CN102747138A - Rice whole genome SNP chip and application thereof - Google Patents

Rice whole genome SNP chip and application thereof Download PDF

Info

Publication number
CN102747138A
CN102747138A CN201210055775XA CN201210055775A CN102747138A CN 102747138 A CN102747138 A CN 102747138A CN 201210055775X A CN201210055775X A CN 201210055775XA CN 201210055775 A CN201210055775 A CN 201210055775A CN 102747138 A CN102747138 A CN 102747138A
Authority
CN
China
Prior art keywords
snp
chip
rice
gene
genome
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201210055775XA
Other languages
Chinese (zh)
Other versions
CN102747138B (en
Inventor
周发松
谢为博
喻辉辉
李菁
张启发
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Syngenta Group Inc
Original Assignee
Sub-Group Co ltd Of China Seed
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Sub-Group Co ltd Of China Seed filed Critical Sub-Group Co ltd Of China Seed
Priority to CN201210055775.XA priority Critical patent/CN102747138B/en
Publication of CN102747138A publication Critical patent/CN102747138A/en
Application granted granted Critical
Publication of CN102747138B publication Critical patent/CN102747138B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Landscapes

  • Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)

Abstract

The present invention discloses a rice whole genome SNP chip and an application thereof. A method for preparing the chip comprises: (1) obtaining a first class of probes on a chip, wherein sequencing is performed to obtain a parental genome sequence, resequencing data of other rice varieties in a public database are combined, a Nipponbare genome is adopted as a reference sequence, a MAQ software is adopted to match and analyze all the sequencing data, and finally a SNP marker is screened; (2) obtaining a second class of probes on the chip, wherein a rice function gene is obtained from the public database, sequence difference reflecting gene function is searched, and a SNP/INDEL probe is designed according to the sequence difference; (3) adopting an infinium chip manufacturing technology to produce a SNP chip; and (4) testing accuracy and application efficiency of the chip. The chip of the present invention can be applicable for rice germplasm resource molecule marker fingerprint analysis, seed authenticity detection, filial generation genotyping, and other related researches.

Description

A kind of paddy rice full genome SNP chip and application thereof
Technical field
The present invention relates to molecular biology, functional genomics, information biology and genome breeding field, more specifically relate to a kind of paddy rice full genome SNP chip and preparation method, also relate to the purposes of this paddy rice SNP chip simultaneously.
Background technology
Molecule marker (Molecular marker) is meant the application macromolecular cpd, protein and DNA, and the difference between biont identifies the technological method of heritable variation.Because the difference of protein between individuality is little than DNA, and be difficult to detect, therefore, most of molecule marker is the genetic polymorphism of utilizing on the dna level, is also referred to as dna molecular marker.Molecular marking technique (Molecular marker technology) mainly is meant the Protocols in Molecular Biology that detects the DNA variation.Molecular marking technique mainly contains the purposes aspect following 4 in crop investigations: the structure and the assignment of genes gene mapping of (1) genetic linkage map; (2) germ plasm resource research and cultivar identification; (3) biological character association analysis and phyletic evolution research; (4) molecular breeding and crop genetic improvement.Along with the development of molecular biology, genomics and information biology, molecular marking technique also develops to low cost, high-throughput, high precision direction gradually.The tradition molecular marking technique; Like RFLP (Restriction Fragment Length Polymorphism; Restriction fragment length polymorphism) and in the past 30 years of SSR (Simple Sequence Repeat, simple sequence repeat) technology bringing into play important effect.But there are many limitation in traditional molecular marking technique, and is low like flux, quantity is few, operating process is loaded down with trivial details, can not satisfy the demand of functional genome research.In addition; Modern molecular breeding technology requires increasingly highly to molecule marker, requires gene is accurately operated, and requires full genome genetic background is accurately controlled; Requirement precisely improves specific trait, presses for extensive high-throughout molecular marking technique.Therefore, development and utilization novel molecular labeling technique has important theory and practice significance for functional genome research and crop genetic improvement.
SNP (Single Nucleotide Polymorphism, SNP) is meant the polymorphum on the dna sequence dna that the variation of single Nucleotide on the genome forms.Theoretically; Any one Nucleotide all has four kinds of possible based composition forms on the genomic dna; But in most cases has only the variation of two kinds of bases; Changed (Transitions) or transversion (Transversion) and become another base by a base, the frequency that takes place of conversion will be higher than transversion usually, so the SNP mark is generally diallele (Vignal etc.; A review on SNP and other types of molecular markers and their use in animal genetics.Genet Sel Evol.2002,34:275-306.).SNP mark quantity is many, and it is wide on genome, to distribute.Novel high-throughput molecular marking technique based on SNP mainly contains two big types: one type of high-throughput molecular marking technique that is based on the new-generation sequencing technology; The another kind of molecular marking technique that is based on biochip technology.In paddy rice, obtained extensive application based on s-generation sequencing technologies exploitation molecular marker method; Utilize the Illumina/Solexa sequencing technologies to RIL (Recombinant Inbred Line who comprises 150 familys in the paddy rice like Huang etc.; RIL) colony has carried out full genome low cover degree order-checking acquisition SNP mark; RIL is carried out gene type and makes up high-density genetic linkage map (Huang etc.; High-throughput genotyping by whole-genome resequencing.Genome Res.2009,19:1068-1076); Xie etc. have invented a kind of parent's of not relying on RIL colony methods of genotyping; Utilize the most brief reorganization (Maximum Parsimony of Recombination; MPR) principle obtains SNP mark supposition parent genotype from low cover degree order-checking RIL colony genome sequence column information; Greatly reduce order-checking cost (Xie etc.; Parent-independent genotyping for constructing an ultrahigh-density linkage map based on population sequencing.Proc Natl Acad Sci USA.2010,107:10578-10583); Yu etc. compare the SNP mark based on the exploitation of the s-generation sequencing technologies genetic linkage map that makes up and the linkage map that makes up with traditional molecule marker RFLP/SSR; The SNP that has set forth based on order-checking makes up the advantage (Yu etc. of genetic linkage map in the assignment of genes gene mapping; Gains in QTL detection using an ultra-high density SNP map based on population sequencing relative to traditional RFLP/SSR markers.PLoS One.2011,6:e17595).Recently; Utilize s-generation sequencing technologies that a large amount of rice varieties are carried out genome sequencing exploitation SNP mark; With full genome association analysis (Genome-Wide Association Study; GWAS) many sites relevant (Huang etc., Genome-wide association studies of 14 agronomic traits in rice landraces.Nat Genet.2010,42:961-967 have been obtained with Main Agronomic Characters; Huang etc., Genome-wide association study of flowering time and grain yield traits in a worldwide collection of rice germplasm.Nat Genet.2011).But; This method also has some shortcomings; The sequencing data of low cover degree can not make mark cover each individuality; Have order-checking randomness, most of individual SNP loci gene types calculate through information biology, and the single SNP gene type data that check order between the Different Individual are difficult to directly compare; And directly carry out degree of depth order-checking, even the minigene group as the paddy rice, the cost that checks order at present is still very high, is difficult to satisfy extensive breeding demand.The another kind of way of utilizing order-checking to obtain the SNP mark is genomic dna to be handled through enzyme method such as cut earlier reduce genomic complicacy and make up the genome dna library that complicacy reduces; Utilize s-generation sequencing technologies to carry out degree of depth order-checking then; Like RAD (Restriction site Associated DNA; The related DNA of restriction enzyme site) label sequencing (Baird etc.; Rapid SNP discovery and genetic mapping using sequenced RAD markers.PLoS One.2008,3:e3376).Though the molecular marking technique flux based on s-generation sequencing technologies is high, flexible and efficient; But very difficult the detection and analysis in zone that short segments checked order and depends on reference gene group sequence, was positioned at the Tumor-necrosis factor glycoproteins zone or on the reference gene group, do not have; The complex processes such as calculating of the processing of sequencing data, sequence gene group location and gene type are had relatively high expectations to data analysis, need professional information biology personnel to accomplish.These shortcomings to a certain degree limit being widely used of this method, particularly in molecular breeding, use on a large scale.
