public void GffAppliedToOther()
{
string referenceGff = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestData", "sample_gff.gff3");
string alternateGff = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestData", "sample_pacbio.gtf");
GeneModel r = new GeneModel(genome, referenceGff);
GeneModel a = new GeneModel(genome, alternateGff);
a.CreateCDSFromAnnotatedStartCodons(r);
List <Protein> proteins = a.Genes.SelectMany(g => g.Translate(true)).ToList();
//Forward strand, single coding region
Assert.AreEqual("PB2015.1.1", proteins[0].Accession);
Assert.AreEqual(
"MVTEFIFLGLSDSQELQTFLFMLFFVFYGGIVFGNLLIVITVVSDSHLHSPMYFLLANLSLIDLSLSSVTAPKMITDFFSQRKVISFKGCLVQIFLLHFFGGSEMVILIAMGFDRYIAICKPLHYTTIMCGNACVGIMAVTWGIGFLHSVSQLAFAVHLLFCGPNEVDSFYCDLPRVIKLACTDTYRLDIMVIANSGVLTVCSFVLLIISYTIILMTIQHRPLDKSSKALSTLTAHITVVLLFFGPCVFIYAWPFPIKSLDKFLAVFYSVITPLLNPIIYTLRNKDMKTAIRQLRKWDAHSSVKF",
proteins[0].BaseSequence);
//Reverse strand, single coding region
Assert.AreEqual("PB2015.2.1", proteins[1].Accession);
Assert.AreEqual(
"TSLWTPQAKLPTFQQLLHTQLLPPSGLFRPSSCFTRAFPGPTFVSWQPSLARFLPVSQQP" +
"RQAQVLPHTGLSTSSLCLTVASPRPTPVPGHHLRAQNLLKSDSLVPTAASWWPMKAQNLL" +
"KLTCPGPAPASCQRLQAQPLPHGGFSRPTSSSWLGLQAQLLPHNSLFWPSSCPANGGQCR" +
"PKTSSSQTLQAHLLLPGGINRPSFDLRTASAGPALASQGLFPGPALASWQLPQAKFLPAC" +
"QQPQQAQLLPHSGPFRPNL",
proteins[1].BaseSequence);
}
public void OutputGtfFromGeneModel()
{
string referenceGff = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestData", "sample_gff.gff3");
string alternateGff = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestData", "sample_pacbio.gtf");
GeneModel r = new GeneModel(genome, referenceGff);
GeneModel a = new GeneModel(genome, alternateGff);
a.CreateCDSFromAnnotatedStartCodons(r);
a.PrintToGTF(Path.Combine(TestContext.CurrentContext.TestDirectory, "TestData", "sample_pacbio_merged.gtf"));
}
/// <summary>
/// Filters GTF or GFF entries that lack strand information
/// Can filter also by zero abundance stringtie estimates
/// Add CDS at the end
/// </summary>
/// <param name="gtfPath"></param>
/// <param name="gtfOutPath"></param>
public static void FilterGtfEntriesWithoutStrand(string gtfPath, string referenceGenomePath, string referenceGeneModelPath, bool filterEntriesWithZeroAbundanceStringtieEstimates = false)
{
var chromFeatures = GeneModel.SimplerParse(gtfPath);
string filteredGtfPath = Path.Combine(Path.GetDirectoryName(gtfPath), Path.GetFileNameWithoutExtension(gtfPath) + ".filtered.gtf");
using (var file = File.Create(filteredGtfPath))
{
var formatter = new GffFormatter();
foreach (var chromISeq in chromFeatures)
{
List <MetadataListItem <List <string> > > filteredFeatures = new List <MetadataListItem <List <string> > >();
bool isMetadata = chromISeq.Metadata.TryGetValue("features", out object featuresObj);
if (isMetadata)
{
bool okayTranscript = false;
var features = featuresObj as List <MetadataListItem <List <string> > >;
foreach (var feature in features)
{
if (!feature.SubItems.TryGetValue("strand", out List <string> strandish))
{
continue;
}
var attributes = GeneModel.SplitAttributes(feature.FreeText);
if (feature.Key == "transcript")
{
bool okayFpkm = !filterEntriesWithZeroAbundanceStringtieEstimates ||
attributes.TryGetValue("FPKM", out string fpkm) && double.TryParse(fpkm, out double fpkmValue) && fpkmValue > 0;
bool okayTpm = !filterEntriesWithZeroAbundanceStringtieEstimates ||
attributes.TryGetValue("TPM", out string tpm) && double.TryParse(tpm, out double tpmValue) && tpmValue > 0;
okayTranscript = okayFpkm && okayTpm;
}
if (okayTranscript)
{
filteredFeatures.Add(feature);
}
}
}
chromISeq.Metadata["features"] = filteredFeatures;
}
formatter.Format(file, chromFeatures);
}
Genome ensemblGenome = new Genome(referenceGenomePath);
GeneModel newGeneModel = new GeneModel(ensemblGenome, filteredGtfPath);
