diff --git a/runs/isaSampleToRawDataSeq-run/job.yml b/runs/isaSampleToRawDataSeq-run/job.yml
index 2c640ff48d7469b1cd005dd198be55c4eb8f7df8..375bb88317e61a873ad8b7cd9f2bf04f4ebfda4f 100644
--- a/runs/isaSampleToRawDataSeq-run/job.yml
+++ b/runs/isaSampleToRawDataSeq-run/job.yml
@@ -3,4 +3,4 @@ arcPath:
   path: ../../
 assayName: "Talinum_RNASeq_minimal"
 outName: rnaseq-samples
-startingNodeNum: 1
+startingNodeNum: 0
diff --git a/runs/isaSampleToRawDataSeq-run/rnaseq-samples.csv b/runs/isaSampleToRawDataSeq-run/rnaseq-samples.csv
index ca63a9dea6774a0a2198c9b568a58dc6cccc38cd..d9aed97c919b39486aa0d1ccea4319a46a00dd5e 100644
--- a/runs/isaSampleToRawDataSeq-run/rnaseq-samples.csv
+++ b/runs/isaSampleToRawDataSeq-run/rnaseq-samples.csv
@@ -1,7 +1,7 @@
 Input [Sample Name],Characteristic [organism],Term Source REF (OBI:0100026),Term Accession Number (OBI:0100026),Characteristic [organism part],Term Source REF (EFO:0000635),Term Accession Number (EFO:0000635),Characteristic [plant age],Term Source REF (DPBO:0000033),Term Accession Number (DPBO:0000033),Parameter [growth day length],Term Source REF (DPBO:0000041),Term Accession Number (DPBO:0000041),Parameter [light intensity exposure],Unit,Term Source REF (PECO:0007224),Term Accession Number (PECO:0007224),Parameter [humidity day],Unit ,Term Source REF (DPBO:0000005),Term Accession Number (DPBO:0000005),Parameter [temperature day],Unit  ,Term Source REF (DPBO:0000007),Term Accession Number (DPBO:0000007),Parameter [temperature night],Unit   ,Term Source REF (DPBO:0000008),Term Accession Number (DPBO:0000008),Factor [watering exposure],Term Source REF (PECO:0007383),Term Accession Number (PECO:0007383),Factor [Timepoint],Term Source REF (NCIT:C68568),Term Accession Number (NCIT:C68568),Factor [timepoint-ZT],Term Source REF (),Term Accession Number (),Factor [Photosynthesis mode],Term Source REF () ,Term Accession Number () ,Parameter [biosource amount],Unit    ,Term Source REF (DPBO:0000013),Term Accession Number (DPBO:0000013),Parameter [extraction method],Term Source REF (DPBO:0000054),Term Accession Number (DPBO:0000054),Parameter [extraction buffer],Term Source REF (DPBO:0000050),Term Accession Number (DPBO:0000050),Parameter [extraction buffer volume],Unit     ,Term Source REF (DPBO:0000051),Term Accession Number (DPBO:0000051),Parameter [RNA quality check],Term Source REF (DPBO:0000062),Term Accession Number (DPBO:0000062),Parameter [library strategy],Term Source REF (DPBO:0000035),Term Accession Number (DPBO:0000035),Parameter [library selection],Term Source REF (DPBO:0000036),Term Accession Number (DPBO:0000036),Parameter [library layout],Term Source REF (DPBO:0000015),Term Accession Number (DPBO:0000015),Parameter [library preparation kit],Term Source REF (GENEPIO:0000085),Term Accession Number (GENEPIO:0000085),Parameter [library preparation kit version],Term Source REF (GENEPIO:0000149),Term Accession Number (GENEPIO:0000149),Parameter [adapter sequence],Term Source REF (GENEPIO:0000083),Term Accession Number (GENEPIO:0000083),Parameter [next generation sequencing instrument model],Term Source REF (DPBO:0000040),Term Accession Number (DPBO:0000040),Parameter [base-calling software],Term Source REF (DPBO:0000017),Term Accession Number (DPBO:0000017),Parameter [base-calling software version],Term Source REF (DPBO:0000018),Term Accession Number (DPBO:0000018),Parameter [Raw data file format],Term Source REF (DPBO:0000021),Term Accession Number (DPBO:0000021),Output [Data]
-CAM_01_ext,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought,user-specific,,MD,user-specific,,6,user-specific,,CAM,user-specific,,80,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.6 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,CAGATC,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_097_CAMMD_CAGATC_L001_R1_001.fastq.gz
-CAM_02_ext,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought,user-specific,,MD,user-specific,,6,user-specific,,CAM,user-specific,,78,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.7 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,CTTGTA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_099_CAMMD_CTTGTA_L001_R1_001.fastq.gz
-CAM_03_ext,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought,user-specific,,MD,user-specific,,6,user-specific,,CAM,user-specific,,93,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 6.5 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,AGTCAA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_103_CAMMD_AGTCAA_L001_R1_001.fastq.gz
-reC3_01_ext,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought + 2 days rewatered,user-specific,,MD,user-specific,,6,user-specific,,reC3,user-specific,,82,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.8 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,GTCCGC,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_161_reC3MD_GTCCGC_L001_R1_001.fastq.gz
-reC3_02_ext,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought + 2 days rewatered,user-specific,,MD,user-specific,,6,user-specific,,reC3,user-specific,,96,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.6 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,GTGAAA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_163_reC3MD_GTGAAA_L001_R1_001.fastq.gz
-reC3_03_ext,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought + 2 days rewatered,user-specific,,MD,user-specific,,6,user-specific,,reC3,user-specific,,78,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.6 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,GTGAAA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_165_re-C3MD_GTGAAA_L002_R1_001.fastq.gz
\ No newline at end of file
+CAM_01,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought,user-specific,,MD,user-specific,,6,user-specific,,CAM,user-specific,,80,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.6 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,CAGATC,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_097_CAMMD_CAGATC_L001_R1_001.fastq.gz
+CAM_02,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought,user-specific,,MD,user-specific,,6,user-specific,,CAM,user-specific,,78,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.7 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,CTTGTA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_099_CAMMD_CTTGTA_L001_R1_001.fastq.gz
+CAM_03,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought,user-specific,,MD,user-specific,,6,user-specific,,CAM,user-specific,,93,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 6.5 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,AGTCAA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_103_CAMMD_AGTCAA_L001_R1_001.fastq.gz
+reC3_01,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought + 2 days rewatered,user-specific,,MD,user-specific,,6,user-specific,,reC3,user-specific,,82,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.8 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,GTCCGC,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_161_reC3MD_GTCCGC_L001_R1_001.fastq.gz
+reC3_02,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought + 2 days rewatered,user-specific,,MD,user-specific,,6,user-specific,,reC3,user-specific,,96,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.6 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,GTGAAA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_163_reC3MD_GTGAAA_L001_R1_001.fastq.gz
+reC3_03,Talinum fruticosum,NCBITaxon,http://purl.obolibrary.org/obo/NCBITaxon_110664,leaf,PO,https://www.ebi.ac.uk/ols4/ontologies/po/classes/http%253A%252F%252Fpurl.obolibrary.org%252Fobo%252FPO_0025034,28 days after germination,user-specific,,12 hr light / 12 hr dark,user-specific,,425,microeinstein per square meter per second,UO,https://bioregistry.io/UO:0000160,37,percent,UO,https://bioregistry.io/UO:0000187,30,degree celsius,UO,https://bioregistry.io/UO:0000027,22,degree celsius,UO,https://bioregistry.io/UO:0000027,12 days drought + 2 days rewatered,user-specific,,MD,user-specific,,6,user-specific,,reC3,user-specific,,78,milligram,UO,https://bioregistry.io/UO:0000022,Roboklon EURx GeneMATRIX Universal RNA Purification version 2.3 September 2011,user-specific,,Roboklon commercial buffers,user-specific,,300,microliter,UO,https://bioregistry.io/UO:0000101,RIN 7.6 (Agilent Bioanalyzer 2100 expert_Plant RNA Nano),user-specific,,RNA-seq,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000003,cDNA method,user-specific,,single-end,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_0000086,Illumina TruSeq RNA Sample Prep Kit,,,version 2,,,GTGAAA,,,Illumina HiSeq 2000,DPBO,http://purl.org/nfdi4plants/ontology/dpbo/DPBO_1000041,Illumina Cassava,user-specific,,v1.8.2,,,*.fastq.gz,,,DB_165_re-C3MD_GTGAAA_L002_R1_001.fastq.gz
\ No newline at end of file
diff --git a/runs/isaSampleToRawDataSeq-run/rnaseq-samples.xlsx b/runs/isaSampleToRawDataSeq-run/rnaseq-samples.xlsx
index 819fa73035565c9b359e6c3c18a9cf80ae2d9b84..759961513f5d109aacc26dcc233d07e5c0e1325f 100644
Binary files a/runs/isaSampleToRawDataSeq-run/rnaseq-samples.xlsx and b/runs/isaSampleToRawDataSeq-run/rnaseq-samples.xlsx differ
diff --git a/workflows/deseq2/deseq2.R b/workflows/deseq2/deseq2.R
index 565142189e96783199acbd5fa1df5573a2f21601..88ec8ee0f98fcd29d3bffd4ee3772dfacbc2f4d5 100644
--- a/workflows/deseq2/deseq2.R
+++ b/workflows/deseq2/deseq2.R
@@ -6,13 +6,14 @@ library("DESeq2")
 library("tximport")
 library("rhdf5")
 library("ggplot2")
+library("readxl")
 