Another kind of high-throughput molecular marking technique is based on the technology of gene chip.Gene chip (gene chip) is claimed DNA chip (DNA chip) or DNA array (DNA array) again, refers to be fixed on the lattice array that nucleic acid molecular probe constituted (array) on the supporting dielectrics such as slide, silicon chip, nylon membrane.Biochip technology is to put forward the eighties in 20th century, at the beginning of 21 century, gets into develop rapidly period.Gene chip is mainly used in research (Birnbaum etc., Agene expression map of the Arabidopsis root.Science.2003, the 302:1956-1960 of gene expression profile and regulated and control network at the research and development initial stage; Wang etc., A dynamic gene expression atlas covering the entire life cycle of rice.Plant J.2010,61:752-766; West etc., Global eQTL mapping reveals the complex genetic architecture of transcript-level variation in Arabidopsis.Genetics.2007,175:1441-1450; Wang etc., Aglobal analysis of QTLs for expression variations in rice shoots at the early seedling stage.Plant J.2010,63:1063-1074).Now be used for the research of genotyping and functional genomics more.Molecular marking technique based on gene chip mainly contains: SNP gene chip (McNally etc.; Genomewide SNP variation reveals relationships among landraces and modern varieties of rice.Proc Natl Acad Sci USA.2009; 106:12273-12278), SFP (Single Feature Polymorphism; The single slice polymorphum) (Borevitz etc.; Large-scale identification of single-feature polymorphisms in complex genomes.Genome Res.2003; 13:513-523), DArT technology (Diversity Array Technology; The variety chip technology) (Jaccoud etc., Diversity arrays:a solid state technology for sequence information independent genotyping.Nucleic Acids Res.2001,29:E25), RAD technology (Miller etc.; RAD marker microarrays enable rapid mapping of zebrafish mutations.Genome Biol.2007,8:R105; Miller etc.; Rapid and cost-effective polymorphism identification and genotyping using restriction site associated DNA (RAD) markers.Genome Res.2007,17:240-248.) etc.The chip gene expression profile of initial exploitation just can be applied to detect SFP; The nucleotide probe hybridization of living alone as a widow with on genomic dna or RNA and the chip gene expression profile get final product, does not need to develop specially the marker gene chip, but the marker detection that this method obtains false positive height (Kumar etc. as a result; Single feature polymorphism discovery in rice.PLoS One.2007,2:e284; Luo etc., SFP genotyping from affymetrix arrays is robust but largely detects cis-acting expression regulators.Genetics.2007,176:789-800.).Though DArT and RAD technology does not rely on genome sequence, making up genomic library wastes time and energy, and can only reach intermediate density and flux, is difficult to satisfy in the molecular breeding on a large scale, high-density and high-precision requirement.The RAD chip technology developed into afterwards and utilized s-generation sequencing technologies exploitation SNP mark (Hohenlohe etc.; Population genomics of parallel adaptation in threespine stickleback using sequenced RAD tags.PLoS Genet.2010,6:e 1000862; Emerson etc., Resolving postglacial phylogeography using high-throughput sequencing.Proc Natl Acad Sci USA.2010,107:16196-16200).The SNP chip is the genotyping technique that is suitable for extensive breeding in the biochip technology most.At present; Illumina Infinium MaizeSNP50 chip is used for germ plasm resource evaluation and association analysis (Ganal etc. in the corn; A large maize (Zea mays L.) SNP genotyping array:development and germplasm genotyping; And genetic mapping to compare with the B73 reference genome.PLoS One.2011,6:e28334; Cook etc.; Genetic architecture of maize kernel composition in the nested association mapping and inbred association panels.Plant physiology.2011); Affymetrix GeneChip Rice 44K gene chip is used for rice germplasm resource genetic diversity somatotype and full genome association analysis (Zhao etc. in the paddy rice; Genome-wide association mapping reveals a rich genetic architecture of complex traits in Oryza sativa.Nat Commun.2011; 2:467); And the Illumina GoldenGate SNP gene chip of different densities has been applied to rice molecular breeding (Zhao etc.; Genomic diversity and introgression in O.sativa reveal the impact of domestication and breeding on the rice genome.PLoS One.2010,5:e10780; Chen etc.; Development and application of a set of breeder-friendly SNP markers for genetic analyses and molecular breeding of rice (Oryza sativa L.) .Theor Appl Genet.2011,123:869-879; Thomson etc., High-throughput single nucleotide polymorphism genotyping for breeding applications in rice using the BeadXpress platform.Mol Breeding.2011:1-12).Though GoldenGate SNP chip is a lot of in the paddy rice; But because technology limitation; Reference numerals on chip generally is no more than 3000, is difficult to satisfy in the breeding the accurately demand of control of full genome background, presses for the rice breeding chip of high-throughput, good reproducibility, technology maturation.
The Infinium SNP chip technology of Illumina company is present comparative maturity and widely used full genome SNP detection platform.It uses laser co-focusing optical fiber beadchip technology can carry huge microballon with the technological chip of producing of unique micropearl array BeadArray---the SNP number.At present the human SNP chip produced of the said firm can hold at most 1,100,000 SNP marks ( Http:// www.illumina.com).When chip manufacturing; Each comprises the SNP probe sequence of 50 deoxynucleotides and specific microballon coupling joins; The microballon kind is according to the SNP number decision of carrying, and from several thousand to more than 1,000,000, every type of microballon is encoded by its specific address sequence and SNP probe sequence and detected.Every type microballon is average the repetition 30 times on every chip, thereby guarantees success ratio and the repeatability that each SNP is to be detected.Illumina Infinium SNP chip has been used widely in the genome mutation research of species such as the mankind, mouse, corn, but in paddy rice, does not also have the report of this type chip.In order to make paddy rice functional genome research achievement obtain utilizing, constantly satisfy paddy rice large-scale commercial applications breeding demand, the applicant has designed and produced this SNP gene chip.
