Triticum durum

BioProject Information

Project ID Title Publication Instrument Description Notes
PRJNA341486small RNA and RNA profiling in Triticum turgidum and Triticum aestivum-Illumina HiSeq 2500Identification of key genes for wax production.Key gene

Project ID Title Publication Instrument Description Notes
PRJNA929049miRNA sequencing of three Turkish wheat speciesDiverse expression pattern of wheat transcription factors against abiotic stresses in wheat speciesIllumina HiSeq 2000This is a comparison study about miRNA libraries of three Turkish wheat cultivars in different ploidy levels (Triticum aestivum cv. Yuregir-89, Triticum turgidum cv. Kiziltan-91 and Triticum monococcum). In this project, it was aimed to reveal the miRNAs that play a role in drought stress tolerance by investigating the differences in miRNA expression profiles under drought stress among one drought tolerant (Kiziltan-91), another moderately drought tolerant (Yuregir-89) and ancestral wheat species. For this purpose, total RNA isolation was performed by collecting root and leaf samples from control and stressed plants and sRNA-Seq was performed using next generation sequencing (NGS) technology.Drought stress tolerance
PRJNA285254Genome-wide identification of differentially expressed microRNAs in leaves and the developing head of four durum genotypes during water deficit stressGenome-Wide Identification of MicroRNAs in Leaves and the Developing Head of Four Durum Genotypes during Water Deficit StressIllumina HiSeq 2500MicroRNAs are endogenous small noncoding RNAs that play critical roles in plant abiotic stress responses. The interaction between miRNA-mRNA targets and their regulatory pathways in response to water deficit stress has been investigated in many plant species. However, the miRNA transcriptome of durum wheat (Triticum turgidum L. ssp. durum) is poorly characterised, with little known about miRNA functions related to water deficit stress. Yield loss in durum wheat can be exacerbated due to minimal rainfall in the early reproductive stages of development during Spring in Australia. This study describes genotypic differences in the miRNAome between water deficit tolerant/sensitive durum, using flag leaf and developing head tissue, and more specifically identifies miRNAs associated with water deficit stress. Results: Small RNA libraries (96 in total) were constructed from flag leaf and developing head tissues of four durum genotypes (Tamaroi, Yawa, EGA Bellaroi, Tjilkuri), with or without water deficit stress. Illumina sequencing and subsequent analysis detected 110 conserved miRNAs and 159 novel candidate miRNA hairpins. Statistical analysis of the abundance of sequencing reads revealed 66 conserved miRNAs and five novel miRNA hairpins showing differential expression under water deficit stress. During stress, several conserved and novel miRNAs showed unambiguous inverted regulatory profiles between the durum genotypes studied. Several miRNAs were also identified to have different abundance in the flag leaf compared to the developing head regardless of treatment. Predicted mRNA targets from four novel durum miRNAs were characterised using Gene Ontology (GO) which revealed functions common to stress responses and plant development. Conclusion: For the first time, we present a comprehensive study of the miRNA transcriptome of flag leaf and developing head tissues in different durum genotypes under water deficit stress. The identification of differentially expressed miRNAs provides molecular evidence that miRNAs are potential determinants of water stress tolerance in durum wheat. GO analysis of predicted targets contributes to the understanding of genotype-specific physiological responses leading to stress tolerance capacity. Further functional analysis of specific stress responsive miRNAs identified, and their interaction with mRNA targets is ongoing and will assist in developing future durum wheat varieties with enhanced water deficit stress tolerance. Overall design: A total of 96 small RNA libraries were analysed [4 durum genotypes * 2 tissue types * 2 treatment groups (control and water stress) * 6 biological replicates] in this study. Please see Methods, Liu et al.(2015)Water deficit stress
PRJNA310686Triticum turgidum subsp. durum transcriptome sequencesDurum wheat miRNAs in response to nitrogen starvation at the grain filling stageIllumina Genome Analyzer IIDiscovery and analysis of microRNAs in durum wheat.Nitrogen starvation
PRJNA600522Transgenerational effects of water-deficit and heat stress on germination and seedling vigour - new insights from durum wheat microRNAs (durum wheat)Transgenerational Effects of Water-Deficit and Heat Stress on Germination and Seedling Vigour-New Insights from Durum Wheat microRNAsIllumina HiSeq 2500Water deficiency and heat stress can severely limit crop production and quality. Stress imposed on the parents during reproduction could have transgenerational effects on their progeny. Seeds with different origins can vary significantly in germination time-course and early growth. Here, we investigated how water-deficit and heat stress on parental durum wheat plants affected seedling establishment of the subsequent generation. One stress-tolerant and one stress-sensitive Australian durum genotype were used. Seeds were collected from parents with or without exposure to stress during reproduction. Generally stress on the previous generation negatively affected seed germination and seedling vigour, but to a lesser extent in the tolerant variety. Small RNA sequencing utilising the new durum genome assembly has revealed significant differences in microRNA (miRNA) expression in the two genotypes. A bioinformatics approach was used to identify multiple miRNA targets which have critical molecular functions in stress adaptation and plant development and could therefore contribute to the phenotypic differences observed. Our data provides the first confirmation of the transgenerational effects of reproductive-stage stress on germination and seedling establishment in durum wheat. New insights gained on the epigenetic level indicate that durum miRNAs could be key factors in optimising seed vigour for superior breeding germplasm and/or varieties. Overall design: Examine the seedling miRNA population from two seed source of two genotypes.Water deficiency and heat stress
PRJNA641098Integrated Analysis of Small RNA, Transcriptome, and Degradome Sequencing Reveals the Water-Deficit and Heat Stress Response Network in Durum Wheat (durum wheat)Integrated Analysis of Small RNA, Transcriptome, and Degradome Sequencing Reveals the Water-Deficit and Heat Stress Response Network in Durum WheatIllumina NovaSeq 6000Water-deficit and heat stress negatively impact crop production. Mechanisms underlying the response of durum wheat to such stresses are not well understood. With the new durum wheat genome assembly, we conducted the first multi-omics analysis with next-generation sequencing, providing a comprehensive description of the durum wheat small RNAome (sRNAome), mRNA transcriptome, and degradome. Single and combined water-deficit and heat stress were applied to stress-tolerant and -sensitive Australian genotypes to study their response at multiple time-points during reproduction. Analysis of 120 sRNA libraries identified 523 microRNAs (miRNAs), of which 55 were novel. Differentially expressed miRNAs (DEMs) were identified that had significantly altered expression subject to stress type, genotype, and time-point. Transcriptome sequencing identified 49,436 genes, with differentially expressed genes (DEGs) linked to processes associated with hormone homeostasis, photosynthesis, and signaling. With the first durum wheat degradome report, over 100,000 transcript target sites were characterized, and new miRNA-mRNA regulatory pairs were discovered. Integrated omics analysis identified key miRNA-mRNA modules (particularly, novel pairs of miRNAs and transcription factors) with antagonistic regulatory patterns subject to different stresses. GO (Gene Ontology) and KEGG (Kyoto Encyclopedia of Genes and Genomes) enrichment analysis revealed significant roles in plant growth and stress adaptation. Our research provides novel and fundamental knowledge, at the whole-genome level, for transcriptional and post-transcriptional stress regulation in durum wheat. Overall design: Analysis of small RNA transcriptome in 120 samples (2 genotypes x 4 treatments x 5 time-points x 3 biological replicates); Analysis of mRNA transcriptome in eight libraries (2 genotypes x 4 treatments x 1 time-point x 1 pool of 3 biological replicates); Analysis of mRNA degradome in eight libraries (2 genotypes x 4 treatments x 1 time-point x 1 pool of 3 biological replicates).Water-deficiency and heat stress
PRJNA644573Multi-omics analysis of small RNA, transcriptome and degradome in T. turgidum - regulatory networks of grain development and abiotic stress response (durum wheat)Multi-Omics Analysis of Small RNA, Transcriptome, and Degradome in T. turgidum-Regulatory Networks of Grain Development and Abiotic Stress ResponseIllumina NovaSeq 6000Crop reproduction is highly sensitive to water-deficit and heat stress. The molecular networks of stress adaptation and grain development in tetraploid wheat (T. turgidum durum) are not well understood. Small RNAs (sRNAs) are important epigenetic regulators connecting the transcriptional and post-transcriptional regulatory networks. This study presents the first multi-omics analysis of the sRNAome, transcriptome and degradome in T. turgidum developing grains, under single and combined water-deficit and heat stress. We identified 690 microRNAs (miRNAs), with 84 being novel, from 118 sRNA libraries. Complete profiles of differentially expressed miRNA (DEMs) specific to genotypes, stress types and different reproductive time-points are provided. The first degradome-seq report for developing durum grains discovered a significant number of new target genes regulated by miRNAs post-transcriptionally. Transcriptome-seq profiled 53,146 T. turgidum genes, with differentially expressed genes (DEGs) enriched in functional categories such as nutrient metabolism, cellular differentiation, transport, reproductive development and hormone transduction pathways. miRNA-mRNA networks that affect grain characteristics such as starch synthesis and protein metabolism were constructed, based on integrated analysis of the three omics. This study provides a substantial amount of novel information on the post-transcriptional networks in T. turgidum grains, which will facilitate innovations for breeding programs aiming to improve crop resilience and grain quality. Overall design: Analysis of small RNA transcriptome in 118 samples (2 genotypes x4 treatments x5 time-points x3 biological replicates); Analysis of mRNA transcriptome in eight libraries (2 genotypes x4 treatments x1 time-point x1 pool of 3 biological replicates); Analysis of mRNA degradome in eight libraries (2 genotypes x4 treatments x1 time-point x1 pool of 3 biological replicates).Water-deficiency and heat stress
PRJNA680308Small RNAs and their targets are associated with the transgenerational effects of water-deficit stress in durum wheatSmall RNAs and their targets are associated with the transgenerational effects of water-deficit stress in durum wheatIllumina NovaSeq 6000Water-deficit stress negatively affects wheat yield and quality. Abiotic stress on the parental plants during reproduction could have transgenerational effects on the progenies. Here we investigated the transgenerational influence of pre-anthesis water-deficit stress by detailed analysis of the yield components, grain quality traits, and physiological traits in durum wheat. Next-generation sequencing analysis profiled the small RNA-omics, mRNA transcriptomics, and mRNA degradomics in the progenies. Parental water-deficit stress had positive impacts on the progenies in certain traits like harvest index and protein content in given genotype. Small RNA-seq identified 1739 conserved and 774 novel microRNAs (miRNAs). Transcriptome-seq characterised the expression of 66,559 genes while degradome-seq profiled the miRNA-guided mRNA cleavage dynamics. Differentially expressed miRNAs and genes were identified, with significant regulatory patterns subject to trans- and inter- generational stress. Integrated analysis based on the three omics revealed the significant biological interactions between stress-responsive miRNA and targets, with possible contributions towards transgenerational stress tolerance via pathways such as hormone signalling and nutrient metabolism. Our study provides the first confirmation of the transgenerational effects of water-deficit stress in durum wheat. New insights gained on the molecular level indicate that key miRNA-mRNA modules are potential.Water-deficiency stress
PRJNA706013Nitrogen starvation-responsive microRNAs are affected by transgenerational stress in durum wheat seedlings (durum wheat)Nitrogen Starvation-Responsive MicroRNAs Are Affected by Transgenerational Stress in Durum Wheat SeedlingsIllumina NovaSeq 6000Stress events have transgenerational effects that influence plant growth in the subsequent generation. In Mediterranean regions, water-deficit and heat (WH) stress is a frequent issue that negatively affects crop yield and quality. Nitrogen (N) is an essential plant macronutrient and often a yield-limiting factor for crops. Here, the response of durum wheat seedlings to N starvation under the transgenerational effects of WH stress were investigated in two genotypes. Both genotypes showed significant reduction in seedling height, leaf number, shoot and root weight (fresh and dry), primary root length and chlorophyll content under N starvation stress. However, in the WH stress-tolerant genotype, the reduction rate of most traits were lower in progeny from the stressed parents than progeny from the control parents. Small RNA sequencing identified 1,534 microRNAs in different treatment groups. Differentially expressed microRNAs (DEMs) were characterized subject to N starvation, parental stress and genotype factors, with their target genes identified in silico. GO and KEGG enrichment analyses revealed the biological functions associated with DEM-target modules in stress adaptation processes, which could contribute to the phenotypic differences observed in two genotypes. The study provides the first evidence of the transgenerational effects of WH stress on N starvation response in durum wheat. Overall design: Analysis of small RNA transcriptome in eight biological pools (two genotypes by two parental treatment by two progeny treatment).Nitrogen starvation
PRJNA719092Small RNA, transcriptome and degradome analysis of the transgenerational heat stress response network in durum wheat (durum wheat)Small RNA, Transcriptome and Degradome Analysis of the Transgenerational Heat Stress Response Network in Durum WheatIllumina NovaSeq 6000Heat stress is a major limiting factor for grain yield and grain quality in wheat production. In crops, abiotic stresses have transgenerational effects and the mechanistic basis of stress memory is associated with epigenetic regulation. The current study presents the first systematic analysis of the transgenerational effects of post-anthesis heat stress in tetraploid wheat. Genotype-dependent response patterns to parental and progeny heat stress were found for the leaf physiological traits, harvest components, and grain quality traits measured. Parental heat stress had positive influence on the offspring under re-occurring stress for traits like chlorophyll content, grain weight, grain number and grain total starch content. Integrated sequencing analysis of the small RNAome, mRNA transcriptome, and mRNA degradome provided the first description of the molecular networks mediating heat stress adaption under transgenerational influence. The expression profile of 1771 microRNAs (733 being novel) and 66,559 genes was provided, with differentially expressed microRNAs and genes identified subject to the progeny treatment, parental treatment and tissue type factors. Gene Ontology and KEGG pathway annotation of stress responsive microRNAs-mRNA modules provided further information on their functional roles in biological processes like hormone homeostasis, signal transduction, and protein stabilization. Our results provide new sights on the molecular basis of transgenerational heat stress adaptation, which can be used for improving thermos-tolerance in breeding. Overall design: Analysis of small RNA transcriptome, mRNA transcriptome and mRNA degradome in eight biological pools (four treatment groups by two tissue types).Heat stress