 ## In-and-out
 
-# inKallistoResults <- "../../runs/kallisto/kallisto_results"
-# inMetadataFile <- "../../runs/merged_isa_metadata/out/merged_isa.tsv"
-# inMetadataSample <- "Source.Name"
-# inMetadataFactorList <- list("Factor..Photosynthesis.mode.", "Factor..Biosource.amount.")
+inKallistoResults <- "../../runs/kallisto/kallisto_results"
+inMetadataFile <- "../../runs/isaSampleToRawDataSeq-run/rnaseq-samples.xlsx"
+inMetadataSample <- "Input [Source Name]"
+inMetadataFactorList <- list("Factor [Photosynthesis mode]")
 
 ### Read arguments from CLI
 
@@ -34,13 +35,18 @@ head(txi$counts)
 
 ## Read sample metadata
 
-samples_metadata <- read.table(file = inMetadataFile, sep = "\t")
+samples_metadata <- as.data.frame(read_xlsx(path = inMetadataFile))
 samples <- samples_metadata[order(samples_metadata[[inMetadataSample]]), c(inMetadataSample, unlist(inMetadataFactorList))]
+
 rownames(samples) <- samples[,inMetadataSample]
 
 factors <- sapply(inMetadataFactorList, function(x) x[[1]])
-design_formula <- as.formula(paste("~", paste(rev(factors), collapse = " + ")))
 
+## Annoying workaround to prevent formula error with special chars in column headers
+colnames(samples) <- make.names(colnames(samples))
+factors <- make.names(factors)
+
+design_formula <- as.formula(paste("~", paste(rev(factors), collapse = " + ")))
 
 ## DESeq