TY - JOUR
T1 - Deciphering genetic factors that determine melon fruit-quality traits using RNA-Seq-based high-resolution QTL and eQTL mapping
AU - Galpaz, Navot
AU - Gonda, Itay
AU - Shem-Tov, Doron
AU - Barad, Omer
AU - Tzuri, Galil
AU - Lev, Shery
AU - Fei, Zhangjun
AU - Xu, Yimin
AU - Mao, Linyong
AU - Jiao, Chen
AU - Harel-Beja, Rotem
AU - Doron-Faigenboim, Adi
AU - Tzfadia, Oren
AU - Bar, Einat
AU - Meir, Ayala
AU - Sa'ar, Uzi
AU - Fait, Aaron
AU - Halperin, Eran
AU - Kenigswald, Merav
AU - Fallik, Elazar
AU - Lombardi, Nadia
AU - Kol, Guy
AU - Ronen, Gil
AU - Burger, Yosef
AU - Gur, Amit
AU - Tadmor, Ya'akov
AU - Portnoy, Vitaly
AU - Schaffer, Arthur A.
AU - Lewinsohn, Efraim
AU - Giovannoni, James J.
AU - Katzir, Nurit
N1 - Publisher Copyright:
© 2018 The Authors The Plant Journal © 2018 John Wiley & Sons Ltd
PY - 2018/4
Y1 - 2018/4
N2 - Combined quantitative trait loci (QTL) and expression-QTL (eQTL) mapping analysis was performed to identify genetic factors affecting melon (Cucumis melo) fruit quality, by linking genotypic, metabolic and transcriptomic data from a melon recombinant inbred line (RIL) population. RNA sequencing (RNA-Seq) of fruit from 96 RILs yielded a highly saturated collection of > 58 000 single-nucleotide polymorphisms, identifying 6636 recombination events that separated the genome into 3663 genomic bins. Bin-based QTL analysis of 79 RILs and 129 fruit-quality traits affecting taste, aroma and color resulted in the mapping of 241 QTL. Thiol acyltransferase (CmThAT1) gene was identified within the QTL interval of its product, S-methyl-thioacetate, a key component of melon fruit aroma. Metabolic activity of CmThAT1-encoded protein was validated in bacteria and in vitro. QTL analysis of flesh color intensity identified a candidate white-flesh gene (CmPPR1), one of two major loci determining fruit flesh color in melon. CmPPR1 encodes a member of the pentatricopeptide protein family, involved in processing of RNA in plastids, where carotenoid and chlorophyll pigments accumulate. Network analysis of > 12 000 eQTL mapped for > 8000 differentially expressed fruit genes supported the role of CmPPR1 in determining the expression level of plastid targeted genes. We highlight the potential of RNA-Seq-based QTL analysis of small to moderate size, advanced RIL populations for precise marker-assisted breeding and gene discovery. We provide the following resources: a RIL population genotyped with a unique set of SNP markers, confined genomic segments that harbor QTL governing 129 traits and a saturated set of melon eQTLs.
AB - Combined quantitative trait loci (QTL) and expression-QTL (eQTL) mapping analysis was performed to identify genetic factors affecting melon (Cucumis melo) fruit quality, by linking genotypic, metabolic and transcriptomic data from a melon recombinant inbred line (RIL) population. RNA sequencing (RNA-Seq) of fruit from 96 RILs yielded a highly saturated collection of > 58 000 single-nucleotide polymorphisms, identifying 6636 recombination events that separated the genome into 3663 genomic bins. Bin-based QTL analysis of 79 RILs and 129 fruit-quality traits affecting taste, aroma and color resulted in the mapping of 241 QTL. Thiol acyltransferase (CmThAT1) gene was identified within the QTL interval of its product, S-methyl-thioacetate, a key component of melon fruit aroma. Metabolic activity of CmThAT1-encoded protein was validated in bacteria and in vitro. QTL analysis of flesh color intensity identified a candidate white-flesh gene (CmPPR1), one of two major loci determining fruit flesh color in melon. CmPPR1 encodes a member of the pentatricopeptide protein family, involved in processing of RNA in plastids, where carotenoid and chlorophyll pigments accumulate. Network analysis of > 12 000 eQTL mapped for > 8000 differentially expressed fruit genes supported the role of CmPPR1 in determining the expression level of plastid targeted genes. We highlight the potential of RNA-Seq-based QTL analysis of small to moderate size, advanced RIL populations for precise marker-assisted breeding and gene discovery. We provide the following resources: a RIL population genotyped with a unique set of SNP markers, confined genomic segments that harbor QTL governing 129 traits and a saturated set of melon eQTLs.
KW - Cucumis melo
KW - network analysis
KW - next-generation sequencing
KW - pentatricopeptide repeat-containing protein
KW - thiol acyltransferase
KW - transcriptome
UR - http://www.scopus.com/inward/record.url?scp=85044370565&partnerID=8YFLogxK
U2 - 10.1111/tpj.13838
DO - 10.1111/tpj.13838
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C2 - 29385635
AN - SCOPUS:85044370565
SN - 0960-7412
VL - 94
SP - 169
EP - 191
JO - Plant Journal
JF - Plant Journal
IS - 1
ER -