Snakemake Combine analysis of different input types in one workflow





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0















I am sorry for the newbie question regarding snakemake:



Genrally put:
What is the most elegant way to generate a workflow with two different input types in a combined way.



Let's say I have a number of samples wit different input types. Type a) is raw data in fastq format. Type b) is already assembled.



Now I want a pipeline which does assembly for all samples of type a. Next, it should do annotation with all samples (a and b).



More exemplaric:
Currently, I have a config file with the entries "samples" (type a) and "genomes" (type b).



I can generate a rule spades for samples and follow-up rule prokka for samples.
I could of course add a second rule prokka2 for genomes but how can I have a combined rule prokka for both types?










share|improve this question





























    0















    I am sorry for the newbie question regarding snakemake:



    Genrally put:
    What is the most elegant way to generate a workflow with two different input types in a combined way.



    Let's say I have a number of samples wit different input types. Type a) is raw data in fastq format. Type b) is already assembled.



    Now I want a pipeline which does assembly for all samples of type a. Next, it should do annotation with all samples (a and b).



    More exemplaric:
    Currently, I have a config file with the entries "samples" (type a) and "genomes" (type b).



    I can generate a rule spades for samples and follow-up rule prokka for samples.
    I could of course add a second rule prokka2 for genomes but how can I have a combined rule prokka for both types?










    share|improve this question

























      0












      0








      0








      I am sorry for the newbie question regarding snakemake:



      Genrally put:
      What is the most elegant way to generate a workflow with two different input types in a combined way.



      Let's say I have a number of samples wit different input types. Type a) is raw data in fastq format. Type b) is already assembled.



      Now I want a pipeline which does assembly for all samples of type a. Next, it should do annotation with all samples (a and b).



      More exemplaric:
      Currently, I have a config file with the entries "samples" (type a) and "genomes" (type b).



      I can generate a rule spades for samples and follow-up rule prokka for samples.
      I could of course add a second rule prokka2 for genomes but how can I have a combined rule prokka for both types?










      share|improve this question














      I am sorry for the newbie question regarding snakemake:



      Genrally put:
      What is the most elegant way to generate a workflow with two different input types in a combined way.



      Let's say I have a number of samples wit different input types. Type a) is raw data in fastq format. Type b) is already assembled.



      Now I want a pipeline which does assembly for all samples of type a. Next, it should do annotation with all samples (a and b).



      More exemplaric:
      Currently, I have a config file with the entries "samples" (type a) and "genomes" (type b).



      I can generate a rule spades for samples and follow-up rule prokka for samples.
      I could of course add a second rule prokka2 for genomes but how can I have a combined rule prokka for both types?







      snakemake






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked Nov 23 '18 at 15:18









      JoergLJoergL

      1




      1
























          3 Answers
          3






          active

          oldest

          votes


















          0














          Snakemake will figure out by itself that some samples are already partially processed and it will take them forward as required. For example, given these input files:



          touch s1.fq.gz s2.fq.gz s3.bam s4.bam 


          This workflow will apply rule "assemble" to s1.fq.gz and s2.fq.gz only and rule annotate to all the four:



          samples= ['s1', 's2', 's3', 's4']

          rule all:
          input:
          expand('{sample}.annotated.bam', sample= samples)

          rule assemble:
          input:
          fq= '{sample}.fq.gz'
          output:
          bam= '{sample}.bam'
          shell:
          r"""
          my_assembler {input.fq} > {output.bam}
          """

          rule annotate:
          input:
          bam= '{sample}.bam'
          output:
          bam= '{sample}.annotated.bam'
          shell:
          r"""
          my_annotator {input.bam} > {output.bam}
          """


          You can test the execution with Snakemake -p -n






          share|improve this answer
























          • Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

            – JoergL
            Nov 27 '18 at 10:53













          • Sorry for the inconvenience. config.yaml appeared just below my initial question.