Summary of the invention
The object of the present invention is to provide the full genome SNP of a kind of paddy rice chip, called after RICE6K paddy rice SNP chip.SNP site on this chip comprises two types; One type is the good and representative SNP site designing probe (this paper is called first kind probe) of polymorphum that from the rice varieties sequencing data, filters out, and another kind is the SNP/INDEL site designed probe relevant with function (this paper is called second type of probe) according to the paddy rice critical function gene of having cloned of bibliographical information.Wherein, First kind probe comprise from core parental gene group sequence and 520 rice varieties are resurveyed the order sequenced data comparative analysis, filter out 5; 556 SNP sites; Second type of probe comprises 80 the SNP/INDEL sites relevant with the functional site of 40 paddy rice functional genes, detects 5,636 SNP/INDEL sites altogether.RICE6K paddy rice SNP chip is the optical fiber beadchip that adopts Illumina Infinium patent system technology for making (USP, US Patent#US6,429,027) to make, and every chip can detect 24 samples simultaneously.
Another object of the present invention has provided a kind of paddy rice full genome SNP chip and preparation method, is used for the specific probe of paddy rice SNP detection chip of the present invention.5,636 SNP/INDEL sites that the present invention obtains have dna sequence dna and the characteristic shown in SEQID No.0001~SEQ ID No.5636.The full genome SNP of the said RICE6K paddy rice of the present invention chip is meant the chip that utilizes Infinium patent design and manufacturing technology (USP, US Patent#US 6,429,027) to make according to these 5,636 sequences.SNP/INDEL site on the full genome SNP of the said RICE6K paddy rice of the present invention chip is meant the Nucleotide in the square brackets ([]) in the sequence shown in SEQ ID No.0001~SEQ ID No.5636.
A further object of the present invention has been to provide the application of the full genome SNP of a kind of paddy rice chip in detecting paddy DNA sample (fingerprinting of rice germplasm resource molecule marker, long-grained nonglutinous rice and japonica rice hybridization colony genotype, the genetic background of breeding material, rice paddy seed); Owing to tend to select the SNP site that has polymorphum at long-grained nonglutinous rice and two subspecies of japonica rice during this chip design; So the hybridization colony of preferred detection long-grained nonglutinous rice and two subspecies of japonica rice also is applicable to the hybridization colony of detecting in long-grained nonglutinous rice or the japonica rice subspecies simultaneously.This chip can carry out the molecule marker fingerprinting, the hybridization offspring of colony is carried out genotype identification, the critical function gene of concrete material is identified and the phenotype prediction variety resources of rice.
The full genome SNP of a kind of paddy rice chip production method may further comprise the steps:
1, the acquisition of the first kind probe on the RICE6K SNP chip
The applicant utilizes Illumina new-generation sequencing technology that paddy rice core parent material has been carried out gene order-checking.In addition; The end of the year in 2010; Huang etc. announced the genome of 520 paddy rice local variety resurvey order sequenced data (Huang etc., Genome-wide association studies of 14 agronomic traits in rice landraces.Nat Genet.2010,42:961-967).The applicant has downloaded this data from public database, and with the fine genome of Japan (MSU the 6.1st edition, Http:// rice.plantbiology.msu.edu/) be reference sequences, use MAQ software ( Http:// sourceforge.net/projects/maq) these genomic sequence datas are carried out The matching analysis.The concrete steps of probe design are following:
(1) obtained 4,236,029 high quality SNP according to the criterion evaluation earlier:
Only when the matching fractional (mapping quality) of sequencing sequence on genome when being at least 20, this sequence just is used to identify SNP;
Calculate the summation of the sequencing quality mark (base quality) of the different bases in every site on the genome, the SNP site must have only the sequencing quality mark summation of two kinds of bases greater than 100, and these two kinds of bases all have at least 10 sequencing sequence supports for every kind; Two kinds of bases in SNP site have at least 5 matching fractional to surpass 40 sequence support for every kind, and corresponding base sequencing quality all surpasses 20; The total order-checking coverage in this SNP site is more than or equal to 50 and be less than or equal to 1000.
(2) further use stricter standard to obtain 1,559,745 candidate SNP:
Remove the SNP site that at least 5 kinds, presents heterozygous state;
Remove the order-checking coverage less than 80 or greater than 800 SNP site;
All kinds are divided into long-grained nonglutinous rice and japonica rice, and calculate the frequency of less important allelotrope in these two subspecies of SNP, remove in all kinds, indica and japonica subspecies less important gene frequency all less than 0.2 SNP;
Remove still with left and right sides SNP distance all less than the SNP of 50bp.
(3) because probe length is 50bp, need select during design, in order to avoid influence hybridization than conserved sequence.In order to obtain suitable probe, the applicant has also done following analysis:
Extract SNP left side and right side 50bp sequence (, then not extracting) respectively, use BLAT program (Kent etc., BLAT-the BLAST-like alignment tool.Genome Res.2002,12:656-664.) comparison genome if 50bp contains other SNP.If the both sides sequence all exists two or above identity (identity) to surpass 85% coupling, then remove this SNP on genome;
Extract the precious Shan 97 of rice variety the SNP left side and right side 50bp sequence corresponding respectively with bright extensive 63 (seeing genetic resources table 1), and with the Japanese fine canonical sequence of japonica rice (MSU the 6.1st edition, Http:// rice.plantbiology.msu.edu/) compare, if the both sides sequence is all inconsistent, remove this SNP.
Through above-mentioned analysis; The applicant has obtained 105; 5959 meet the SNP that probe design requires, and 35.5% SNP fixing in indica and japonica subspecies basically (in the highest flight allelic gene type is different in the indica and japonica subspecies, and occupies the ratio more than 90% respectively) is wherein arranged; 42.1% SNP has polymorphum in the long-grained nonglutinous rice subspecies, and 16.9% SNP has polymorphum in the japonica rice subspecies.
The applicant has further analyzed the linkage disequilibrium between the SNP.Karyomit(e) is divided into section of every 100kb, all SNP r between any two in the calculation of sector 2(r is Pearson's relation conefficient, Pearson correlation coefficient).Through trial, the applicant is with r 2=0.64 as threshold value; Utilize a kind of greedy algorithm (Carlson etc.; Selecting a maximally informative set of single-nucleotide polymorphisms for association analyses using linkage disequilibrium.Am J Hum Genet.2004; 74:106-120.), with mutual r 2>=0.64 SNP is divided into one group, obtains 86,075 groups of SNP altogether.Because the height of the SNP in group linkage disequilibrium, only need get a representational SNP can provide the most information of SNP on the same group.Maximum 3 SNP of every group selection obtain 187,284 " label SNP (tag SNP) " altogether.These SNP by Illumina company ( Http:// www.illumina.com/) give a mark, remove the Score score value less than 0.6 SNP, obtain altogether 115,740 can supply custom chip SNP.
Because this chip design is primarily aimed at the evaluation and the somatotype of long-grained nonglutinous rice and two inter-subspecies hybrid colonies of japonica rice; Therefore the applicant is according to the distribution situation of SNP in indica and japonica subspecies; Karyomit(e) is divided into interval of 100kb; Each interval preferential SNP that selects two subspecies basic fixed of Xian round-grained rice, if not enough two, the SNP of other types then selected.Because the Infinium technology, the SNP that A/T, G/C change need use two probe in detecting (Infinium I), and the SNP of other types only needs a probe (Infinium II).In order on chip, to place SNP as much as possible, the applicant has defined a cover marking system.The result who rule of thumb attempts, definition: total points S=MAF*100+ (SNP that non-A/T, G/C change) * 3.5 (wherein MAF is Minor allele frequency, minimum gene frequency).Remove total points S less than 33 SNP, obtain 5,556 SNP sites at last altogether.