GeneModel referenceGeneModel = new GeneModel(ensemblGenome, referenceGeneModelPath);
newGeneModel.CreateCDSFromAnnotatedStartCodons(referenceGeneModel);
string filteredGtfWithCdsPath = Path.Combine(Path.GetDirectoryName(filteredGtfPath), Path.GetFileNameWithoutExtension(filteredGtfPath) + ".withcds.gtf");
newGeneModel.PrintToGTF(filteredGtfWithCdsPath);
}
/// <summary>
/// Annotates PacBio transcript model for MCF7 with start codons in the reference model
/// </summary>
private static void PacBioCds()
{
Stopwatch stopwatch = new Stopwatch();
stopwatch.Start();
Genome genome = new Genome(@"E:\ProjectsActive\MCF7PacBio\Homo_sapiens.GRCh37.73.dna.primary_assembly.fa");
string referenceGff = @"E:\ProjectsActive\MCF7PacBio\Homo_sapiens.GRCh37.73.gtf";
string alternateGff = @"E:\ProjectsActive\MCF7PacBio\IsoSeq_MCF72015edition_polished.unimapped.ensembl.unimapped.gff";
GeneModel r = new GeneModel(genome, referenceGff);
GeneModel a = new GeneModel(genome, alternateGff);
a.CreateCDSFromAnnotatedStartCodons(r);
a.PrintToGTF(@"E:\ProjectsActive\MCF7PacBio\CDSAnnotated_IsoSeq_MCF7_2015edition_polished.unimapped.gff");
stopwatch.Stop();
Console.WriteLine("Finished checking that all proteins are the same.");
Console.WriteLine("Time elapsed: " + stopwatch.Elapsed.Minutes.ToString() + " minutes and " + stopwatch.Elapsed.Seconds.ToString() + " seconds.");
Console.WriteLine("Result: there are " + a.Genes.Sum(g => g.Transcripts.Count) + " PacBio transcript isoforms");
Console.WriteLine("Result: " + a.Genes.Sum(g => g.Transcripts.Count(t => t.IsProteinCoding())) + " PacBio transcript isoforms are new annotated as protein coding");
Console.WriteLine("Press any key to continue...");
Console.ReadKey();
}
/// <summary>
/// Check that annotations from ensembl make it in from a merged gene model
/// </summary>
private static void StringtieAndEnsembl202122CDS()
{
Stopwatch stopwatch = new Stopwatch();
stopwatch.Start();
Genome genome = new Genome(@"E:\source\repos\Spritz\Test\bin\Debug\TestData\202122.karyotypic.fa");
string referenceGff = @"E:\source\repos\Spritz\Test\bin\Debug\TestData\202122.gtf";
string alternateGff = @"E:\ProjectsActive\Spritz\customGtfCdsAnnotatedTest\MergedStringtieModel-806392539.filtered.gtf";
GeneModel r = new GeneModel(genome, referenceGff);
GeneModel a = new GeneModel(genome, alternateGff);
a.CreateCDSFromAnnotatedStartCodons(r);
a.PrintToGTF(@"E:\ProjectsActive\Spritz\customGtfCdsAnnotatedTest\MergedStringtieModel-806392539.filtered.withcds.gtf");
stopwatch.Stop();
Console.WriteLine("Finished checking that all proteins are the same.");
Console.WriteLine("Time elapsed: " + stopwatch.Elapsed.Minutes.ToString() + " minutes and " + stopwatch.Elapsed.Seconds.ToString() + " seconds.");
Console.WriteLine("Result: there are " + a.Genes.Sum(g => g.Transcripts.Count) + " transcript isoforms in " + alternateGff);
Console.WriteLine("Result: " + a.Genes.Sum(g => g.Transcripts.Count(t => t.IsProteinCoding())) + " of those transcript isoforms are new annotated as protein coding");
Console.WriteLine("Press any key to continue...");
Console.ReadKey();
}
/// <summary>
/// Check that annotations from ensembl make it in from a merged gene model
/// </summary>
private static void StringtieAndEnsemblFullCDS()
{
Stopwatch stopwatch = new Stopwatch();
stopwatch.Start();
Genome genome = new Genome(@"E:\source\repos\Spritz\Test\bin\Debug\TestData\Homo_sapiens.GRCh38.dna.primary_assembly.fa");
string referenceGff = @"E:\source\repos\Spritz\Test\bin\Debug\TestData\Homo_sapiens.GRCh38.81.gtf";
string alternateGff = @"E:\ProjectsActive\Spritz\customGtfCdsAnnotatedTest\MergedStringtieModel-1914802334.filtered.gtf";
GeneModel r = new GeneModel(genome, referenceGff);
GeneModel a = new GeneModel(genome, alternateGff);