            – JoergL
            Nov 27 '18 at 11:37











          • Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

            – dariober
            Nov 27 '18 at 14:59











          • or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

            – JoergL
            Nov 28 '18 at 15:03



















          0














          this is how my config.yaml looks like. I just do not know how I can handle files from samples and genomes in one rule (or finde a better config solution)



          samples:
          SRR653893:
          fw: SRR653893_1.fastq.gz
          rv: SRR653893_2.fastq.gz
          genomes:
          GCF:
          fasta: GCF_000008985.1_ASM898v1_genomic.fna





          share|improve this answer































            0














            @user:1114453

            The example works fine, apparently because the output files of rule “assemble” for sample 3 and 4 were created beforehand.

            I tried to make some structuring for the input data and results. This is my input folder



            .
            `-- input
            |-- s1.fq.gz
            |-- s2.fq.gz
            |-- s3.bam
            `-- s4.bam


            Using snakemak (example below), I try to make assembly rule assemble for s1 and s2 and copy the already assembled rule cp_assemblies s3 and s4 to the assembly folder. Then from the assembly folder I run the annotation of all samples. How I can improve the code to deal with such situation?



            samples= ['s1', 's2', 's3', 's4']
            assemblies = ['s3', 's4']

            input_dir="./input/"
            results_dir="./results/"

            rule all:
            input:
            expand( results_dir + 'annotation/{sample}.annotated.bam', sample= samples)

            rule cp_assemblies:
            input:
            fa= input_dir + '{sample}.bam'
            output:
            bam= results_dir + 'assembly/{sample}.bam'
            shell:
            """
            cp -v -f {input.fa} > {output.bam}
            """

            rule assemble:
            input:
            fq= input_dir + '{sample}.fq.gz'
            output:
            bam= results_dir + 'assembly/{sample}.bam'
            shell:
            """
            my_assembler {input.fq} > {output.bam}
            """

            rule annotate:
            input:
            bam= results_dir + 'assembly/{sample}.bam'
            output:
            bam= results_dir + 'annotation/{sample}.annotated.bam'
            shell:
            """
            my_annotator {input.bam} > {output.bam}
            """





            share|improve this answer
























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              3 Answers
              3






              active

              oldest

              votes








              3 Answers
              3






              active

              oldest

              votes









              active

              oldest

              votes






              active

              oldest

              votes









              0














              Snakemake will figure out by itself that some samples are already partially processed and it will take them forward as required. For example, given these input files:



              touch s1.fq.gz s2.fq.gz s3.bam s4.bam 


              This workflow will apply rule "assemble" to s1.fq.gz and s2.fq.gz only and rule annotate to all the four:



              samples= ['s1', 's2', 's3', 's4']

              rule all:
              input:
              expand('{sample}.annotated.bam', sample= samples)

              rule assemble:
              input:
              fq= '{sample}.fq.gz'
              output:
              bam= '{sample}.bam'
              shell:
              r"""
              my_assembler {input.fq} > {output.bam}
              """

              rule annotate:
              input:
              bam= '{sample}.bam'
              output:
              bam= '{sample}.annotated.bam'
              shell:
              r"""
              my_annotator {input.bam} > {output.bam}
              """


              You can test the execution with Snakemake -p -n






              share|improve this answer
























              • Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

                – JoergL
                Nov 27 '18 at 10:53













              • Sorry for the inconvenience. config.yaml appeared just below my initial question.

                – JoergL
                Nov 27 '18 at 11:37











              • Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

                – dariober
                Nov 27 '18 at 14:59











              • or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

                – JoergL
                Nov 28 '18 at 15:03
















              0














              Snakemake will figure out by itself that some samples are already partially processed and it will take them forward as required. For example, given these input files:



              touch s1.fq.gz s2.fq.gz s3.bam s4.bam 


              This workflow will apply rule "assemble" to s1.fq.gz and s2.fq.gz only and rule annotate to all the four:



              samples= ['s1', 's2', 's3', 's4']

              rule all:
              input:
              expand('{sample}.annotated.bam', sample= samples)

              rule assemble:
              input:
              fq= '{sample}.fq.gz'
              output:
              bam= '{sample}.bam'
              shell:
              r"""
              my_assembler {input.fq} > {output.bam}
              """

              rule annotate:
              input:
              bam= '{sample}.bam'
              output:
              bam= '{sample}.annotated.bam'
              shell:
              r"""
              my_annotator {input.bam} > {output.bam}
              """


              You can test the execution with Snakemake -p -n






              share|improve this answer
























              • Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

                – JoergL
                Nov 27 '18 at 10:53













              • Sorry for the inconvenience. config.yaml appeared just below my initial question.

