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qc-graph.dot
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digraph {
# set to DIN A4 aspect ratio
ratio="full";
size="8.3,11.7!";
margin=0;
graph [ fontsize=12, fontname=Roboto ]
node [ fontsize=12, fontname=Roboto ]
edge [ fontsize=11, fontname=Roboto ]
{
# dataset names
node [shape=note]
batch1 [label="batch 1"]
batch2 [label="batch 2"]
batchn [label="batch n"]
after_QCI_merge [label="collection_Rs"];
after_QCI [label="collection_QCI"];
SampleQC_final [label="collection_SampleQCI_final"];
SampleQC_final_wr [label="collection_SampleQCI_final_withoutRelated"];
final [label="collection_QCed_final"];
}
{
# process names
rs_cda [label="Chip detect"]
rs_clean_namesa [label="Lift genome build"]
rs_norm_variantsa [label="Normalize variant names"]
rs_flipa [label="Flip variants"]
rs_duplicatesa [label="Remove duplicates"]
rs_clean_namesb [label="Lift genome build"]
rs_cdb [label="Chip detect"]
rs_norm_variantsb [label="Normalize variant names"]
rs_flipb [label="Flip variants"]
rs_duplicatesb [label="Remove duplicates"]
rs_clean_namesc [label="Lift genome build"]
rs_cdc [label="Chip detect"]
rs_norm_variantsc [label="Normalize variant names"]
rs_flipc [label="Flip variants"]
rs_duplicatesc [label="Remove duplicates"]
}
subgraph cluster_1 {
rs_cda;
rs_clean_namesa -> rs_norm_variantsa -> rs_flipa -> rs_duplicatesa;
label="Rs Phase";
}
subgraph cluster_2 {
rs_cdb;
rs_clean_namesb -> rs_norm_variantsb -> rs_flipb -> rs_duplicatesb;
label="Rs Phase";
}
subgraph cluster_3 {
rs_cdc;
rs_clean_namesc -> rs_norm_variantsc -> rs_flipc -> rs_duplicatesc;
label="Rs Phase";
}
batch1 -> rs_clean_namesa;
batch1 -> rs_cda;
rs_duplicatesa -> "Merge batches";
batch2 -> rs_clean_namesb;
batch2 -> rs_cdb;
rs_duplicatesb -> "Merge batches";
batchn -> rs_clean_namesc;
batchn -> rs_cdc;
rs_duplicatesc -> "Merge batches";
subgraph cluster_snpqci {
color=black;
node [style=filled,color=white];
label="SNP QC I Phase";
node [style=ellipse,color=black];
snpqci_remove[label="Remove bad SNPs"];
"Merge batches" -> after_QCI_merge;
after_QCI_merge -> {"Filter HWE" "Filter Missingness" "Filter Missingness batch-wise" "Draw DeFinetti Diagrams"};
"Filter HWE" -> snpqci_remove [label="Outliers"];
"Filter Missingness" -> snpqci_remove [label="Outliers"];
"Filter Missingness batch-wise" -> snpqci_remove [label="Outliers"];
after_QCI_merge -> snpqci_remove [color=blue,label="Dataset"];
}
subgraph cluster_sampleqci {
label="Sample QC Phase";
sampleqci_miss_het [label="Determine individual missingness/heterozygosity outliers"];
sampleqci_miss_het -> prune;
prune [label="Prune individuals by LD, Missingness and regions"];
pca_eigen1 [label="PCA/Eigenstrat (images)"];
pca_eigen2 [label="PCA/Eigenstrat"];
sampleqc_remove_bad [label="Remove bad samples"];
pca_flash1 [label="FlashPCA"];
prune -> "Detect (related) duplicates through IBD/IBS";
"Detect (related) duplicates through IBD/IBS" -> sampleqc_remove_bad [label="Duplicates"];
prune -> "Merge with HapMap" -> pca_eigen1;
prune -> "Merge with 1kG" -> pca_flash1;
pca_flash1 -> sampleqc_remove_bad [label="Outliers"];
prune -> pca_eigen2;
pca_eigen2 -> sampleqc_remove_bad [label="Outliers"];
prune -> FlashPCA;
FlashPCA -> sampleqc_remove_bad [label="Outliers"];
sampleqci_miss_het -> sampleqc_remove_bad [label="Outliers"];
sampleqc_remove_bad -> "Update annotations" -> "Draw Histograms";
"Merge with 1kG" -> "FlashPCA w/o projection";
sampleqc_remove_bad -> "Remove related";
"Detect (related) duplicates through IBD/IBS" -> "Remove related" [label="Related samples"];
}
snpqci_remove -> after_QCI;
after_QCI-> sampleqci_miss_het;
after_QCI -> sampleqc_remove_bad [color=blue, label="Dataset"];
"Update annotations" -> SampleQC_final;
"Remove related" -> SampleQC_final_wr;
SampleQC_final_wr -> "HF test";
sampleqc_remove_bad -> SampleQC_final [color=blue];
subgraph cluster_snpqcii {
label="SNP QC II";
"HF test";
qc2_prune [label="Prune individuals by LD, Missingness and regions"];
qc2_prune_atcg [label="Prune individuals, keep AT/CG"];
qc2_merge_1kg [label="Merge with 1kG"];
qc2_merge_1kg_atcg [label="Merge with 1kG (with AT/CG)"];
qc2_1kg_flashpca [label="FlashPCA"];
qc2_1kg_flashpca_atcg [label="FlashPCA (with AT/CG)"];
# SampleQC_final -> qc2_prune;
"HF test" -> "Remove HF test outliers";
#-> qc2_prune [label="Outliers"];
qc2_prune -> qc2_merge_1kg -> qc2_1kg_flashpca;
qc2_prune_atcg -> qc2_merge_1kg_atcg -> qc2_1kg_flashpca_atcg;
qc2_1kg_flashpca -> "Final Sample cleaning" [label="Outliers"];
"Remove HF test outliers" -> "Determine monomorphics" -> "Final SNP cleaning";
"Remove HF test outliers" -> "Determine differential missingness" -> "Final SNP cleaning";
"Remove HF test outliers" -> "Find unknown diagnoses" -> "Final SNP cleaning";
"Remove HF test outliers" -> "Final SNP cleaning" [color="blue", label="Dataset_SNPQCII"];
"Final SNP cleaning" -> qc2_prune;
"Final SNP cleaning" -> qc2_prune_atcg;
"Final SNP cleaning" -> "Final Sample cleaning" [color="blue", label="Dataset_QCed"];
qc2_final_flashpca [label="Prune & FlashPCA with CON projection"];
qc2_final_tw [label="Tracy Widom stats"];
qc2_final_histos [label="Draw histograms"];
"Final Sample cleaning" -> "Plot MAF";
"Final Sample cleaning" -> qc2_final_flashpca;
qc2_final_flashpca -> qc2_final_tw;
qc2_final_flashpca -> qc2_final_histos;
}
#SampleQC_final -> "Remove HF test outliers" [color=blue];
SampleQC_final_wr -> "Remove HF test outliers" [color=blue];
"Final Sample cleaning" -> final [color="blue"];
}