution for each variant call, it is required to specify
vc-log-insert-sizeduring variant calling (step1). Once specified, potential CH variants based on insert size distribution will be labeled in the output. Additional, CH variants can be also labeled via a bed file supplied totmb-ch-bed. Variants other than germlines overlapping the region will be labeled as CH.
5. Support Nonsynonymous variants.
Nonsynonymous consequences are detected based on the Nirvana annotations. Nirvana variants that are annotated with the following consequences are labaled as nonsynonymous:
feature_elongation, feature_truncation, frameshift_variant, incomplete_terminal_codon_variant, inframe_deletion, inframe_insertion, missense_variant, protein_altering_variant, splice_acceptor_variant, splice_donor_variant, start_lost, stop_gained, stop_lost, transcript_truncation
TMB outputs a tmb.trace.csv file with detailed information on each variant used the TMB score. The trace file contains a column "Nonsynonymous" that indicates the appropriate status for each variant.
The subset of filtered variants that are nonsynonymous are used as numerator in the "Filtered Nonsyn Variant Count" metric.
6. TMB calculation
TMB = Filtered Variants / Eligible Region (Mbp)
Nonsynonymous TMB = Filtered Nonsynonymous Variants / Eligible Region (Mbp)
7. Maximum somatic allele frequency (MSAF)
The maximum somatic allele frequency (MSAF) outputs the estimated maximum somatic allele frequency of the sample. This is done via finding the confident somatic variants with highest allele frequency. MSAF is a rough approximate to the tumor fraction of cfDNA in peripheral blood samples. The MSAF mode can be enabled with tmb-enable-msaf.
Command-Line Options
[Required]
--enable-tmb trueEnables TMB. If set, the small variant caller, Illumina Annotation Engine, and the related callability report are enabled.
[Recommended]
--vc-callability-tumor-thresh
The minimum coverage for usable coding regions
50 (default)
50 (default)
1000 (not default)
--tmb-vaf-threshold
Variant mininum allele frequency for usable variants
0.05 (default)
0.05 (default)
0.002 (not default)
--tmb-cosmic-count-threshold
Number of observations in cosmic for variant to be considered a driver mutation.
50 (default)
50 (default)
50 (default)
--tmb-skip-db-filter
Do not use Nirvana database to filter germline variants
TRUE (default:T/N)
FALSE (default:T/O)
FALSE (not default)
--tmb-enable-proxi-filter
Use allele frequency information to filter germline variants
OPTIONAL (default is FALSE)
FALSE (not default)
TRUE (not default)
[QC coverage settings to override the default eligible region]
The protein coding region and the coverage settings can explicitly be specified using the qc-coverage options listed below. All four settings must be specified to override the defaults. If DRAGEN does not automatically detect the reference it is required to specify these settings.
--qc-coverage-region-1Specify the coding regions bed file to use.--qc-coverage-tag-1=tmbRequired to associate these coverage settings with TMB. If this setting is not specified then DRAGEN will revert to default coding regions.--vc-callability-tumor-threshSpecify the somatic_callable bed minimum threshold, this will limit the regions over which TMB will be computed (default is 50).--qc-coverage-reports-1=callability. The callability report is required whenever it is desired to override the default TMB coverage settings.
[Optional settings]
--tmb-vaf-thresholdSpecify the minimum VAF threshold for a variant. Variants that do not meet the threshold are filtered out (default=0.05)--tmb-cosmic-count-thresholdThe minimum number of observations in cosmic for variant to be considered a driver mutation. Driver mutations are not counted in TMB. This setting has very little impact on WES/WGS, but can help avoid bias in small panels (default=50)--tmb-skip-db-filterSkip database germline filtering. The database germline filter is required for tumor-only samples, but can be skipped for tumor-normal (default=false)--germline-tagging-db-thresholdSpecify the minimum allele count (total number of observations) for an allele in gnomAD or 1000 Genome to be considered a germline variant. Variant calls that have the same positions and allele are ignored from the TMB calculation (default=50)--tmb-germline-max-cosmic-countRestrict the db-filter. Variants with cosmic allele count higher than this threshold will never be marked as germline. Set to 0 to disable. (default=0, range=[0;1000]).--tmb-germline-min-vafRestrict the db-filter. Variants with a variant allele frequency lower than this threshold will never be marked as germline. Set to 0 to disable. (default=0, range=[0;1])--tmb-enable-proxi-filterEnable proxi filter functionality in germline filtering. This is an optional feature that may be appropriate for T/O runs. In T/O mode the DB germline filter may not able to detect all germline variants, especially for ethnicity groups that are not well represented in germline databases. The proxi filter uses allele frequency information to help remove germline variants missed by the DB, and can help to obtain more accurate (lower) TMB values on samples with low tumor purity. In samples with high tumor purity this filter may be too aggressive and mark some somatic variants as germline resulting in too low TMB scores. (default=false)--tmb-proxi-count-thresholdProxi filter surrounding variant count threshold in germline filtering (default=5)--tmb-proxi-fraction-thresholdProxi filter surrounding variant db filter fraction threshold in germline filtering (default=0.95)--tmb-proxi-window-size, Number of surrounding variants before and after the target variant for proxi filter (default=500)--tmb-ch-bedVariants in the region will be labeled as clonal hematopoiesis (CH) variants.--tmb-ch-insert-p-valueMinimum P value to classify a variant as CH using insert size (default=0.1)--tmb-ch-insert-min-lenMinimum fragment size to test for CH using insert size (default=100)--tmb-ch-insert-max-lenMaximum fragment size to test for CH using insert size (default=200)--tmb-ch-insert-min-numMinimum number of fragment size record to test for CH using insert size (default=50)--tmb-enable-msafEnable MSAF output (default=false)--tmb-msaf-p-valueMaximum P value (from insert size) to call confident somatic variant (default=1e-5)--tmb-msaf-rank-numIf no confident somatic variant found, it will use the specified ranked variant (default=4)
Output
The TMB values are output to <output prefix>.tmb.metrics.csv. The file format uses the following CSV column convention, similar to other metric CSV files.
Eligible Region (Mbp)
The specified custom regions in (Mbp) that meet the minimum coverage threshold.
Filtered Variant Count
Remaining variants after variant and germline filters.
Filtered Nonsyn Variant Count
Subset of filtered variants that are nonsynonymous.
TMB
Filtered variants normalized by the eligible regions (Mbp).
Nonsyn TMB
Filtered nonsynonymous variants normalized by the eligible regions (Mbp).
The TMB module also outputs a tmb.trace.csv file that provides detailed information on each variant that was included in the TMB calculation.
When enabling MSAF, the information is output to <output prefix>.tmb.msaf.csv.
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