                – JoergL
                Nov 27 '18 at 11:37











              • Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

                – dariober
                Nov 27 '18 at 14:59











              • or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

                – JoergL
                Nov 28 '18 at 15:03














              0












              0








              0







              Snakemake will figure out by itself that some samples are already partially processed and it will take them forward as required. For example, given these input files:



              touch s1.fq.gz s2.fq.gz s3.bam s4.bam 


              This workflow will apply rule "assemble" to s1.fq.gz and s2.fq.gz only and rule annotate to all the four:



              samples= ['s1', 's2', 's3', 's4']

              rule all:
              input:
              expand('{sample}.annotated.bam', sample= samples)

              rule assemble:
              input:
              fq= '{sample}.fq.gz'
              output:
              bam= '{sample}.bam'
              shell:
              r"""
              my_assembler {input.fq} > {output.bam}
              """

              rule annotate:
              input:
              bam= '{sample}.bam'
              output:
              bam= '{sample}.annotated.bam'
              shell:
              r"""
              my_annotator {input.bam} > {output.bam}
              """


              You can test the execution with Snakemake -p -n






              share|improve this answer













              Snakemake will figure out by itself that some samples are already partially processed and it will take them forward as required. For example, given these input files:



              touch s1.fq.gz s2.fq.gz s3.bam s4.bam 


              This workflow will apply rule "assemble" to s1.fq.gz and s2.fq.gz only and rule annotate to all the four:



              samples= ['s1', 's2', 's3', 's4']

              rule all:
              input:
              expand('{sample}.annotated.bam', sample= samples)

              rule assemble:
              input:
              fq= '{sample}.fq.gz'
              output:
              bam= '{sample}.bam'
              shell:
              r"""
              my_assembler {input.fq} > {output.bam}
              """

              rule annotate:
              input:
              bam= '{sample}.bam'
              output:
              bam= '{sample}.annotated.bam'
              shell:
              r"""
              my_annotator {input.bam} > {output.bam}
              """


              You can test the execution with Snakemake -p -n







              share|improve this answer












              share|improve this answer



              share|improve this answer










              answered Nov 26 '18 at 8:59









              darioberdariober

              1,1411222




              1,1411222













              • Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

                – JoergL
                Nov 27 '18 at 10:53













              • Sorry for the inconvenience. config.yaml appeared just below my initial question.

                – JoergL
                Nov 27 '18 at 11:37











              • Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

                – dariober
                Nov 27 '18 at 14:59











              • or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

                – JoergL
                Nov 28 '18 at 15:03



















              • Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

                – JoergL
                Nov 27 '18 at 10:53













              • Sorry for the inconvenience. config.yaml appeared just below my initial question.

                – JoergL
                Nov 27 '18 at 11:37











              • Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

                – dariober
                Nov 27 '18 at 14:59











              • or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

                – JoergL
                Nov 28 '18 at 15:03

















              Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

              – JoergL
              Nov 27 '18 at 10:53







              Hey,wonderful! Thank you very much. How would this work with a config.yaml file? See answer below.

              – JoergL
              Nov 27 '18 at 10:53















              Sorry for the inconvenience. config.yaml appeared just below my initial question.

              – JoergL
              Nov 27 '18 at 11:37





              Sorry for the inconvenience. config.yaml appeared just below my initial question.

              – JoergL
              Nov 27 '18 at 11:37













              Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

              – dariober
              Nov 27 '18 at 14:59





              Snakemake reads the config file using the --configfile options and the content of the file is automatically stored into the variable config accessible within the Snakefile. You can use print(config) towards the top of the Snakefile to see the structure of config (which is basically a dictionary)

              – dariober
              Nov 27 '18 at 14:59













              or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

              – JoergL
              Nov 28 '18 at 15:03





              or course. My question is just how I solve the problem when using a config.yaml file? I have an example above