2, the acquisition of second type of probe on the RICE6K SNP chip:
To the end of the year in 2010; Successfully cloned more than 600 gene in the paddy rice; Wherein number of genes is controlled Main Agronomic Characters such as output, quality, antibiont and abiotic stress, nutritional utilization efficient etc.; These genes have very big breeding potentiality (Jiang etc., Rice functional genomics research:Progress and implications for crop genetic improvement.Biotechnol Adv.2011).The applicant hopes and can disposable the partial function gene be identified, so designed gene function property SNP/INDEL probe.Concrete steps are following:
At first, the inquiry lot of documents obtains the different allelic forms of functional gene from public database (http://www.ncbi.nlm.nih.gov), particularly between rice varieties, can reflect the sequence difference of gene function.If the functional aberrancy not between the isoallele is the difference (SNP) of single base and one-sided 50 bases are arranged is identical, the conserved sequence of so directly using these 50 bases is as the candidate probe site; If functional site is a difference of inserting or lack (INDEL); Then use two kinds of method designing probes; A kind of is to convert INDEL into SNP to detect; Promptly according to the one-sided conserved sequence designing probe of INDEL, first base of insertion sequence and the next base difference of deletion sequence are as SNP to be measured (codominant marker), and another kind of method is that probe directly designs on the INDEL sequence; The allelotrope that make to insert can be hybridized and detected signal, and the allelotrope of disappearance is not hybridized and had only extremely low detection signal (dominant marker).Design 80 SNP/INDEL candidate probe sites in this way altogether, can detect 40 paddy rice functional genes.
More than totally 5,636 in the candidate probe sequence site that obtains of two kinds of methods, require designing probe to make chip according to Illumina Infinium iSelectHD.The probe sequence site characteristic of two kinds of method acquisitions does not have notable difference, in the chip manufacturing process, does not distinguish, and the chip detection experimental implementation of two types of probes was also identical after chip was processed, and was regarded as same set of probe groups.First chip manufacturing obtains the significant digit of coincidence detection requirement and counts 5,102, comprises 68 functional sites of more than 30 gene.Following laboratory test results all refers to the detected result of first chip.
The application of a kind of RICE6K paddy rice SNP chip in detecting the paddy DNA sample comprises the following steps:
1. oryza sativa genomic dna extracts: organize the extracting genomic dna according to the detection needs from rice paddy seed, blade etc.Wherein paddy rice young leaflet tablet DNA extracting recommends to adopt Promega Plant Genome extraction agent box according to the normal process extracting.
2.DNA sample quality detects: the use massfraction is 1% agarose gel electrophoresis detection, judges electrophoresis result with gel imaging system, guarantee the genomic dna good in integrity, and this genomic DNA fragment length is greater than 10kb; Measure protein and organic substance pollution level in the genomic dna with ultraviolet spectrophotometer, genomic dna A260/280 ratio should be between 1.8-2.0, and A260/230 ratio should be between 1.8-2.2.With the DNA concentration dilution to working concentration 50ng/ul.
3. gene chip detects: according to Illumina Infinium gene chip examination criteria flow operations (Infinium HD Assay Ultra Protocol Guide, http://www.illumina.com/).Chip scanning uses Illumina HiScan chip scanner.
4. data analysis: Illumina HiScan scanning result is with GenomeStudio software analysis genotype.
The present invention compares with other molecular marking techniques, has the following advantages and effect:
1) flux is high.Comprise more than 5000 SNP site on the chip; Just can obtain the genotype that is distributed in complete genomic about 4500 sites of a sample in 3 days according to Illumina Infinium examination criteria flow process; 1 chip can detect 24 samples simultaneously; A flow process can be done 8 chips, can obtain 192 samples totally 86.4 ten thousand data points (4500*24*8) in promptly 3 days;
2) good reproducibility.Different batches detects same duplicate samples technology and repeats to reach more than 99.9%, and its repeatability and accuracy are better than similar chip technology;
3) suitability is wide.Because most of SNP site is the sequencing data that comes from more than 520 rice varieties, these SNP sites have representative widely.According to the applicant to more than 100 parts of rice germplasm resource Preliminary detection results; Between the long-grained nonglutinous rice, between the japonica rice, can on average be about 800,1000 and 2600 respectively in detected polymorphum SNP site between long-grained nonglutinous rice and the japonica rice, can be adaptable across the dissimilar rice varieties gene type of long-grained nonglutinous rice and two inter-subspecies hybrid colonies of japonica rice particularly;
4) gene function prediction.80 functional SNP/INDEL sites that comprise 40 paddy rice critical function genes of having cloned in the chip; Detect these sites and just know the function of these genes in the material; Infer its phenotype according to gene function, common molecular marking technique is only to indivedual gene development functionality marks.
Description of drawings
Fig. 1. be a kind of synoptic diagram of gene function property SNP/INDEL probe design example.
That show among the figure is two kinds of allelotrope of " Green Revolution gene " Sd-1---the high stalk genotype (Nipponbare in the paddy rice; Japan is fine) and DGWG (Dee-geo-woo-gee; Short source low pin crow point) sequence alignment of type semi-short-stalked genotype (Milyang 23, close positive 23).With respect to wild-type Sd-1; DGWG class mutant sd-1 has the disappearance of 383 bp from first exon middle; Comprise 278 bp sequences of exons 1 and 2 and the intron (Monna etc. of 105 bp; Positional cloning of rice semidwarfing gene, sd-1:rice " green revolution gene " encodes a mutant enzyme involved in gibberellin synthesis.DNA Res.2002,9:11-17.).3 probe: probe I D01g00SD1.1 have been designed and ID01g00SD1.2 is the INDEL probe to the INDEL applicant of this 383bp; Probe sequence is positioned at INDEL inside; Wild type gene group DNA and probe hybridization extend a base A and C respectively and detect high signal, and DGWG class mutant is owing to the corresponding genome sequence of disappearance probe can not have only extremely low signal with probe hybridization; Os01g66100.1 is the SNP probe, and probe sequence is positioned at the INDEL border, and just in time there is the difference (T/A) of individual SNP on the border, can be used as common SNP probe in detecting, and detecting this site is that T then is wild-type, and A is a mutant.Box indicating Sd-1 gene start codon ATG, arrow is represented probe sequence position and direction, the base of triangular form indication is the base that extend probe and genomic dna hybridization back.
Fig. 2. be a kind of Sd-1 gene function property SNP and INDEL probe in detecting effect synoptic diagram.
The functional SNP/INDEL probe design of paddy rice plant height gene Sd-1 is seen Fig. 1. this figure shows 71 paddy DNA test result of samples.SNP probe Os01g66100.1 detected result shows that 26 samples are wild-type (AA genotype), and 21 is DGWG (Dee-geo-woo-gee, short source low pin crow point) type (BB genotype), and other 21 is heterozygosis (AB genotype); INDEL probe I D01g00SD1.1 detected result shows that the Sd-1 gene of 50 samples has not disappearance of allelotrope 383 bp at least, and consistent with wild-type, other sample is consistent with the DGWG class.