var x = a.Genes.SelectMany(g => g.Transcripts).FirstOrDefault(t => t.ID == ""); // should be null
a.CreateCDSFromAnnotatedStartCodons(r);
a.PrintToGTF(@"E:\ProjectsActive\Spritz\customGtfCdsAnnotatedTest\MergedStringtieModel-1914802334.filtered.withcds.gtf");
stopwatch.Stop();
Console.WriteLine("Finished checking that all proteins are the same.");
Console.WriteLine("Time elapsed: " + stopwatch.Elapsed.Minutes.ToString() + " minutes and " + stopwatch.Elapsed.Seconds.ToString() + " seconds.");
Console.WriteLine("Result: there are " + a.Genes.Sum(g => g.Transcripts.Count) + " transcript isoforms in " + alternateGff);
Console.WriteLine("Result: " + a.Genes.Sum(g => g.Transcripts.Count(t => t.IsProteinCoding())) + " of those transcript isoforms are new annotated as protein coding");
Console.WriteLine("Press any key to continue...");
Console.ReadKey();
}
/// <summary>
/// Generate sample specific protein database starting with fastq files
/// </summary>
public void GenerateSampleSpecificProteinDatabases()
{
// Download references and align reads
Downloads.PrepareEnsemblGenomeFasta(Parameters.AnalysisDirectory, Parameters.GenomeFasta);
if (Parameters.Fastqs != null)
{
Alignment.Parameters = new AlignmentParameters();
Alignment.Parameters.SpritzDirectory = Parameters.SpritzDirectory;
Alignment.Parameters.AnalysisDirectory = Parameters.AnalysisDirectory;
Alignment.Parameters.Reference = Parameters.Reference;
Alignment.Parameters.Threads = Parameters.Threads;
Alignment.Parameters.Fastqs = Parameters.Fastqs;
Alignment.Parameters.ExperimentType = Parameters.ExperimentType;
Alignment.Parameters.StrandSpecific = Parameters.StrandSpecific;
Alignment.Parameters.InferStrandSpecificity = Parameters.InferStrandSpecificity;
Alignment.Parameters.OverwriteStarAlignment = Parameters.OverwriteStarAlignment;
Alignment.Parameters.GenomeStarIndexDirectory = Parameters.GenomeStarIndexDirectory;
Alignment.Parameters.ReorderedFastaPath = Downloads.ReorderedFastaPath;
Alignment.Parameters.GeneModelGtfOrGffPath = Parameters.ReferenceGeneModelGtfOrGff;
Alignment.Parameters.UseReadSubset = Parameters.UseReadSubset;
Alignment.Parameters.ReadSubset = Parameters.ReadSubset;
Alignment.PerformAlignment();
Downloads.GetImportantProteinAccessions(Parameters.SpritzDirectory, Parameters.ProteinFastaPath);
}
EnsemblDownloadsWrapper.FilterGeneModel(Parameters.AnalysisDirectory, Parameters.ReferenceGeneModelGtfOrGff, Downloads.EnsemblGenome, out string filteredGeneModelForScalpel);
string sortedBed12Path = BEDOPSWrapper.GffOrGtf2Bed12(Parameters.SpritzDirectory, Parameters.AnalysisDirectory, filteredGeneModelForScalpel);
GeneModel referenceGeneModel = new GeneModel(Downloads.EnsemblGenome, Parameters.ReferenceGeneModelGtfOrGff);
string referenceGeneModelProteinXml = Path.Combine(Path.GetDirectoryName(Parameters.ReferenceGeneModelGtfOrGff), Path.GetFileNameWithoutExtension(Parameters.ReferenceGeneModelGtfOrGff) + ".protein.xml"); // used if no fastqs are provided
// Merge reference gene model and a new gene model (either specified or stringtie-generated)
string newGeneModelPath = Parameters.NewGeneModelGtfOrGff;
string mergedGeneModelWithCdsPath = null;
string mergedGeneModelProteinXml = null;
string reference = Parameters.Reference;
if (Parameters.DoTranscriptIsoformAnalysis)
{
StringtieWrapper stringtie = new StringtieWrapper();
if (newGeneModelPath == null)
{
stringtie.TranscriptReconstruction(Parameters.SpritzDirectory, Parameters.AnalysisDirectory, Parameters.Threads, Parameters.ReferenceGeneModelGtfOrGff, Downloads.EnsemblGenome, Parameters.StrandSpecific, Parameters.InferStrandSpecificity, Alignment.SortedBamFiles, true);
newGeneModelPath = stringtie.FilteredMergedGtfPath;
}
else
{
newGeneModelPath = EnsemblDownloadsWrapper.ConvertFirstColumnUCSC2Ensembl(Parameters.SpritzDirectory, Parameters.Reference, Parameters.NewGeneModelGtfOrGff);
