This vignette shows how to process long-read PacBio HiFi variant calls from a validated trio (HG002–HG003–HG004) and prepare them for UPDhmm analysis.

Data source

Ashkenazi trio (GIAB, NIST) – PacBio HiFi Revio, DeepVariant calls (GRCh38).

1. Download phased VCFs for each individual


# Proband (HG002)
wget ftp://ftp-trace.ncbi.nlm.nih.gov/giab/ftp/data/AshkenazimTrio/analysis/PacBio_HiFi-Revio_20231031/pacbio-wgs-wdl_germline_20231031/HG002.GRCh38.deepvariant.phased.vcf.gz
wget ftp://ftp-trace.ncbi.nlm.nih.gov/giab/ftp/data/AshkenazimTrio/analysis/PacBio_HiFi-Revio_20231031/pacbio-wgs-wdl_germline_20231031/HG002.GRCh38.deepvariant.phased.vcf.gz.tbi

# Father (HG003)
wget ftp://ftp-trace.ncbi.nlm.nih.gov/giab/ftp/data/AshkenazimTrio/analysis/PacBio_HiFi-Revio_20231031/pacbio-wgs-wdl_germline_20231031/HG003.GRCh38.deepvariant.phased.vcf.gz
wget ftp://ftp-trace.ncbi.nlm.nih.gov/giab/ftp/data/AshkenazimTrio/analysis/PacBio_HiFi-Revio_20231031/pacbio-wgs-wdl_germline_20231031/HG003.GRCh38.deepvariant.phased.vcf.gz.tbi

# Mother (HG004)
wget ftp://ftp-trace.ncbi.nlm.nih.gov/giab/ftp/data/AshkenazimTrio/analysis/PacBio_HiFi-Revio_20231031/pacbio-wgs-wdl_germline_20231031/HG004.GRCh38.deepvariant.phased.vcf.gz
wget ftp://ftp-trace.ncbi.nlm.nih.gov/giab/ftp/data/AshkenazimTrio/analysis/PacBio_HiFi-Revio_20231031/pacbio-wgs-wdl_germline_20231031/HG004.GRCh38.deepvariant.phased.vcf.gz.tbi

2. Merge individual VCFs into a trio VCF

bcftools merge \
  -O z \
  -o trio_HiFi_GRCh38_phased.vcf.gz \
  HG002.GRCh38.deepvariant.phased.vcf.gz \
  HG003.GRCh38.deepvariant.phased.vcf.gz \
  HG004.GRCh38.deepvariant.phased.vcf.gz

bcftools index trio_HiFi_GRCh38_phased.vcf.gz

3. Filter variants for UPDhmm input

The following filtering steps are applied:

  • keep only biallelic variants

  • remove sites where all trio members are reference (0/0 or 0|0)

  • remove sites where all trio members are missing (./. or .|.)

bcftools view \
  -m2 -M2 \
  -e 'COUNT(GT="0/0" || GT="0|0")==3 || COUNT(GT="./." || GT=".|.")==3' \
  -O z \
  -o trio_HiFi_GRCh38_phased_biallelic_nonref_nomissing.vcf.gz \
  trio_HiFi_GRCh38_phased.vcf.gz

bcftools index trio_HiFi_GRCh38_phased_biallelic_nonref_nomissing.vcf.gz

4. UPDhmm analysis in R

library(UPDhmm)
library(VariantAnnotation)

vcf <- readVcf(
  "trio_HiFi_GRCh38_phased_biallelic_nonref_nomissing.vcf.gz"
)

vcf_check <- vcfCheck(
  <!-- vcf, -->
  proband = "HG002",
  father  = "HG003",
  mother  = "HG004"
)

events <- calculateEvents(
  vcf_check,
  add_ratios = TRUE
)