Fig. 3. be the distribution schematic diagram on full genome of all probe site on a kind of RICE6K paddy rice SNP chip.
The reference gene group is Japan's fine (rice genome MSU note the 6.1st edition), and each the bar short-term on the karyomit(e) is represented 1 SNP site, and trilateral is indicated centric position.
Fig. 4. be polymorphum SNP frequency distribution synoptic diagram between a kind of long-grained nonglutinous rice, between the japonica rice and between long-grained nonglutinous rice and the japonica rice.
Between any two comparison after 106 parts of rice germplasm resources of RICE6K SNP chip detection (18 japonica rice, 88 long-grained nonglutinous rices).4a is between the long-grained nonglutinous rice (indica), and 4b is between the japonica rice (japonica), and 4c is between long-grained nonglutinous rice and two subspecies of japonica rice.
Fig. 5. long-grained nonglutinous rice and japonica rice are hybridized the synoptic diagram as a result of a F2 plant detection that obtains for a kind of RICE6K paddy rice SNP chip.
The full gene genotype of japonica rice Barilla (Balilla) and long-grained nonglutinous rice Nanjing 11 (Nanjing 11) hybridization F2 plant.AA is the Barilla homozygous genotype, and BB is Nanjing 11 homozygous genotypes, and AB is the heterozygous genes type, and round dot is represented centromere position.
Fig. 6. be a kind of context analyzer synoptic diagram of back cross breeding orderly improvement material.
This figure shows that B parent donor gene imports two family genotype that the A parent backcrosses BC4F1.Short-term on the karyomit(e) representes to contain the donor parents genotype, is heterozygous genes type AB, and round dot is represented the position at target gene place, trilateral indication centromere position.
Fig. 7. deriving for rice variety 93-11 and its is that peace is selected difference site distribution schematic diagram between No. 6.
Every black short-term is represented a difference SNP position on the 8th karyomit(e).Trilateral indication centromere position.
Embodiment
Embodiment 1:RICE6K SNP chip preparation method
1, the acquisition of the first kind probe on the RICE6K SNP chip
The applicant utilizes Illumina new-generation sequencing technology that paddy rice core parent material has been carried out gene order-checking.In addition; The end of the year in 2010; Huang etc. announced the genome of 520 paddy rice local variety resurvey order sequenced data (Huang etc., Genome-wide association studies of 14 agronomic traits in rice landraces.Nat Genet.2010,42:961-967).The applicant has downloaded this data from public database, and with the fine genome of Japan (MSU the 6.1st edition, Http:// rice.plantbiology.msu.edu/) be reference sequences, use MAQ software ( Http:// sourceforge.net/projects/maq) all kinds order sequenced data of resurveying is matched reference sequences.The concrete steps of probe design are following:
(2) obtained 4,236,029 high quality SNP according to the criterion evaluation earlier:
Only when the matching fractional (mapping quality) of sequencing sequence on genome when being at least 20, this sequence just is used to identify SNP;
Calculate the summation of the sequencing quality mark (base quality) of the different bases in every site on the genome, the SNP site must have only the sequencing quality mark summation of two kinds of bases greater than 100, and these two kinds of bases all have at least 10 sequencing sequence supports for every kind; Two kinds of bases in SNP site have at least 5 matching fractional to surpass 40 sequence support for every kind, and corresponding base sequencing quality all surpasses 20; The total order-checking coverage in this SNP site is more than or equal to 50 and be less than or equal to 1000.。
(2) further use stricter standard to obtain 1,559,745 candidate SNP:
Remove the SNP site that at least 5 kinds, presents heterozygous state;
Remove the order-checking coverage less than 80 or greater than 800 SNP site;
All kinds are divided into long-grained nonglutinous rice and japonica rice, and calculate the frequency of less important allelotrope in these two subspecies of SNP, remove in all kinds, indica and japonica subspecies less important gene frequency all less than 0.2 SNP;
Remove through after the last step still with left and right sides SNP distance all less than the SNP of 50bp.
(3) because probe length is 50bp, need select during design, in order to avoid influence hybridization than conserved sequence.In order to obtain suitable probe, the applicant has also done following analysis:
Extract SNP left side and right side 50bp sequence (, then not extracting) respectively, use BLAT program (Kent etc., BLAT-the BLAST-like alignment tool.Genome Res.2002,12:656-664.) comparison genome if 50bp contains other SNP.If the both sides sequence all exists two or above identity (identity) to surpass 85% coupling, then remove this SNP on genome;
Extract the precious Shan 97 of rice variety the SNP left side and right side 50 bp sequences corresponding respectively with bright extensive 63 (seeing genetic resources table 1), and with the Japanese fine canonical sequence of japonica rice (MSU the 6.1st edition, Http:// rice.plantbiology.msu.edu/) compare, if the both sides sequence is all inconsistent, remove this SNP.
Through above-mentioned analysis; The applicant has obtained 105; 5959 meet the SNP that probe design requires, and 35.5% SNP fixing in indica and japonica subspecies basically (in the highest flight allelic gene type is different in the indica and japonica subspecies, and occupies the ratio more than 90%) is wherein arranged; 42.1% SNP has polymorphum in the long-grained nonglutinous rice subspecies, and 16.9% SNP has polymorphum in the japonica rice subspecies.
The applicant has further analyzed the linkage disequilibrium between the SNP.Karyomit(e) is divided into section of every 100kb, all SNP r between any two in the calculation of sector 2(r is Pearson's relation conefficient, Pearson correlation coefficient).Through trial, the applicant is with r 2=0.64 as threshold value; Utilize a kind of greedy algorithm (Carlson etc.; Selecting a maximally informative set of single-nucleotide polymorphisms for association analyses using linkage disequilibrium.Am J Hum Genet.2004; 74:106-120.), with mutual r 2>=0.64 SNP is divided into one group, obtains 86,075 groups of SNP altogether.Because the height of the SNP in group linkage disequilibrium, only need get a representational SNP can provide the most information of SNP on the same group.Maximum 3 SNP of every group selection obtain 187,284 " label SNP (tag SNP) " altogether.These SNP are given a mark by Illumina company (http://www.illumina.com/), remove the Score score value less than 0.6 SNP, obtain altogether 115,740 can supply custom chip SNP.
Because the evaluation and the somatotype that are primarily aimed at long-grained nonglutinous rice and two inter-subspecies hybrid colonies of japonica rice of this chip design; Therefore the applicant is according to the distribution situation of SNP in indica and japonica subspecies; Karyomit(e) is divided into interval of 100kb; Each interval preferential SNP that selects basic fixed between two indica and japonica subspecies, if not enough two, the SNP of other types then selected.Because the Infinium technology, the SNP that A/T, G/C change need use two probe in detecting (Infinium I), and the SNP of other types only needs a probe (Infinium II).In order on chip, to place SNP as much as possible, the applicant has defined a cover marking system.The result who rule of thumb attempts, definition: total points S=MAF*100+ (SNP that non-A/T, G/C change) * 3.5 (wherein MAF is Minor allele frequency, minimum gene frequency).Remove total points S less than 33 SNP, obtain 5,556 SNP sites at last altogether.