Project ID Title Publication Instrument Description Notes
PRJNA473404Svevo Durum WheatDurum wheat genome highlights past domestication signatures and future improvement targetsIllumina HiSeq 2000A reference genome sequence for Svevo durum wheat has been produced and annotated.TdHMA3-B1

Sample Information

Run Library Selection Library Name genotype Stage Tissue Phenotype Sample Name Geographic Location Name Replicate
SRR4114480RANDOM7294_sRNASeq7294bootingLeaf sheathglaucous7294_sRNASeqCanada: Saskatchewan-
SRR4114479RANDOM7293_sRNASeq7293bootingLeaf sheathglaucous7293_sRNASeqCanada: Saskatchewan-
SRR4114478RANDOM7290_sRNASeq7290bootingLeaf sheathglaucous7290_sRNASeqCanada: Saskatchewan-
SRR4114477RANDOM7289_sRNASeq7289bootingLeaf sheathglaucous7289_sRNASeqCanada: Saskatchewan-
SRR4114476RANDOM7287_sRNASeq7287bootingLeaf sheathnon-glaucous7287_sRNASeqCanada: Saskatchewan-
SRR4114475RANDOM7285_sRNASeq7285bootingLeaf sheathnon-glaucous7285_sRNASeqCanada: Saskatchewan-
SRR4114473RANDOM7282_sRNASeq7282bootingLeaf sheathnon-glaucous7282_sRNASeqCanada: Saskatchewan-
SRR4114472RANDOM7281_sRNASeq7281bootingLeaf sheathnon-glaucous7281_sRNASeqCanada: Saskatchewan-
SRR4114471RANDOM7279_sRNASeq7279bootingLeaf sheathnon-glaucous7279_sRNASeqCanada: Saskatchewan-

Run Library Selection Library Name Ecotype Stage Tissue Cultivar Sample Name Geographic Location Name
SRR23262621cDNATtSRootTurkeyTilleringRootKiziltan-91TtSRootTurkey: Kastamonu
SRR23262622cDNATtCRootTurkeyTilleringRootKiziltan-91TtCRootTurkey: Kastamonu
SRR23262623cDNATtSLeafTurkeyTilleringLeafKiziltan-91TtSLeafTurkey: Kastamonu
SRR23262624cDNATtCLeafTurkeyTilleringLeafKiziltan-91TtCLeafTurkey: Kastamonu