              – JoergL
              Nov 28 '18 at 15:03













              0














              this is how my config.yaml looks like. I just do not know how I can handle files from samples and genomes in one rule (or finde a better config solution)



              samples:
              SRR653893:
              fw: SRR653893_1.fastq.gz
              rv: SRR653893_2.fastq.gz
              genomes:
              GCF:
              fasta: GCF_000008985.1_ASM898v1_genomic.fna





              share|improve this answer




























                0














                this is how my config.yaml looks like. I just do not know how I can handle files from samples and genomes in one rule (or finde a better config solution)



                samples:
                SRR653893:
                fw: SRR653893_1.fastq.gz
                rv: SRR653893_2.fastq.gz
                genomes:
                GCF:
                fasta: GCF_000008985.1_ASM898v1_genomic.fna





                share|improve this answer


























                  0












                  0








                  0







                  this is how my config.yaml looks like. I just do not know how I can handle files from samples and genomes in one rule (or finde a better config solution)



                  samples:
                  SRR653893:
                  fw: SRR653893_1.fastq.gz
                  rv: SRR653893_2.fastq.gz
                  genomes:
                  GCF:
                  fasta: GCF_000008985.1_ASM898v1_genomic.fna





                  share|improve this answer













                  this is how my config.yaml looks like. I just do not know how I can handle files from samples and genomes in one rule (or finde a better config solution)



                  samples:
                  SRR653893:
                  fw: SRR653893_1.fastq.gz
                  rv: SRR653893_2.fastq.gz
                  genomes:
                  GCF:
                  fasta: GCF_000008985.1_ASM898v1_genomic.fna






                  share|improve this answer












                  share|improve this answer



                  share|improve this answer










                  answered Nov 27 '18 at 11:01









                  JoergLJoergL

                  1




                  1























                      0














                      @user:1114453

                      The example works fine, apparently because the output files of rule “assemble” for sample 3 and 4 were created beforehand.

                      I tried to make some structuring for the input data and results. This is my input folder



                      .
                      `-- input
                      |-- s1.fq.gz
                      |-- s2.fq.gz
                      |-- s3.bam
                      `-- s4.bam


                      Using snakemak (example below), I try to make assembly rule assemble for s1 and s2 and copy the already assembled rule cp_assemblies s3 and s4 to the assembly folder. Then from the assembly folder I run the annotation of all samples. How I can improve the code to deal with such situation?



                      samples= ['s1', 's2', 's3', 's4']
                      assemblies = ['s3', 's4']

                      input_dir="./input/"
                      results_dir="./results/"

                      rule all:
                      input:
                      expand( results_dir + 'annotation/{sample}.annotated.bam', sample= samples)

                      rule cp_assemblies:
                      input:
                      fa= input_dir + '{sample}.bam'
                      output:
                      bam= results_dir + 'assembly/{sample}.bam'
                      shell:
                      """
                      cp -v -f {input.fa} > {output.bam}
                      """

                      rule assemble:
                      input:
                      fq= input_dir + '{sample}.fq.gz'
                      output:
                      bam= results_dir + 'assembly/{sample}.bam'
                      shell:
                      """
                      my_assembler {input.fq} > {output.bam}
                      """

                      rule annotate:
                      input:
                      bam= results_dir + 'assembly/{sample}.bam'
                      output:
                      bam= results_dir + 'annotation/{sample}.annotated.bam'
                      shell:
                      """
                      my_annotator {input.bam} > {output.bam}
                      """





                      share|improve this answer




























                        0














                        @user:1114453

                        The example works fine, apparently because the output files of rule “assemble” for sample 3 and 4 were created beforehand.

                        I tried to make some structuring for the input data and results. This is my input folder



                        .
                        `-- input
                        |-- s1.fq.gz
                        |-- s2.fq.gz
                        |-- s3.bam
                        `-- s4.bam


                        Using snakemak (example below), I try to make assembly rule assemble for s1 and s2 and copy the already assembled rule cp_assemblies s3 and s4 to the assembly folder. Then from the assembly folder I run the annotation of all samples. How I can improve the code to deal with such situation?