2, the acquisition of second type of probe on the RICE6K SNP chip
To the end of the year in 2010; Successfully cloned more than 600 gene in the paddy rice; Wherein number of genes is controlled Main Agronomic Characters such as output, quality, antibiont and abiotic stress, nutritional utilization efficient etc.; These genes have very big breeding potentiality (Jiang etc., Rice functional genomics research:Progress and implications for crop genetic improvement.Biotechnol Adv.2011).The applicant hopes and can disposable the partial function gene be identified, so designed gene function property SNP/INDEL probe.Concrete steps are following:
At first, the inquiry lot of documents obtains the different allelic forms of functional gene from public database (http://www.ncbi.nlm.nih.gov), particularly between rice varieties, can reflect the sequence difference of gene function.If the functional aberrancy not between the isoallele is the difference (SNP) of single base and one-sided 50 bases are arranged is identical, the conserved sequence of so directly using these 50 bases is as the candidate probe site; If functional site is a difference of inserting or lack (INDEL); Then use two kinds of method designing probes; A kind of is to convert INDEL into SNP to detect; Promptly according to the one-sided conserved sequence designing probe of INDEL, first base of insertion sequence and the next base difference of deletion sequence are as SNP to be measured (codominant marker), and another kind of method is that probe directly designs on the INDEL sequence; The allelotrope that make to insert can be hybridized and detected signal, and the allelotrope of disappearance is not hybridized and had only extremely low detection signal (dominant marker) (Fig. 1 and Fig. 2).Design 80 SNP/INDEL candidate probe sites in this way altogether, can detect 40 paddy rice functional genes.
More than totally 5,636 in the candidate probe sequence site that obtains of two kinds of methods, require designing probe to make chip according to Illumina Infinium iSelectHD.Effective SNP/INDEL site that first chip manufacturing obtains the coincidence detection requirement is 5,102, and the distribution of these sites on full genome is as shown in Figure 3.
The application of embodiment 2:RICE6K paddy rice SNP chip in detecting the paddy DNA sample
1. oryza sativa genomic dna extracts: organize the extracting genomic dna according to the detection needs from rice paddy seed, blade etc.Wherein paddy rice young leaflet tablet DNA extracting adopts Promega Plant Genome extraction agent box according to normal process extracting (Wizard Magnetic 96 DNA Plant System Kit, article No. FF3760 or FF3761, U.S. Promega company).
2.DNA sample quality detects: using massfraction is the agarose gel electrophoresis detection of 1% (W/W); With gel imaging system (Gel Doc XR System; U.S. Bio-Rad company) judges electrophoresis result, guarantee the genomic dna good in integrity, and this genomic DNA fragment length is greater than 10kb; With ultraviolet spectrophotometer (NanoDrop2000; U.S. Thermo Scientific company) measures protein and organic substance pollution level in the genomic dna; Genomic dna A260/280 ratio should be between 1.8-2.0, and A260/230 ratio should be between 1.8-2.2.With the DNA concentration dilution to working concentration 50ng/ul.
3. gene chip detects: according to Illumina Infinium gene chip examination criteria flow operations (Infinium HD Assay Ultra Protocol Guide, http://www.illumina.com/).Chip scanning uses Illumina HiScan chip scanner (HiScan, American I llumina company).
4. data analysis: Illumina HiScan scanning result is with GenomeStudio software (http://www.illumina.com/) analyzing gene type
The application of embodiment 3:RICE6K paddy rice SNP chip in the fingerprinting of rice germplasm resource molecule marker
Utilize RICE6K SNP chip, the applicant carries out the molecule marker fingerprinting to 106 parts of micro core rice germplasm resources.These 106 parts of rice varieties genomic dnas of RICE6K chip detection; 5; In 102 effective detection site; Having 636 sites in greater than 3 kinds, to detect genotype is the heterozygosis site, and the applicant thinks that the detectivity in these sites is relatively poor, remains the gene type that 4466 high quality sites are used for 106 kinds.According to the gene type result these 106 parts of rice varieties are carried out cluster analysis, the result finds that it is one type that whole 18 portions of japonica rice gather, and other 88 portions of long-grained nonglutinous rices gather for another kind of.The applicant analyzed this batch RICE6K SNP chip can detected any two kinds between polymorphum SNP number of sites.The result shows that between japonica rice and the japonica rice, between long-grained nonglutinous rice and the long-grained nonglutinous rice, polymorphum SNP ratio on average is respectively 18.2%, 23.4% and 58.9% (Fig. 4) between long-grained nonglutinous rice and japonica rice two subspecies, and corresponding number of sites is 813,1046 and 2630.
This result shows, RICE6K SNP chip can be preferably applied in to detect between long-grained nonglutinous rice and japonica rice two subspecies hybridizes colony's gene type, also can be used between japonica rice and the japonica rice, hybridizes colony between long-grained nonglutinous rice and the long-grained nonglutinous rice, has flexibility widely.
The application of embodiment 4:RICE6K paddy rice SNP chip in detecting long-grained nonglutinous rice and japonica rice hybridization F2 colony genotype
The seed of gathering in the crops on japonica rice Barilla (Balilla) and long-grained nonglutinous rice Nanjing 11 (Nanjing 11) (seeing genetic resources table 2) the hybridization F1 plant is in indoor germination; The young leaflet tablet extracting genomic dna of getting the week of germinateing carries out gene chip experiment; Be contrast (parent once repeats, twice repetition of hybrid) with parent's Barilla, Nanjing 11 and hybrid F1 simultaneously.Through analyzing; Variant between parent's Barilla and the Nanjing 11; And in parents, be judged as homozygous genotype, have 3 in the site that hybrid F1 repeats all to be judged as the heterozygous genes type for twice; 775, to occupy and imitate 74.0% (3775/5102) of number of sites, gene type (Fig. 5) is carried out to 67 individual plants of F2 colony in these sites of usefulness.
Two parent's Barillas and Nanjing 11 have obvious phenotypes difference.Barilla is typical japonica rice variety, semi-short-stalked, compact, little, the seed oval of tassel of plant, and Nanjing 11 is typical rice varieties, high bar, plant are hung down loosely, tassel big, the seed ellipse.Utilize RICE6K SNP chip detection, two parent's correlation function gene genotype results conform to by (table 1) with phenotype, and in F2 colony, separation are arranged.For example: paddy rice Sd-1 gene (MSU:LOC_Os01g66100) SNP probe Os01g66100.1 detects 71 individual plants (2 parents+2 hybrid F1+67 hybrid F2) has 26 to be Barilla homozygous genotype (AA); 21 is Nanjing 11 homozygous genotypes (BB), and all the other 24 is that (Fig. 2 a) for heterozygous genes type (AB); INDEL probe I D01g00SD1.1 detected result has 50 individual plants for inserting genotype (Barilla homozygous genotype and heterozygous genes type), and all the other 21 is missing gene type (Nanjing 11 homozygous genotypes) (Fig. 2 b), and both results are consistent.