Experiment Accession Run Library Selection Tissue sub_species variety_name Sample Name Treatment
SRX1042025SRR2043911size fractionationDeveloping head (H)durumTjilkuriGSM1698216Water deficit stress treatment group (WG)
SRX1042024SRR2043909 SRR2043910size fractionationDeveloping head (H)durumTjilkuriGSM1698215Water deficit stress treatment group (WG)
SRX1042023SRR2043907 SRR2043908size fractionationDeveloping head (H)durumTjilkuriGSM1698214Water deficit stress treatment group (WG)
SRX1042022SRR2043905 SRR2043906size fractionationDeveloping head (H)durumTjilkuriGSM1698213Water deficit stress treatment group (WG)
SRX1042021SRR2043903 SRR2043904size fractionationDeveloping head (H)durumTjilkuriGSM1698212Water deficit stress treatment group (WG)
SRX1042020SRR2043901 SRR2043902size fractionationDeveloping head (H)durumTjilkuriGSM1698211Water deficit stress treatment group (WG)
SRX1042019SRR2043899 SRR2043900size fractionationDeveloping head (H)durumTjilkuriGSM1698210Control Group (CG)
SRX1042018SRR2043897 SRR2043898size fractionationDeveloping head (H)durumTjilkuriGSM1698209Control Group (CG)
SRX1042017SRR2043895 SRR2043896size fractionationDeveloping head (H)durumTjilkuriGSM1698208Control Group (CG)
SRX1042016SRR2043893 SRR2043894size fractionationDeveloping head (H)durumTjilkuriGSM1698207Control Group (CG)
SRX1042015SRR2043892size fractionationDeveloping head (H)durumTjilkuriGSM1698206Control Group (CG)
SRX1042014SRR2043890 SRR2043891size fractionationDeveloping head (H)durumTjilkuriGSM1698205Control Group (CG)
SRX1042013SRR2043888 SRR2043889size fractionationFlag leaf (FL)durumTjilkuriGSM1698204Water deficit stress treatment group (WG)
SRX1042012SRR2043887size fractionationFlag leaf (FL)durumTjilkuriGSM1698203Water deficit stress treatment group (WG)
SRX1042011SRR2043885 SRR2043886size fractionationFlag leaf (FL)durumTjilkuriGSM1698202Water deficit stress treatment group (WG)
SRX1042010SRR2043883 SRR2043884size fractionationFlag leaf (FL)durumTjilkuriGSM1698201Water deficit stress treatment group (WG)
SRX1042009SRR2043881 SRR2043882size fractionationFlag leaf (FL)durumTjilkuriGSM1698200Water deficit stress treatment group (WG)
SRX1042008SRR2043879 SRR2043880size fractionationFlag leaf (FL)durumTjilkuriGSM1698199Water deficit stress treatment group (WG)
SRX1042007SRR2043877 SRR2043878size fractionationFlag leaf (FL)durumTjilkuriGSM1698198Control Group (CG)
SRX1042006SRR2043875 SRR2043876size fractionationFlag leaf (FL)durumTjilkuriGSM1698197Control Group (CG)
SRX1042005SRR2043873 SRR2043874size fractionationFlag leaf (FL)durumTjilkuriGSM1698196Control Group (CG)
SRX1042004SRR2043872size fractionationFlag leaf (FL)durumTjilkuriGSM1698195Control Group (CG)
SRX1042003SRR2043871size fractionationFlag leaf (FL)durumTjilkuriGSM1698194Control Group (CG)
SRX1042002SRR2043869 SRR2043870size fractionationFlag leaf (FL)durumTjilkuriGSM1698193Control Group (CG)
SRX1042001SRR2043867 SRR2043868size fractionationDeveloping head (H)durumYawaGSM1698192Water deficit stress treatment group (WG)
SRX1042000SRR2043865 SRR2043866size fractionationDeveloping head (H)durumYawaGSM1698191Water deficit stress treatment group (WG)
SRX1041999SRR2043863 SRR2043864size fractionationDeveloping head (H)durumYawaGSM1698190Water deficit stress treatment group (WG)
SRX1041998SRR2043862size fractionationDeveloping head (H)durumYawaGSM1698189Water deficit stress treatment group (WG)
SRX1041997SRR2043860 SRR2043861size fractionationDeveloping head (H)durumYawaGSM1698188Water deficit stress treatment group (WG)
SRX1041996SRR2043858 SRR2043859size fractionationDeveloping head (H)durumYawaGSM1698187Water deficit stress treatment group (WG)
SRX1041995SRR2043857size fractionationDeveloping head (H)durumYawaGSM1698186Control Group (CG)
SRX1041994SRR2043855 SRR2043856size fractionationDeveloping head (H)durumYawaGSM1698185Control Group (CG)
SRX1041993SRR2043853 SRR2043854size fractionationDeveloping head (H)durumYawaGSM1698184Control Group (CG)
SRX1041992SRR2043851 SRR2043852size fractionationDeveloping head (H)durumYawaGSM1698183Control Group (CG)
SRX1041991SRR2043849 SRR2043850size fractionationDeveloping head (H)durumYawaGSM1698182Control Group (CG)
SRX1041990SRR2043847 SRR2043848size fractionationDeveloping head (H)durumYawaGSM1698181Control Group (CG)
SRX1041989SRR2043845 SRR2043846size fractionationFlag leaf (FL)durumYawaGSM1698180Water deficit stress treatment group (WG)
SRX1041988SRR2043843 SRR2043844size fractionationFlag leaf (FL)durumYawaGSM1698179Water deficit stress treatment group (WG)
SRX1041987SRR2043841 SRR2043842size fractionationFlag leaf (FL)durumYawaGSM1698178Water deficit stress treatment group (WG)
SRX1041986SRR2043839 SRR2043840size fractionationFlag leaf (FL)durumYawaGSM1698177Water deficit stress treatment group (WG)
SRX1041985SRR2043837 SRR2043838size fractionationFlag leaf (FL)durumYawaGSM1698176Water deficit stress treatment group (WG)
SRX1041984SRR2043835 SRR2043836size fractionationFlag leaf (FL)durumYawaGSM1698175Water deficit stress treatment group (WG)
SRX1041983SRR2043833 SRR2043834size fractionationFlag leaf (FL)durumYawaGSM1698174Control Group (CG)
SRX1041982SRR2043831 SRR2043832size fractionationFlag leaf (FL)durumYawaGSM1698173Control Group (CG)
SRX1041981SRR2043830size fractionationFlag leaf (FL)durumYawaGSM1698172Control Group (CG)
SRX1041980SRR2043828 SRR2043829size fractionationFlag leaf (FL)durumYawaGSM1698171Control Group (CG)
SRX1041979SRR2043826 SRR2043827size fractionationFlag leaf (FL)durumYawaGSM1698170Control Group (CG)
SRX1041978SRR2043825size fractionationFlag leaf (FL)durumYawaGSM1698169Control Group (CG)
SRX1041977SRR2043823 SRR2043824size fractionationDeveloping head (H)durumEGA BellaroiGSM1698168Water deficit stress treatment group (WG)
SRX1041976SRR2043821 SRR2043822size fractionationDeveloping head (H)durumEGA BellaroiGSM1698167Water deficit stress treatment group (WG)
SRX1041975SRR2043819 SRR2043820size fractionationDeveloping head (H)durumEGA BellaroiGSM1698166Water deficit stress treatment group (WG)
SRX1041974SRR2043818size fractionationDeveloping head (H)durumEGA BellaroiGSM1698165Water deficit stress treatment group (WG)
SRX1041973SRR2043816 SRR2043817size fractionationDeveloping head (H)durumEGA BellaroiGSM1698164Water deficit stress treatment group (WG)
SRX1041972SRR2043814 SRR2043815size fractionationDeveloping head (H)durumEGA BellaroiGSM1698163Water deficit stress treatment group (WG)
SRX1041971SRR2043813size fractionationDeveloping head (H)durumEGA BellaroiGSM1698162Control Group (CG)
SRX1041970SRR2043811 SRR2043812size fractionationDeveloping head (H)durumEGA BellaroiGSM1698161Control Group (CG)
SRX1041969SRR2043809 SRR2043810size fractionationDeveloping head (H)durumEGA BellaroiGSM1698160Control Group (CG)
SRX1041968SRR2043807 SRR2043808size fractionationDeveloping head (H)durumEGA BellaroiGSM1698159Control Group (CG)
SRX1041967SRR2043805 SRR2043806size fractionationDeveloping head (H)durumEGA BellaroiGSM1698158Control Group (CG)
SRX1041966SRR2043803 SRR2043804size fractionationDeveloping head (H)durumEGA BellaroiGSM1698157Control Group (CG)
SRX1041965SRR2043801 SRR2043802size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698156Water deficit stress treatment group (WG)
SRX1041964SRR2043800size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698155Water deficit stress treatment group (WG)
SRX1041963SRR2043799size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698154Water deficit stress treatment group (WG)
SRX1041962SRR2043797 SRR2043798size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698153Water deficit stress treatment group (WG)
SRX1041961SRR2043796size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698152Water deficit stress treatment group (WG)
SRX1041960SRR2043794 SRR2043795size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698151Water deficit stress treatment group (WG)
SRX1041959SRR2043793size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698150Control Group (CG)
SRX1041958SRR2043791 SRR2043792size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698149Control Group (CG)
SRX1041957SRR2043789 SRR2043790size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698148Control Group (CG)
SRX1041956SRR2043788size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698147Control Group (CG)
SRX1041955SRR2043787size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698146Control Group (CG)
SRX1041954SRR2043786size fractionationFlag leaf (FL)durumEGA BellaroiGSM1698145Control Group (CG)
SRX1041953SRR2043784 SRR2043785size fractionationDeveloping head (H)durumTamaroiGSM1698144Water deficit stress treatment group (WG)
SRX1041952SRR2043782 SRR2043783size fractionationDeveloping head (H)durumTamaroiGSM1698143Water deficit stress treatment group (WG)
SRX1041951SRR2043780 SRR2043781size fractionationDeveloping head (H)durumTamaroiGSM1698142Water deficit stress treatment group (WG)
SRX1041950SRR2043779size fractionationDeveloping head (H)durumTamaroiGSM1698141Water deficit stress treatment group (WG)
SRX1041949SRR2043778size fractionationDeveloping head (H)durumTamaroiGSM1698140Water deficit stress treatment group (WG)
SRX1041948SRR2043776 SRR2043777size fractionationDeveloping head (H)durumTamaroiGSM1698139Water deficit stress treatment group (WG)
SRX1041947SRR2043775size fractionationDeveloping head (H)durumTamaroiGSM1698138Control Group (CG)
SRX1041946SRR2043773 SRR2043774size fractionationDeveloping head (H)durumTamaroiGSM1698137Control Group (CG)
SRX1041945SRR2043771 SRR2043772size fractionationDeveloping head (H)durumTamaroiGSM1698136Control Group (CG)
SRX1041944SRR2043769 SRR2043770size fractionationDeveloping head (H)durumTamaroiGSM1698135Control Group (CG)
SRX1041943SRR2043767 SRR2043768size fractionationDeveloping head (H)durumTamaroiGSM1698134Control Group (CG)
SRX1041942SRR2043766size fractionationDeveloping head (H)durumTamaroiGSM1698133Control Group (CG)
SRX1041941SRR2043765size fractionationFlag leaf (FL)durumTamaroiGSM1698132Water deficit stress treatment group (WG)
SRX1041940SRR2043763 SRR2043764size fractionationFlag leaf (FL)durumTamaroiGSM1698131Water deficit stress treatment group (WG)
SRX1041939SRR2043761 SRR2043762size fractionationFlag leaf (FL)durumTamaroiGSM1698130Water deficit stress treatment group (WG)
SRX1041938SRR2043759 SRR2043760size fractionationFlag leaf (FL)durumTamaroiGSM1698129Water deficit stress treatment group (WG)
SRX1041937SRR2043757 SRR2043758size fractionationFlag leaf (FL)durumTamaroiGSM1698128Water deficit stress treatment group (WG)
SRX1041936SRR2043755 SRR2043756size fractionationFlag leaf (FL)durumTamaroiGSM1698127Water deficit stress treatment group (WG)
SRX1041935SRR2043754size fractionationFlag leaf (FL)durumTamaroiGSM1698126Control Group (CG)
SRX1041934SRR2043752 SRR2043753size fractionationFlag leaf (FL)durumTamaroiGSM1698125Control Group (CG)
SRX1041933SRR2043750 SRR2043751size fractionationFlag leaf (FL)durumTamaroiGSM1698124Control Group (CG)
SRX1041932SRR2043748 SRR2043749size fractionationFlag leaf (FL)durumTamaroiGSM1698123Control Group (CG)
SRX1041931SRR2043746 SRR2043747size fractionationFlag leaf (FL)durumTamaroiGSM1698122Control Group (CG)
SRX1041930SRR2043745size fractionationFlag leaf (FL)durumTamaroiGSM1698121Control Group (CG)