string mergedGeneModelPath = Path.Combine(Path.GetDirectoryName(newGeneModelPath), Path.GetFileNameWithoutExtension(newGeneModelPath) + ".merged.gtf");
WrapperUtility.GenerateAndRunScript(WrapperUtility.GetAnalysisScriptPath(Parameters.AnalysisDirectory, "MergeTranscriptModels.bash"),
StringtieWrapper.MergeTranscriptPredictions(Parameters.SpritzDirectory, Parameters.ReferenceGeneModelGtfOrGff, new List <string> {
newGeneModelPath
}, mergedGeneModelPath)).WaitForExit();
newGeneModelPath = mergedGeneModelPath;
}
// Determine CDS from start codons of reference gene model
// In the future, we could also try ORF finding to expand this (e.g. https://github.com/TransDecoder/TransDecoder/wiki)
GeneModel newGeneModel = new GeneModel(Downloads.EnsemblGenome, newGeneModelPath);
newGeneModel.CreateCDSFromAnnotatedStartCodons(referenceGeneModel);
mergedGeneModelWithCdsPath = Path.Combine(Path.GetDirectoryName(newGeneModelPath), Path.GetFileNameWithoutExtension(newGeneModelPath) + ".withcds.gtf");
newGeneModel.PrintToGTF(mergedGeneModelWithCdsPath);
}
// SnpEff databases or outputing protein XMLs from gene models
if (Parameters.DoTranscriptIsoformAnalysis) // isoform analysis, so generate a new snpeff database
{
reference = SnpEffWrapper.GenerateDatabase(Parameters.SpritzDirectory, Parameters.AnalysisDirectory, Downloads.ReorderedFastaPath, Parameters.ProteinFastaPath, mergedGeneModelWithCdsPath);
if (Parameters.Fastqs == null || Parameters.SkipVariantAnalysis) // isoform analysis without variant analysis, so generate a protein database directly from merged gtf
{
mergedGeneModelProteinXml = SnpEffWrapper.GenerateXmlDatabaseFromReference(Parameters.SpritzDirectory, Parameters.AnalysisDirectory, reference, mergedGeneModelWithCdsPath);
}
}
else // no isoform analysis
{
new SnpEffWrapper(1).DownloadSnpEffDatabase(Parameters.SpritzDirectory, Parameters.AnalysisDirectory, Parameters.Reference);
if (Parameters.Fastqs == null) // no isoform analysis and no fastqs
{
referenceGeneModelProteinXml = SnpEffWrapper.GenerateXmlDatabaseFromReference(Parameters.SpritzDirectory, Parameters.AnalysisDirectory, Parameters.Reference, Parameters.ReferenceGeneModelGtfOrGff);
}
}
// Gene Fusion Discovery
List <Protein> fusionProteins = new List <Protein>();
if (Parameters.DoFusionAnalysis)
{
Fusion.Parameters.SpritzDirectory = Parameters.SpritzDirectory;
Fusion.Parameters.AnalysisDirectory = Parameters.AnalysisDirectory;
Fusion.Parameters.Reference = Parameters.Reference;
Fusion.Parameters.Threads = Parameters.Threads;
Fusion.Parameters.Fastqs = Parameters.Fastqs;
Fusion.DiscoverGeneFusions();
fusionProteins = Fusion.FusionProteins;
}
// Variant Calling
if (Parameters.Fastqs != null && !Parameters.SkipVariantAnalysis)
{
VariantCalling.CallVariants(
Parameters.SpritzDirectory,
Parameters.AnalysisDirectory,
Parameters.ExperimentType,
reference,
Parameters.Threads,
sortedBed12Path,
Parameters.EnsemblKnownSitesPath,
Alignment.DedupedBamFiles,
Downloads.ReorderedFastaPath,
Downloads.EnsemblGenome,
Parameters.QuickSnpEffWithoutStats,
Parameters.IndelFinder,
Parameters.VariantCallingWorkers);
}
// Transfer features from UniProt
List <string> xmlsToUse = null;
if (VariantCalling.CombinedAnnotatedProteinXmlPaths.Count > 0)
{
xmlsToUse = VariantCalling.CombinedAnnotatedProteinXmlPaths;
}
// keep, since it might be useful for making a final database: .Concat(new[] { VariantCalling.CombinedAnnotatedProteinXmlPath }).ToList()
else
{
xmlsToUse = new List <string> {
Parameters.DoTranscriptIsoformAnalysis?mergedGeneModelProteinXml : referenceGeneModelProteinXml
}
};
VariantAnnotatedProteinXmlDatabases = new TransferModificationsFlow().TransferModifications(Parameters.SpritzDirectory, Parameters.UniProtXmlPath, xmlsToUse, fusionProteins);
}