This result shows that RICE6K SNP chip has good gene type ability to the hybridization colony of long-grained nonglutinous rice and two subspecies of japonica rice, and important functional gene type is had good detectivity.
Table 1. Barilla and Nanjing 11 partial function gene test results
Figure BDA0000140770880000141
Figure BDA0000140770880000151
The application of embodiment 5:RICE6K paddy rice SNP chip in the genetic background that detects rice breed
For the effect of checking R ICE6K paddy rice SNP chip in breeding, the applicant has carried out the genetic background analysis to the back cross breeding intermediate materials.Two excellent genes of donor parents B (long-grained nonglutinous rice) import the defective of receptor parent A (japonica rice) with improvement A parent.Take turns to backcross obtaining BC4F1 through 4, carry out the target gene foreground selection with traditional molecule marker (SSR) in the backcross process, in backcross process, do not lose to guarantee excellent gene.With RICE6K SNP chip detection 29 parts of the BC4F1 materials that obtain through phenotypic screen and SSR molecular marker assisted selection, two representative family genotype results are as shown in Figure 6.Family shown in Fig. 6 a is except the target gene section, and other background genotypes are all consistent with receptor parent, and the family shown in Fig. 6 b has three sections to have the donor parents fragment at the 4th, 8 and 9 karyomit(e)s except that the target gene section.In order to keep A parent's good characteristic as far as possible, preferentially select the family shown in Fig. 6 a to carry out follow-up breeding work.
This result shows, RICE6K paddy rice SNP chip can the successful analysis long-grained nonglutinous rice and the genetic background of two subspecies back cross breedings of japonica rice colony, and guides breeding.Not only waste time and energy with traditional SSR equimolecular labeled analysis genetic background, and because limited amount can not cover whole genome.RICE6K paddy rice SNP chip can carry out full genome genetic background accurately, fast and efficiently and select; Preferentially be used for two inter-subspecies hybrid colonies of long-grained nonglutinous rice and japonica rice; Even be used for the hybridization colony in the subspecies, its mark density is also far above traditional SSR equimolecular mark.
The application of embodiment 6:RICE6K paddy rice SNP chip in detecting the rice paddy seed verity
It is same breed (State Standard of the People's Republic of China GB/T20396-2006) that China's series of three-series hybrid rice seed authenticity detection at present only uses 24 SSR sites to judge whether.Two parts of hybrid rice seeds verities that the applicant has used RICE6K paddy rice SNP chip detection, the 1st part of testing sample and standard model (special excellent 009) (seeing genetic resources table 3) detect 4,968 sites altogether; Wherein only 1 loci gene type is inconsistent; Consistence is that 99.98%, the 2 part of seed to be measured and standard model (Yue You 9264) (seeing genetic resources table 4) detect 4,876 sites altogether; All locus gene is consistent, and consistence is 100%.The 1st duplicate samples is in full accord through 24 SSR marker detection genotype of GB regulation.
The applicant has also used RICE6K paddy rice SNP chip detection 2 parts of conventional rice, the 1st part of testing sample and standard model (beautiful sesame oil accounts for) (seeing genetic resources table 5) detect 4,794 sites altogether; Wherein only 2 loci gene types are inconsistent; Consistence is that 99.96%, the 2 part of testing sample and standard model (R1303) (seeing genetic resources table 5) detect 4,696 sites altogether; Wherein have 4 loci gene types inconsistent, consistence is 99.91%.
The applicant with RICE6K paddy rice SNP chip detection 5 parts of testing samples (seeing genetic resources table 6,7) that are called as 93-11, deriving with the standard model (seeing genetic resources table 2) of 1 part of 93-11 and 93-11 is that to select No. 6 standard models (seeing genetic resources table 7) be contrast to peace.The result finds that wherein 2 parts of testing samples and 93-11 standard model genotype consistence reach more than 99.9%, only have 1-4 loci gene type inconsistent in more than 4,900 site; And select No. 6 standard model genotype consistence with peace is 99.3%, and 70 the SNP sites of having an appointment are variant.So the applicant has compared 93-11 and peace is selected the difference between No. 6, the result finds that about 70 difference sites all concentrate on the 8th a chromosomal interval (Fig. 7) between them.
Can find out that from above detected result RICE6K paddy rice SNP chip is suitable for carrying out the verity detection of series of three-series hybrid rice and conventional rice, its result has more cogency than SSR molecule marker.Reflect also simultaneously that the same sample technology repetition of RICE6K paddy rice SNP chip detection can reach more than 99.9%.
Sequence table
Figure BDA0000140770880000171
Figure BDA0000140770880000181
Figure BDA0000140770880000191
Figure BDA0000140770880000201
Figure BDA0000140770880000211
Figure BDA0000140770880000221
Figure BDA0000140770880000231
Figure BDA0000140770880000241
Figure BDA0000140770880000251
Figure BDA0000140770880000271
Figure BDA0000140770880000281
Figure BDA0000140770880000291
Figure BDA0000140770880000301
Figure BDA0000140770880000321
Figure BDA0000140770880000341
Figure BDA0000140770880000351
Figure BDA0000140770880000361
Figure BDA0000140770880000381
Figure BDA0000140770880000401
Figure BDA0000140770880000421
Figure BDA0000140770880000441
Figure BDA0000140770880000451
Figure BDA0000140770880000481
Figure BDA0000140770880000491
Figure BDA0000140770880000511
Figure BDA0000140770880000521
Figure BDA0000140770880000531
Figure BDA0000140770880000541
Figure BDA0000140770880000551
Figure BDA0000140770880000561
Figure BDA0000140770880000571
Figure BDA0000140770880000581
Figure BDA0000140770880000591
Figure BDA0000140770880000601
Figure BDA0000140770880000611
Figure BDA0000140770880000621
Figure BDA0000140770880000631
Figure BDA0000140770880000641
Figure BDA0000140770880000651
Figure BDA0000140770880000661
Figure BDA0000140770880000671
Figure BDA0000140770880000681
Figure BDA0000140770880000691
Figure BDA0000140770880000701
Figure BDA0000140770880000711
Figure BDA0000140770880000721
Figure BDA0000140770880000731
Figure BDA0000140770880000741
Figure BDA0000140770880000751
Figure BDA0000140770880000761
Figure BDA0000140770880000781
Figure BDA0000140770880000791
Figure BDA0000140770880000811
Figure BDA0000140770880000831
Figure BDA0000140770880000851