Run Library Name Library Selection Stage Tissue sub_species Cultivar Sample Name Geographic Location Name Treatment
SRR6649861LIB_02size fractionationseedilingleavesdurumCiccioLIB02_Ciccio_F0_sRNAItalyNitrogen deprivation
SRR6649862LIB_01size fractionationseedilingrootsdurumCiccioLIB01_Ciccio_R0_sRNAItalyNitrogen deprivation
SRR6649863LIB_04size fractionationseedilingleavesdurumCiccioLIB04_Ciccio_F2_sRNAItaly-
SRR6649864LIB_03size fractionationseedilingrootsdurumCiccioLIB03_Ciccio_R2_sRNAItaly-
SRR6649865LIB_06size fractionationseedilingleavesdurumSvevoLIB06_Svevo_F0_sRNAItalyNitrogen deprivation
SRR6649866LIB_05size fractionationseedilingrootsdurumSvevoLIB05_Svevo_R0_sRNAItalyNitrogen deprivation
SRR6649867LIB_08size fractionationseedilingleavesdurumSvevoLIB08_Svevo_F2_sRNAItaly-
SRR6649868LIB_07size fractionationseedilingrootsdurumSvevoLIB07_Svevo_R2_sRNAItaly-
SRR3607662LIB_11size fractionationlate milkroot,leaf,flag leaf,spikedurumSvevoLIBRARY 11 smallRNA from Triticum turgidum subsp. durum - Svevo (0 mM N)ItalyNitrogen deprivation
SRR3603231LIB_09size fractionationlate milkroot,leaf,flag leaf,spikedurumCiccioLIBRARY 09 smallRNA from Triticum turgidum subsp. durum - Ciccio (0 mM N)ItalyNitrogen deprivation
SRR3147015PRJNA310686size fractionationLate milk - Z77small RNA pool from roots,leaves,flag leaves,spikesdurumSvevoSmall RNA durum wheat LIBRARY 12Italy-
SRR3144594Library 10 durum wheat CiccioRANDOMLate milk - Z77small RNA pool from roots,leaves,flag leaves,spikesdurumCiccioSmall RNA durum wheat LIBRARY 10Italy-

Run Library Selection Genotype Tissue sub_species Sample Name Treatment
SRR10870722size fractionationLine 6 (UAD1301020-8)shootdurumGSM4259761Water-deficit and heat stress
SRR10870721size fractionationLine 6 (UAD1301020-8)shootdurumGSM4259760Control
SRR10870720size fractionationDBA AurorashootdurumGSM4259759Water-deficit and heat stress
SRR10870719size fractionationDBA AurorashootdurumGSM4259758Control