                        samples= ['s1', 's2', 's3', 's4']
                        assemblies = ['s3', 's4']

                        input_dir="./input/"
                        results_dir="./results/"

                        rule all:
                        input:
                        expand( results_dir + 'annotation/{sample}.annotated.bam', sample= samples)

                        rule cp_assemblies:
                        input:
                        fa= input_dir + '{sample}.bam'
                        output:
                        bam= results_dir + 'assembly/{sample}.bam'
                        shell:
                        """
                        cp -v -f {input.fa} > {output.bam}
                        """

                        rule assemble:
                        input:
                        fq= input_dir + '{sample}.fq.gz'
                        output:
                        bam= results_dir + 'assembly/{sample}.bam'
                        shell:
                        """
                        my_assembler {input.fq} > {output.bam}
                        """

                        rule annotate:
                        input:
                        bam= results_dir + 'assembly/{sample}.bam'
                        output:
                        bam= results_dir + 'annotation/{sample}.annotated.bam'
                        shell:
                        """
                        my_annotator {input.bam} > {output.bam}
                        """





                        share|improve this answer


























                          0












                          0








                          0







                          @user:1114453

                          The example works fine, apparently because the output files of rule “assemble” for sample 3 and 4 were created beforehand.

                          I tried to make some structuring for the input data and results. This is my input folder



                          .
                          `-- input
                          |-- s1.fq.gz
                          |-- s2.fq.gz
                          |-- s3.bam
                          `-- s4.bam


                          Using snakemak (example below), I try to make assembly rule assemble for s1 and s2 and copy the already assembled rule cp_assemblies s3 and s4 to the assembly folder. Then from the assembly folder I run the annotation of all samples. How I can improve the code to deal with such situation?



                          samples= ['s1', 's2', 's3', 's4']
                          assemblies = ['s3', 's4']

                          input_dir="./input/"
                          results_dir="./results/"

                          rule all:
                          input:
                          expand( results_dir + 'annotation/{sample}.annotated.bam', sample= samples)

                          rule cp_assemblies:
                          input:
                          fa= input_dir + '{sample}.bam'
                          output:
                          bam= results_dir + 'assembly/{sample}.bam'
                          shell:
                          """
                          cp -v -f {input.fa} > {output.bam}
                          """

                          rule assemble:
                          input:
                          fq= input_dir + '{sample}.fq.gz'
                          output:
                          bam= results_dir + 'assembly/{sample}.bam'
                          shell:
                          """
                          my_assembler {input.fq} > {output.bam}
                          """

                          rule annotate:
                          input:
                          bam= results_dir + 'assembly/{sample}.bam'
                          output:
                          bam= results_dir + 'annotation/{sample}.annotated.bam'
                          shell:
                          """
                          my_annotator {input.bam} > {output.bam}
                          """





                          share|improve this answer













                          @user:1114453

                          The example works fine, apparently because the output files of rule “assemble” for sample 3 and 4 were created beforehand.

                          I tried to make some structuring for the input data and results. This is my input folder



                          .
                          `-- input
                          |-- s1.fq.gz
                          |-- s2.fq.gz
                          |-- s3.bam
                          `-- s4.bam


                          Using snakemak (example below), I try to make assembly rule assemble for s1 and s2 and copy the already assembled rule cp_assemblies s3 and s4 to the assembly folder. Then from the assembly folder I run the annotation of all samples. How I can improve the code to deal with such situation?



                          samples= ['s1', 's2', 's3', 's4']
                          assemblies = ['s3', 's4']

                          input_dir="./input/"
                          results_dir="./results/"

                          rule all:
                          input:
                          expand( results_dir + 'annotation/{sample}.annotated.bam', sample= samples)

                          rule cp_assemblies:
                          input:
                          fa= input_dir + '{sample}.bam'
                          output:
                          bam= results_dir + 'assembly/{sample}.bam'
                          shell:
                          """
                          cp -v -f {input.fa} > {output.bam}
                          """

                          rule assemble:
                          input:
                          fq= input_dir + '{sample}.fq.gz'
                          output:
                          bam= results_dir + 'assembly/{sample}.bam'
                          shell:
                          """
                          my_assembler {input.fq} > {output.bam}
                          """

                          rule annotate:
                          input:
                          bam= results_dir + 'assembly/{sample}.bam'
                          output:
                          bam= results_dir + 'annotation/{sample}.annotated.bam'
                          shell:
                          """
                          my_annotator {input.bam} > {output.bam}
                          """






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                          answered Mar 25 at 11:16









                          myamya

                          1




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