Session Info

sessionInfo()
## R Under development (unstable) (2026-01-15 r89304)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 24.04.3 LTS
## 
## Matrix products: default
## BLAS:   /home/biocbuild/bbs-3.23-bioc/R/lib/libRblas.so 
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.12.0  LAPACK version 3.12.0
## 
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
##  [3] LC_TIME=en_GB              LC_COLLATE=C              
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## time zone: America/New_York
## tzcode source: system (glibc)
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] karyoploteR_1.37.0          regioneR_1.43.0            
##  [3] VariantAnnotation_1.57.1    Rsamtools_2.27.0           
##  [5] Biostrings_2.79.4           XVector_0.51.0             
##  [7] SummarizedExperiment_1.41.1 Biobase_2.71.0             
##  [9] GenomicRanges_1.63.1        IRanges_2.45.0             
## [11] S4Vectors_0.49.0            Seqinfo_1.1.0              
## [13] MatrixGenerics_1.23.0       matrixStats_1.5.0          
## [15] BiocGenerics_0.57.0         generics_0.1.4             
## [17] dplyr_1.2.0                 UPDhmm_1.7.1               
## [19] BiocStyle_2.39.0           
## 
## loaded via a namespace (and not attached):
##  [1] DBI_1.2.3                bitops_1.0-9             gridExtra_2.3           
##  [4] rlang_1.1.7              magrittr_2.0.4           biovizBase_1.59.0       
##  [7] otel_0.2.0               compiler_4.6.0           RSQLite_2.4.6           
## [10] GenomicFeatures_1.63.1   png_0.1-8                vctrs_0.7.1             
## [13] ProtGenerics_1.43.0      stringr_1.6.0            pkgconfig_2.0.3         
## [16] crayon_1.5.3             fastmap_1.2.0            magick_2.9.0            
## [19] backports_1.5.0          rmarkdown_2.30           UCSC.utils_1.7.1        
## [22] tinytex_0.58             bit_4.6.0                xfun_0.56               
## [25] cachem_1.1.0             cigarillo_1.1.0          GenomeInfoDb_1.47.2     
## [28] jsonlite_2.0.0           blob_1.3.0               DelayedArray_0.37.0     
## [31] BiocParallel_1.45.0      parallel_4.6.0           cluster_2.1.8.2         
## [34] R6_2.6.1                 bslib_0.10.0             stringi_1.8.7           
## [37] RColorBrewer_1.1-3       bezier_1.1.2             rtracklayer_1.71.3      
## [40] rpart_4.1.24             jquerylib_0.1.4          Rcpp_1.1.1              
## [43] bookdown_0.46            knitr_1.51               base64enc_0.1-6         
## [46] Matrix_1.7-4             nnet_7.3-20              tidyselect_1.2.1        
## [49] rstudioapi_0.18.0        dichromat_2.0-0.1        abind_1.4-8             
## [52] yaml_2.3.12              codetools_0.2-20         curl_7.0.0              
## [55] lattice_0.22-9           tibble_3.3.1             KEGGREST_1.51.1         
## [58] S7_0.2.1                 evaluate_1.0.5           foreign_0.8-91          
## [61] pillar_1.11.1            BiocManager_1.30.27      checkmate_2.3.4         
## [64] RCurl_1.98-1.17          ensembldb_2.35.0         ggplot2_4.0.2           
## [67] scales_1.4.0             glue_1.8.0               lazyeval_0.2.2          
## [70] Hmisc_5.2-5              tools_4.6.0              BiocIO_1.21.0           
## [73] data.table_1.18.2.1      BSgenome_1.79.1          GenomicAlignments_1.47.0
## [76] XML_3.99-0.22            grid_4.6.0               colorspace_2.1-2        
## [79] AnnotationDbi_1.73.0     htmlTable_2.4.3          restfulr_0.0.16         
## [82] Formula_1.2-5            cli_3.6.5                HMM_1.0.2               
## [85] S4Arrays_1.11.1          AnnotationFilter_1.35.0  gtable_0.3.6            
## [88] sass_0.4.10              digest_0.6.39            SparseArray_1.11.10     
## [91] rjson_0.2.23             htmlwidgets_1.6.4        farver_2.1.2            
## [94] memoise_2.0.1            htmltools_0.5.9          lifecycle_1.0.5         
## [97] httr_1.4.7               bit64_4.6.0-1            bamsignals_1.43.0