Run Library Selection Genotype sub_species Sample Name Treatment Replicate
SRR12067466size fractionationL6 (Stres-sensitive)durumGSM4630931Water-deficit plus heat stress (WH)Rep3
SRR12067465size fractionationL6 (Stres-sensitive)durumGSM4630930Water-deficit plus heat stress (WH)Rep2
SRR12067464size fractionationL6 (Stres-sensitive)durumGSM4630929Water-deficit plus heat stress (WH)Rep1
SRR12067463size fractionationL6 (Stres-sensitive)durumGSM4630928Heat stress (HS)Rep3
SRR12067462size fractionationL6 (Stres-sensitive)durumGSM4630927Heat stress (HS)Rep2
SRR12067461size fractionationL6 (Stres-sensitive)durumGSM4630926Heat stress (HS)Rep1
SRR12067460size fractionationL6 (Stres-sensitive)durumGSM4630925Water-deficit stress (WS)Rep3
SRR12067459size fractionationL6 (Stres-sensitive)durumGSM4630924Water-deficit stress (WS)Rep2
SRR12067458size fractionationL6 (Stres-sensitive)durumGSM4630923Water-deficit stress (WS)Rep1
SRR12067457size fractionationL6 (Stres-sensitive)durumGSM4630922Control group (CG)Rep3
SRR12067456size fractionationL6 (Stres-sensitive)durumGSM4630921Control group (CG)Rep2
SRR12067455size fractionationL6 (Stres-sensitive)durumGSM4630920Control group (CG)Rep1
SRR12067454size fractionationL6 (Stres-sensitive)durumGSM4630919Water-deficit plus heat stress (WH)Rep3
SRR12067453size fractionationL6 (Stres-sensitive)durumGSM4630918Water-deficit plus heat stress (WH)Rep2
SRR12067452size fractionationL6 (Stres-sensitive)durumGSM4630917Water-deficit plus heat stress (WH)Rep1
SRR12067451size fractionationL6 (Stres-sensitive)durumGSM4630916Heat stress (HS)Rep3
SRR12067450size fractionationL6 (Stres-sensitive)durumGSM4630915Heat stress (HS)Rep2
SRR12067449size fractionationL6 (Stres-sensitive)durumGSM4630914Heat stress (HS)Rep1
SRR12067448size fractionationL6 (Stres-sensitive)durumGSM4630913Water-deficit stress (WS)Rep3
SRR12067447size fractionationL6 (Stres-sensitive)durumGSM4630912Water-deficit stress (WS)Rep2
SRR12067446size fractionationL6 (Stres-sensitive)durumGSM4630911Water-deficit stress (WS)Rep1
SRR12067445size fractionationL6 (Stres-sensitive)durumGSM4630910Control group (CG)Rep3
SRR12067444size fractionationL6 (Stres-sensitive)durumGSM4630909Control group (CG)Rep2
SRR12067443size fractionationL6 (Stres-sensitive)durumGSM4630908Control group (CG)Rep1
SRR12067442size fractionationL6 (Stres-sensitive)durumGSM4630907Water-deficit plus heat stress (WH)Rep3
SRR12067441size fractionationL6 (Stres-sensitive)durumGSM4630906Water-deficit plus heat stress (WH)Rep2
SRR12067440size fractionationL6 (Stres-sensitive)durumGSM4630905Water-deficit plus heat stress (WH)Rep1
SRR12067439size fractionationL6 (Stres-sensitive)durumGSM4630904Heat stress (HS)Rep3
SRR12067438size fractionationL6 (Stres-sensitive)durumGSM4630903Heat stress (HS)Rep2
SRR12067437size fractionationL6 (Stres-sensitive)durumGSM4630902Heat stress (HS)Rep1
SRR12067436size fractionationL6 (Stres-sensitive)durumGSM4630901Water-deficit stress (WS)Rep3
SRR12067435size fractionationL6 (Stres-sensitive)durumGSM4630900Water-deficit stress (WS)Rep2
SRR12067434size fractionationL6 (Stres-sensitive)durumGSM4630899Water-deficit stress (WS)Rep1
SRR12067433size fractionationL6 (Stres-sensitive)durumGSM4630898Control group (CG)Rep3
SRR12067432size fractionationL6 (Stres-sensitive)durumGSM4630897Control group (CG)Rep2
SRR12067431size fractionationL6 (Stres-sensitive)durumGSM4630896Control group (CG)Rep1
SRR12067430size fractionationL6 (Stres-sensitive)durumGSM4630895Water-deficit plus heat stress (WH)Rep3
SRR12067429size fractionationL6 (Stres-sensitive)durumGSM4630894Water-deficit plus heat stress (WH)Rep2
SRR12067428size fractionationL6 (Stres-sensitive)durumGSM4630893Water-deficit plus heat stress (WH)Rep1
SRR12067427size fractionationL6 (Stres-sensitive)durumGSM4630892Heat stress (HS)Rep3
SRR12067426size fractionationL6 (Stres-sensitive)durumGSM4630891Heat stress (HS)Rep2
SRR12067425size fractionationL6 (Stres-sensitive)durumGSM4630890Heat stress (HS)Rep1
SRR12067424size fractionationL6 (Stres-sensitive)durumGSM4630889Water-deficit stress (WS)Rep3
SRR12067423size fractionationL6 (Stres-sensitive)durumGSM4630888Water-deficit stress (WS)Rep2
SRR12067422size fractionationL6 (Stres-sensitive)durumGSM4630887Water-deficit stress (WS)Rep1
SRR12067421size fractionationL6 (Stres-sensitive)durumGSM4630886Control group (CG)Rep3
SRR12067420size fractionationL6 (Stres-sensitive)durumGSM4630885Control group (CG)Rep2
SRR12067419size fractionationL6 (Stres-sensitive)durumGSM4630884Control group (CG)Rep1
SRR12067418size fractionationL6 (Stres-sensitive)durumGSM4630883Water-deficit plus heat stress (WH)Rep3
SRR12067417size fractionationL6 (Stres-sensitive)durumGSM4630882Water-deficit plus heat stress (WH)Rep2
SRR12067416size fractionationL6 (Stres-sensitive)durumGSM4630881Water-deficit plus heat stress (WH)Rep1
SRR12067415size fractionationL6 (Stres-sensitive)durumGSM4630880Heat stress (HS)Rep3
SRR12067414size fractionationL6 (Stres-sensitive)durumGSM4630879Heat stress (HS)Rep2
SRR12067413size fractionationL6 (Stres-sensitive)durumGSM4630878Heat stress (HS)Rep1
SRR12067412size fractionationL6 (Stres-sensitive)durumGSM4630877Water-deficit stress (WS)Rep3
SRR12067411size fractionationL6 (Stres-sensitive)durumGSM4630876Water-deficit stress (WS)Rep2
SRR12067410size fractionationL6 (Stres-sensitive)durumGSM4630875Water-deficit stress (WS)Rep1
SRR12067409size fractionationL6 (Stres-sensitive)durumGSM4630874Control group (CG)Rep3
SRR12067408size fractionationL6 (Stres-sensitive)durumGSM4630873Control group (CG)Rep2
SRR12067407size fractionationL6 (Stres-sensitive)durumGSM4630872Control group (CG)Rep1
SRR12067406size fractionationDBA Aurora (Stress-tolerant)durumGSM4630871Water-deficit plus heat stress (WH)Rep3
SRR12067405size fractionationDBA Aurora (Stress-tolerant)durumGSM4630870Water-deficit plus heat stress (WH)Rep2
SRR12067404size fractionationDBA Aurora (Stress-tolerant)durumGSM4630869Water-deficit plus heat stress (WH)Rep1
SRR12067403size fractionationDBA Aurora (Stress-tolerant)durumGSM4630868Heat stress (HS)Rep3
SRR12067402size fractionationDBA Aurora (Stress-tolerant)durumGSM4630867Heat stress (HS)Rep2
SRR12067401size fractionationDBA Aurora (Stress-tolerant)durumGSM4630866Heat stress (HS)Rep1
SRR12067400size fractionationDBA Aurora (Stress-tolerant)durumGSM4630865Water-deficit stress (WS)Rep3
SRR12067399size fractionationDBA Aurora (Stress-tolerant)durumGSM4630864Water-deficit stress (WS)Rep2
SRR12067398size fractionationDBA Aurora (Stress-tolerant)durumGSM4630863Water-deficit stress (WS)Rep1
SRR12067397size fractionationDBA Aurora (Stress-tolerant)durumGSM4630862Control group (CG)Rep3
SRR12067396size fractionationDBA Aurora (Stress-tolerant)durumGSM4630861Control group (CG)Rep2
SRR12067395size fractionationDBA Aurora (Stress-tolerant)durumGSM4630860Control group (CG)Rep1
SRR12067394size fractionationDBA Aurora (Stress-tolerant)durumGSM4630859Water-deficit plus heat stress (WH)Rep3
SRR12067393size fractionationDBA Aurora (Stress-tolerant)durumGSM4630858Water-deficit plus heat stress (WH)Rep2
SRR12067392size fractionationDBA Aurora (Stress-tolerant)durumGSM4630857Water-deficit plus heat stress (WH)Rep1
SRR12067391size fractionationDBA Aurora (Stress-tolerant)durumGSM4630856Heat stress (HS)Rep3
SRR12067390size fractionationDBA Aurora (Stress-tolerant)durumGSM4630855Heat stress (HS)Rep2
SRR12067389size fractionationDBA Aurora (Stress-tolerant)durumGSM4630854Heat stress (HS)Rep1
SRR12067388size fractionationDBA Aurora (Stress-tolerant)durumGSM4630853Water-deficit stress (WS)Rep3
SRR12067387size fractionationDBA Aurora (Stress-tolerant)durumGSM4630852Water-deficit stress (WS)Rep2
SRR12067386size fractionationDBA Aurora (Stress-tolerant)durumGSM4630851Water-deficit stress (WS)Rep1
SRR12067385size fractionationDBA Aurora (Stress-tolerant)durumGSM4630850Control group (CG)Rep3
SRR12067384size fractionationDBA Aurora (Stress-tolerant)durumGSM4630849Control group (CG)Rep2
SRR12067383size fractionationDBA Aurora (Stress-tolerant)durumGSM4630848Control group (CG)Rep1
SRR12067382size fractionationDBA Aurora (Stress-tolerant)durumGSM4630847Water-deficit plus heat stress (WH)Rep3
SRR12067381size fractionationDBA Aurora (Stress-tolerant)durumGSM4630846Water-deficit plus heat stress (WH)Rep2
SRR12067380size fractionationDBA Aurora (Stress-tolerant)durumGSM4630845Water-deficit plus heat stress (WH)Rep1
SRR12067379size fractionationDBA Aurora (Stress-tolerant)durumGSM4630844Heat stress (HS)Rep3
SRR12067378size fractionationDBA Aurora (Stress-tolerant)durumGSM4630843Heat stress (HS)Rep2
SRR12067377size fractionationDBA Aurora (Stress-tolerant)durumGSM4630842Heat stress (HS)Rep1
SRR12067376size fractionationDBA Aurora (Stress-tolerant)durumGSM4630841Water-deficit stress (WS)Rep3
SRR12067375size fractionationDBA Aurora (Stress-tolerant)durumGSM4630840Water-deficit stress (WS)Rep2
SRR12067374size fractionationDBA Aurora (Stress-tolerant)durumGSM4630839Water-deficit stress (WS)Rep1
SRR12067373size fractionationDBA Aurora (Stress-tolerant)durumGSM4630838Control group (CG)Rep3
SRR12067372size fractionationDBA Aurora (Stress-tolerant)durumGSM4630837Control group (CG)Rep2
SRR12067371size fractionationDBA Aurora (Stress-tolerant)durumGSM4630836Control group (CG)Rep1
SRR12067370size fractionationDBA Aurora (Stress-tolerant)durumGSM4630835Water-deficit plus heat stress (WH)Rep3
SRR12067369size fractionationDBA Aurora (Stress-tolerant)durumGSM4630834Water-deficit plus heat stress (WH)Rep2
SRR12067368size fractionationDBA Aurora (Stress-tolerant)durumGSM4630833Water-deficit plus heat stress (WH)Rep1
SRR12067367size fractionationDBA Aurora (Stress-tolerant)durumGSM4630832Heat stress (HS)Rep3
SRR12067366size fractionationDBA Aurora (Stress-tolerant)durumGSM4630831Heat stress (HS)Rep2
SRR12067365size fractionationDBA Aurora (Stress-tolerant)durumGSM4630830Heat stress (HS)Rep1
SRR12067364size fractionationDBA Aurora (Stress-tolerant)durumGSM4630829Water-deficit stress (WS)Rep3
SRR12067363size fractionationDBA Aurora (Stress-tolerant)durumGSM4630828Water-deficit stress (WS)Rep2
SRR12067362size fractionationDBA Aurora (Stress-tolerant)durumGSM4630827Water-deficit stress (WS)Rep1
SRR12067361size fractionationDBA Aurora (Stress-tolerant)durumGSM4630826Control group (CG)Rep3
SRR12067360size fractionationDBA Aurora (Stress-tolerant)durumGSM4630825Control group (CG)Rep2
SRR12067359size fractionationDBA Aurora (Stress-tolerant)durumGSM4630824Control group (CG)Rep1
SRR12067358size fractionationDBA Aurora (Stress-tolerant)durumGSM4630823Water-deficit plus heat stress (WH)Rep3
SRR12067357size fractionationDBA Aurora (Stress-tolerant)durumGSM4630822Water-deficit plus heat stress (WH)Rep2
SRR12067356size fractionationDBA Aurora (Stress-tolerant)durumGSM4630821Water-deficit plus heat stress (WH)Rep1
SRR12067355size fractionationDBA Aurora (Stress-tolerant)durumGSM4630820Heat stress (HS)Rep3
SRR12067354size fractionationDBA Aurora (Stress-tolerant)durumGSM4630819Heat stress (HS)Rep2
SRR12067353size fractionationDBA Aurora (Stress-tolerant)durumGSM4630818Heat stress (HS)Rep1
SRR12067352size fractionationDBA Aurora (Stress-tolerant)durumGSM4630817Water-deficit stress (WS)Rep3
SRR12067351size fractionationDBA Aurora (Stress-tolerant)durumGSM4630816Water-deficit stress (WS)Rep2
SRR12067350size fractionationDBA Aurora (Stress-tolerant)durumGSM4630815Water-deficit stress (WS)Rep1
SRR12067349size fractionationDBA Aurora (Stress-tolerant)durumGSM4630814Control group (CG)Rep3
SRR12067348size fractionationDBA Aurora (Stress-tolerant)durumGSM4630813Control group (CG)Rep2
SRR12067347size fractionationDBA Aurora (Stress-tolerant)durumGSM4630812Control group (CG)Rep1

Run Library Selection Genotype sub_species Sample Name Treatment Replicate
SRR12164786size fractionation-durumGSM4658665-Rep1
SRR12164785size fractionation-durumGSM4658664-Rep2
SRR12164784size fractionation-durumGSM4658663-Rep1
SRR12164783size fractionationL6 (Stres-sensitive)durumGSM4658662Control group (CG)Rep3
SRR12164782size fractionationL6 (Stres-sensitive)durumGSM4658661Control group (CG)Rep2
SRR12164781size fractionationL6 (Stres-sensitive)durumGSM4658660Control group (CG)Rep1
SRR12164780size fractionationL6 (Stres-sensitive)durumGSM4658659Water-deficit plus heat stress (WH)Rep3
SRR12164779size fractionationL6 (Stres-sensitive)durumGSM4658658Water-deficit plus heat stress (WH)Rep2
SRR12164778size fractionationL6 (Stres-sensitive)durumGSM4658657Water-deficit plus heat stress (WH)Rep1
SRR12164777size fractionationL6 (Stres-sensitive)durumGSM4658656Heat stress (HS)Rep3
SRR12164776size fractionationL6 (Stres-sensitive)durumGSM4658655Heat stress (HS)Rep2
SRR12164775size fractionationL6 (Stres-sensitive)durumGSM4658654Heat stress (HS)Rep1
SRR12164774size fractionationL6 (Stres-sensitive)durumGSM4658653Water-deficit stress (WS)Rep3
SRR12164773size fractionationL6 (Stres-sensitive)durumGSM4658652Water-deficit stress (WS)Rep2
SRR12164772size fractionationL6 (Stres-sensitive)durumGSM4658651Water-deficit stress (WS)Rep1
SRR12164771size fractionationL6 (Stres-sensitive)durumGSM4658650Control group (CG)Rep3
SRR12164770size fractionationL6 (Stres-sensitive)durumGSM4658649Control group (CG)Rep2
SRR12164769size fractionationL6 (Stres-sensitive)durumGSM4658648Control group (CG)Rep1
SRR12164768size fractionationL6 (Stres-sensitive)durumGSM4658647Water-deficit plus heat stress (WH)Rep3
SRR12164767size fractionationL6 (Stres-sensitive)durumGSM4658646Water-deficit plus heat stress (WH)Rep2
SRR12164766size fractionationL6 (Stres-sensitive)durumGSM4658645Water-deficit plus heat stress (WH)Rep1
SRR12164765size fractionationL6 (Stres-sensitive)durumGSM4658644Heat stress (HS)Rep3
SRR12164764size fractionationL6 (Stres-sensitive)durumGSM4658643Heat stress (HS)Rep2
SRR12164763size fractionationL6 (Stres-sensitive)durumGSM4658642Heat stress (HS)Rep1
SRR12164762size fractionationL6 (Stres-sensitive)durumGSM4658641Water-deficit stress (WS)Rep3
SRR12164761size fractionationL6 (Stres-sensitive)durumGSM4658640Water-deficit stress (WS)Rep2
SRR12164760size fractionationL6 (Stres-sensitive)durumGSM4658639Water-deficit stress (WS)Rep1
SRR12164759size fractionationL6 (Stres-sensitive)durumGSM4658638Control group (CG)Rep3
SRR12164758size fractionationL6 (Stres-sensitive)durumGSM4658637Control group (CG)Rep2
SRR12164757size fractionationL6 (Stres-sensitive)durumGSM4658636Control group (CG)Rep1
SRR12164756size fractionationL6 (Stres-sensitive)durumGSM4658635Water-deficit plus heat stress (WH)Rep3
SRR12164755size fractionationL6 (Stres-sensitive)durumGSM4658634Water-deficit plus heat stress (WH)Rep2
SRR12164754size fractionationL6 (Stres-sensitive)durumGSM4658633Water-deficit plus heat stress (WH)Rep1
SRR12164753size fractionationL6 (Stres-sensitive)durumGSM4658632Heat stress (HS)Rep3
SRR12164752size fractionationL6 (Stres-sensitive)durumGSM4658631Heat stress (HS)Rep2
SRR12164751size fractionationL6 (Stres-sensitive)durumGSM4658630Heat stress (HS)Rep1
SRR12164750size fractionationL6 (Stres-sensitive)durumGSM4658629Water-deficit stress (WS)Rep3
SRR12164749size fractionationL6 (Stres-sensitive)durumGSM4658628Water-deficit stress (WS)Rep2
SRR12164748size fractionationL6 (Stres-sensitive)durumGSM4658627Water-deficit stress (WS)Rep1
SRR12164747size fractionationL6 (Stres-sensitive)durumGSM4658626Control group (CG)Rep3
SRR12164746size fractionationL6 (Stres-sensitive)durumGSM4658625Control group (CG)Rep2
SRR12164745size fractionationL6 (Stres-sensitive)durumGSM4658624Control group (CG)Rep1
SRR12164744size fractionationL6 (Stres-sensitive)durumGSM4658623Water-deficit plus heat stress (WH)Rep3
SRR12164743size fractionationL6 (Stres-sensitive)durumGSM4658622Water-deficit plus heat stress (WH)Rep2
SRR12164742size fractionationL6 (Stres-sensitive)durumGSM4658621Water-deficit plus heat stress (WH)Rep1
SRR12164741size fractionationL6 (Stres-sensitive)durumGSM4658620Heat stress (HS)Rep3
SRR12164740size fractionationL6 (Stres-sensitive)durumGSM4658619Heat stress (HS)Rep2
SRR12164739size fractionationL6 (Stres-sensitive)durumGSM4658618Heat stress (HS)Rep1
SRR12164738size fractionationL6 (Stres-sensitive)durumGSM4658617Water-deficit stress (WS)Rep3
SRR12164737size fractionationL6 (Stres-sensitive)durumGSM4658616Water-deficit stress (WS)Rep2
SRR12164736size fractionationL6 (Stres-sensitive)durumGSM4658615Water-deficit stress (WS)Rep1
SRR12164735size fractionationL6 (Stres-sensitive)durumGSM4658614Control group (CG)Rep3
SRR12164734size fractionationL6 (Stres-sensitive)durumGSM4658613Control group (CG)Rep2
SRR12164733size fractionationL6 (Stres-sensitive)durumGSM4658612Control group (CG)Rep1
SRR12164732size fractionationDBA Aurora (Stress-tolerant)durumGSM4658611Water-deficit plus heat stress (WH)Rep3
SRR12164731size fractionationDBA Aurora (Stress-tolerant)durumGSM4658610Water-deficit plus heat stress (WH)Rep2
SRR12164730size fractionationDBA Aurora (Stress-tolerant)durumGSM4658609Water-deficit plus heat stress (WH)Rep1
SRR12164729size fractionationDBA Aurora (Stress-tolerant)durumGSM4658608Heat stress (HS)Rep3
SRR12164728size fractionationDBA Aurora (Stress-tolerant)durumGSM4658607Heat stress (HS)Rep2
SRR12164727size fractionationDBA Aurora (Stress-tolerant)durumGSM4658606Heat stress (HS)Rep1
SRR12164726size fractionationDBA Aurora (Stress-tolerant)durumGSM4658605Water-deficit stress (WS)Rep3
SRR12164725size fractionationDBA Aurora (Stress-tolerant)durumGSM4658604Water-deficit stress (WS)Rep2
SRR12164724size fractionationDBA Aurora (Stress-tolerant)durumGSM4658603Water-deficit stress (WS)Rep1
SRR12164723size fractionationDBA Aurora (Stress-tolerant)durumGSM4658602Control group (CG)Rep3
SRR12164722size fractionationDBA Aurora (Stress-tolerant)durumGSM4658601Control group (CG)Rep2
SRR12164721size fractionationDBA Aurora (Stress-tolerant)durumGSM4658600Control group (CG)Rep1
SRR12164720size fractionationDBA Aurora (Stress-tolerant)durumGSM4658599Water-deficit plus heat stress (WH)Rep3
SRR12164719size fractionationDBA Aurora (Stress-tolerant)durumGSM4658598Water-deficit plus heat stress (WH)Rep2
SRR12164718size fractionationDBA Aurora (Stress-tolerant)durumGSM4658597Water-deficit plus heat stress (WH)Rep1
SRR12164717size fractionationDBA Aurora (Stress-tolerant)durumGSM4658596Heat stress (HS)Rep3
SRR12164716size fractionationDBA Aurora (Stress-tolerant)durumGSM4658595Heat stress (HS)Rep2
SRR12164715size fractionationDBA Aurora (Stress-tolerant)durumGSM4658594Heat stress (HS)Rep1
SRR12164714size fractionationDBA Aurora (Stress-tolerant)durumGSM4658593Water-deficit stress (WS)Rep3
SRR12164713size fractionationDBA Aurora (Stress-tolerant)durumGSM4658592Water-deficit stress (WS)Rep2
SRR12164712size fractionationDBA Aurora (Stress-tolerant)durumGSM4658591Water-deficit stress (WS)Rep1
SRR12164711size fractionationDBA Aurora (Stress-tolerant)durumGSM4658590Control group (CG)Rep3
SRR12164710size fractionationDBA Aurora (Stress-tolerant)durumGSM4658589Control group (CG)Rep2
SRR12164709size fractionationDBA Aurora (Stress-tolerant)durumGSM4658588Control group (CG)Rep1
SRR12164708size fractionationDBA Aurora (Stress-tolerant)durumGSM4658587Water-deficit plus heat stress (WH)Rep3
SRR12164707size fractionationDBA Aurora (Stress-tolerant)durumGSM4658586Water-deficit plus heat stress (WH)Rep2
SRR12164706size fractionationDBA Aurora (Stress-tolerant)durumGSM4658585Water-deficit plus heat stress (WH)Rep1
SRR12164705size fractionationDBA Aurora (Stress-tolerant)durumGSM4658584Heat stress (HS)Rep3
SRR12164704size fractionationDBA Aurora (Stress-tolerant)durumGSM4658583Heat stress (HS)Rep2
SRR12164703size fractionationDBA Aurora (Stress-tolerant)durumGSM4658582Heat stress (HS)Rep1
SRR12164702size fractionationDBA Aurora (Stress-tolerant)durumGSM4658581Water-deficit stress (WS)Rep3
SRR12164701size fractionationDBA Aurora (Stress-tolerant)durumGSM4658580Water-deficit stress (WS)Rep2
SRR12164700size fractionationDBA Aurora (Stress-tolerant)durumGSM4658579Water-deficit stress (WS)Rep1
SRR12164699size fractionationDBA Aurora (Stress-tolerant)durumGSM4658578Control group (CG)Rep3
SRR12164698size fractionationDBA Aurora (Stress-tolerant)durumGSM4658577Control group (CG)Rep2
SRR12164697size fractionationDBA Aurora (Stress-tolerant)durumGSM4658576Control group (CG)Rep1
SRR12164696size fractionationDBA Aurora (Stress-tolerant)durumGSM4658575Water-deficit plus heat stress (WH)Rep3
SRR12164695size fractionationDBA Aurora (Stress-tolerant)durumGSM4658574Water-deficit plus heat stress (WH)Rep2
SRR12164694size fractionationDBA Aurora (Stress-tolerant)durumGSM4658573Water-deficit plus heat stress (WH)Rep1
SRR12164693size fractionationDBA Aurora (Stress-tolerant)durumGSM4658572Heat stress (HS)Rep3
SRR12164692size fractionationDBA Aurora (Stress-tolerant)durumGSM4658571Heat stress (HS)Rep2
SRR12164691size fractionationDBA Aurora (Stress-tolerant)durumGSM4658570Heat stress (HS)Rep1
SRR12164690size fractionationDBA Aurora (Stress-tolerant)durumGSM4658569Water-deficit stress (WS)Rep3
SRR12164689size fractionationDBA Aurora (Stress-tolerant)durumGSM4658568Water-deficit stress (WS)Rep2
SRR12164688size fractionationDBA Aurora (Stress-tolerant)durumGSM4658567Water-deficit stress (WS)Rep1
SRR12164687size fractionationDBA Aurora (Stress-tolerant)durumGSM4658566Control group (CG)Rep3
SRR12164686size fractionationDBA Aurora (Stress-tolerant)durumGSM4658565Control group (CG)Rep2
SRR12164685size fractionationDBA Aurora (Stress-tolerant)durumGSM4658564Control group (CG)Rep1
SRR12164684size fractionationDBA Aurora (Stress-tolerant)durumGSM4658563Water-deficit plus heat stress (WH)Rep3
SRR12164683size fractionationDBA Aurora (Stress-tolerant)durumGSM4658562Water-deficit plus heat stress (WH)Rep2
SRR12164682size fractionationDBA Aurora (Stress-tolerant)durumGSM4658561Water-deficit plus heat stress (WH)Rep1
SRR12164681size fractionationDBA Aurora (Stress-tolerant)durumGSM4658560Heat stress (HS)Rep3
SRR12164680size fractionationDBA Aurora (Stress-tolerant)durumGSM4658559Heat stress (HS)Rep2
SRR12164679size fractionationDBA Aurora (Stress-tolerant)durumGSM4658558Heat stress (HS)Rep1
SRR12164678size fractionationDBA Aurora (Stress-tolerant)durumGSM4658557Water-deficit stress (WS)Rep3
SRR12164677size fractionationDBA Aurora (Stress-tolerant)durumGSM4658556Water-deficit stress (WS)Rep2
SRR12164676size fractionationDBA Aurora (Stress-tolerant)durumGSM4658555Water-deficit stress (WS)Rep1
SRR12164675size fractionationDBA Aurora (Stress-tolerant)durumGSM4658554Control group (CG)Rep3
SRR12164790size fractionationL6 (Stres-sensitive)durumGSM4658669Water-deficit plus heat stress (WH)Rep2
SRR12164789size fractionationL6 (Stres-sensitive)durumGSM4658668Water-deficit plus heat stress (WH)Rep1
SRR12164788size fractionationL6 (Stres-sensitive)durumGSM4658667Heat stress (HS)Rep3
SRR12164787size fractionation-durumGSM4658666-Rep2
SRR12164674size fractionationDBA Aurora (Stress-tolerant)durumGSM4658553Control group (CG)Rep2
SRR12164673size fractionationDBA Aurora (Stress-tolerant)durumGSM4658552Control group (CG)Rep1

Run Library Selection Genotype sub_species Sample Name Treatment
SRR13114338size fractionationDBA ArtemisdurumGSM4929666Water-deficit stress group
SRR13114337size fractionationDBA ArtemisdurumGSM4929665Control group
SRR13114336size fractionationDBA ArtemisdurumGSM4929664Water-deficit stress group
SRR13114335size fractionationDBA ArtemisdurumGSM4929663Control group
SRR13114334size fractionationDBA ArtemisdurumGSM4929662Water-deficit stress group
SRR13114333size fractionationDBA ArtemisdurumGSM4929661Control group
SRR13114332size fractionationDBA ArtemisdurumGSM4929660Water-deficit stress group
SRR13114331size fractionationDBA ArtemisdurumGSM4929659Control group

Run Library Selection Genotype sub_species Sample Name Treatment
SRR13833550size fractionationL6 (UAD1301020-8)durumGSM5128902Nitrogen starvation group
SRR13833549size fractionationL6 (UAD1301020-8)durumGSM5128901Control group
SRR13833548size fractionationL6 (UAD1301020-8)durumGSM5128900Nitrogen starvation group
SRR13833547size fractionationL6 (UAD1301020-8)durumGSM5128899Control group
SRR13833546size fractionationDBA AuroradurumGSM5128898Nitrogen starvation group
SRR13833545size fractionationDBA AuroradurumGSM5128897Control group
SRR13833544size fractionationDBA AuroradurumGSM5128896Nitrogen starvation group
SRR13833543size fractionationDBA AuroradurumGSM5128895Control group

Run Library Selection Genotype Tissue sub_species Sample Name Treatment
SRR14128339size fractionationDBA AuroraDeveloping grain tissuedurumGSM5222605Heat stress group
SRR14128338size fractionationDBA AuroraDeveloping grain tissuedurumGSM5222604Control group
SRR14128337size fractionationDBA AuroraDeveloping grain tissuedurumGSM5222603Heat stress group
SRR14128336size fractionationDBA AuroraDeveloping grain tissuedurumGSM5222602Control group
SRR14128335size fractionationDBA AuroraFlag leaf tissuedurumGSM5222601Heat stress group
SRR14128334size fractionationDBA AuroraFlag leaf tissuedurumGSM5222600Control group
SRR14128333size fractionationDBA AuroraFlag leaf tissuedurumGSM5222599Heat stress group
SRR14128332size fractionationDBA AuroraFlag leaf tissuedurumGSM5222598Control group

Run Library Name Library Selection Tissue sub_species Cultivar Sample Name Geographic Location Name Treatment
SRR7226493svevomicro9RT-PCRGraindurumSvevoSvevo_miRNA_9Italy-
SRR7226494svevomicro7RT-PCRRachis + glumes Leaf Epicotile + shoot Shoot RootletdurumSvevoSvevo_miRNA_7ItalyF. graminearum and F. culmorum inoculated spikes 36/72h or Zymoseptoria tritici Italian isolate inoculated seedlings 4h /1/2/9 d or Control spikes dd H2O 36/72h or control leaves ddH2O 4h / 1/2/9 d
SRR7226495svevomicro8RT-PCRShoot Root LeafdurumSvevoSvevo_miRNA_8Italy1/4 Hoagland solution (HS) + 5mM KNO3 4/24/72 h / 7 d or 1/4 HS + K(H2PO4) 2mM 4/24/72 h / 7 d or 1/4 HS + 2.5 mM Mg(SO4) 4/24/72 h / 7 d or 1/4 HS + 100 µM Fe-EDTA 4/24/72 h / 7 d or 1/4 HS + 10mM (NH4)NO3 4/24/72 h / 7 d
SRR7226496svevomicro6RT-PCRColeoptile Root Culm node Spike Flag Leaf Glume + lemna Ovary + antherdurumSvevoSvevo_miRNA_6Italy-
SRR7226499svevomicro5RT-PCRLeaf RootdurumSvevoSvevo_miRNA_5Italy60µM CdCl2/2 d or 10µM ABA/4h or 50µM GA3/4h
SRR7226500svevomicro3RT-PCRLeaf RootdurumSvevoSvevo_miRNA_3Italy25°C /20°C 12h light/12h dark or Nutrient supply/control: control 1/4 strength Hoagland solution then replenished with dd H2O
SRR7226498svevomicro4RT-PCRLeaf RootdurumSvevoSvevo_miRNA_4Italy1/4 Hoagland solution + K(H2PO4) 2mM 4/24/72 h / 7 d or 1/4 Hoagland solution + 10mM (NH4)NO3 4/24/72 h / 7 d or UV exposure: 3h first day/2h second day/2h third day + recovery 24h or 10mM H2O2 2/4h
SRR7226501svevomicro1RT-PCRLeaf Root Coleoptyle SpikedurumSvevoSvevo_miRNA_1Italy3°C/1.5°C 12h light /12h dark /24 h or 36°C/ 4h or 37°C/24h ,37°C/24h + 45°C/1h, 37°C/24h + 45°C/1h + 24°C/3d
SRR7226497svevomicro2RT-PCRLeaf RootdurumSvevoSvevo_miRNA_2ItalyDrought/wounding 90 min/3h or 20% PEG 6000 3h/7h or 150mM NaCl 6h/24h