Figure BDA0000140770880000861
Figure BDA0000140770880000871
Figure BDA0000140770880000881
Figure BDA0000140770880000891
Figure BDA0000140770880000901
Figure BDA0000140770880000911
Figure BDA0000140770880000921
Figure BDA0000140770880000931
Figure BDA0000140770880000941
Figure BDA0000140770880000961
Figure BDA0000140770880000971
Figure BDA0000140770880000981
Figure BDA0000140770880000991
Figure BDA0000140770880001001
Figure BDA0000140770880001011
Figure BDA0000140770880001031
Figure BDA0000140770880001051
Figure BDA0000140770880001061
Figure BDA0000140770880001071
Figure BDA0000140770880001081
Figure BDA0000140770880001101
Figure BDA0000140770880001111
Figure BDA0000140770880001121
Figure BDA0000140770880001141
Figure BDA0000140770880001151
Figure BDA0000140770880001161
Figure BDA0000140770880001171
Figure BDA0000140770880001191
Figure BDA0000140770880001201
Figure BDA0000140770880001211
Figure IDA00001636259300011
Figure IDA00001636259300021
Figure IDA00001636259300041
Figure IDA00001636259300051
Figure IDA00001636259300061
Figure IDA00001636259300071
Figure IDA00001636259300081
Figure IDA00001636259300091
Figure IDA00001636259300111
Figure IDA00001636259300121
Figure IDA00001636259300131
Figure IDA00001636259300151
Figure IDA00001636259300191
Figure IDA00001636259300201
Figure IDA00001636259300211
Figure IDA00001636259300221
Figure IDA00001636259300231
Figure IDA00001636259300241
Figure IDA00001636259300251
Figure IDA00001636259300271
Figure IDA00001636259300281
Figure IDA00001636259300291
Figure IDA00001636259300301
Figure IDA00001636259300331
Figure IDA00001636259300341
Figure IDA00001636259300351
Figure IDA00001636259300361
Figure IDA00001636259300371
Figure IDA00001636259300381
Figure IDA00001636259300391
Figure IDA00001636259300411
Figure IDA00001636259300421
Figure IDA00001636259300441
Figure IDA00001636259300451
Figure IDA00001636259300461
Figure IDA00001636259300481
Figure IDA00001636259300511
Figure IDA00001636259300521
Figure IDA00001636259300531
Figure IDA00001636259300541
Figure IDA00001636259300551
Figure IDA00001636259300561
Figure IDA00001636259300571
Figure IDA00001636259300591
Figure IDA00001636259300611
Figure IDA00001636259300631
Figure IDA00001636259300641
Figure IDA00001636259300651
Figure IDA00001636259300661
Figure IDA00001636259300671
Figure IDA00001636259300681
Figure IDA00001636259300691
Figure IDA00001636259300701
Figure IDA00001636259300711
Figure IDA00001636259300741
Figure IDA00001636259300751
Figure IDA00001636259300761
Figure IDA00001636259300781
Figure IDA00001636259300791
Figure IDA00001636259300801
Figure IDA00001636259300821
Figure IDA00001636259300841
Figure IDA00001636259300851
Figure IDA00001636259300861
Figure IDA00001636259300871
Figure IDA00001636259300881
Figure IDA00001636259300891
Figure IDA00001636259300901
Figure IDA00001636259300911
Figure IDA00001636259300951
Figure IDA00001636259300961
Figure IDA00001636259300971
Figure IDA00001636259301001
Figure IDA00001636259301011
Figure IDA00001636259301021
Figure IDA00001636259301031
Figure IDA00001636259301041
Figure IDA00001636259301051
Figure IDA00001636259301061
Figure IDA00001636259301071
Figure IDA00001636259301081
Figure IDA00001636259301091
Figure IDA00001636259301101
Figure IDA00001636259301111
Figure IDA00001636259301121
Figure IDA00001636259301131
Figure IDA00001636259301141
Figure IDA00001636259301151
Figure IDA00001636259301161
Figure IDA00001636259301171
Figure IDA00001636259301191
Figure IDA00001636259301201
Figure IDA00001636259301211
Figure IDA00001636259301221
Figure IDA00001636259301231
Figure IDA00001636259301241
Figure IDA00001636259301251
Figure IDA00001636259301261
Figure IDA00001636259301271
Figure IDA00001636259301281
Figure IDA00001636259301291
Figure IDA00001636259301301
Figure IDA00001636259301311
Figure IDA00001636259301321
Figure IDA00001636259301331
Figure IDA00001636259301341
Figure IDA00001636259301351
Figure IDA00001636259301361
Figure IDA00001636259301371
Figure IDA00001636259301381
Figure IDA00001636259301391
Figure IDA00001636259301401
Figure IDA00001636259301411
Figure IDA00001636259301421
Figure IDA00001636259301431
Figure IDA00001636259301441
Figure IDA00001636259301461
Figure IDA00001636259301471
Figure IDA00001636259301481
Figure IDA00001636259301491
Figure IDA00001636259301501
Figure IDA00001636259301511
Figure IDA00001636259301531
Figure IDA00001636259301551
Figure IDA00001636259301561
Figure IDA00001636259301571
Figure IDA00001636259301581
Figure IDA00001636259301591
Figure IDA00001636259301601
Figure IDA00001636259301611
Figure IDA00001636259301631
Figure IDA00001636259301641
Figure IDA00001636259301661
Figure IDA00001636259301671
Figure IDA00001636259301681
Figure IDA00001636259301691
Figure IDA00001636259301701
Figure IDA00001636259301711
Figure IDA00001636259301721
Figure IDA00001636259301731
Figure IDA00001636259301761
Figure IDA00001636259301781
Figure IDA00001636259301791
Figure IDA00001636259301801
Figure IDA00001636259301811
Figure IDA00001636259301831
Figure IDA00001636259301841
Figure IDA00001636259301851
Figure IDA00001636259301861
Figure IDA00001636259301871
Figure IDA00001636259301881
Figure IDA00001636259301891
Figure IDA00001636259301911
Figure IDA00001636259301921
Figure IDA00001636259301931
Figure IDA00001636259301941
Figure IDA00001636259301961
Figure IDA00001636259301971
Figure IDA00001636259302001
Figure IDA00001636259302011
Figure IDA00001636259302021
Figure IDA00001636259302061
Figure IDA00001636259302081
Figure IDA00001636259302091
Figure IDA00001636259302101
Figure IDA00001636259302111
Figure IDA00001636259302121
Figure IDA00001636259302141
Figure IDA00001636259302151
Figure IDA00001636259302171
Figure IDA00001636259302191
Figure IDA00001636259302201
Figure IDA00001636259302211
Figure IDA00001636259302221
Figure IDA00001636259302231
Figure IDA00001636259302241
Figure IDA00001636259302261
Figure IDA00001636259302271
Figure IDA00001636259302281
Figure IDA00001636259302291
Figure IDA00001636259302301
Figure IDA00001636259302311
Figure IDA00001636259302321
Figure IDA00001636259302331
Figure IDA00001636259302351
Figure IDA00001636259302361
Figure IDA00001636259302371
Figure IDA00001636259302381
Figure IDA00001636259302391
Figure IDA00001636259302401
Figure IDA00001636259302411
Figure IDA00001636259302421
Figure IDA00001636259302441
Figure IDA00001636259302451
Figure IDA00001636259302461
Figure IDA00001636259302471
Figure IDA00001636259302481
Figure IDA00001636259302491
Figure IDA00001636259302501
Figure IDA00001636259302521
Figure IDA00001636259302531
Figure IDA00001636259302551
Figure IDA00001636259302561
Figure IDA00001636259302571
Figure IDA00001636259302581
Figure IDA00001636259302591
Figure IDA00001636259302601
Figure IDA00001636259302621
Figure IDA00001636259302641
Figure IDA00001636259302651
Figure IDA00001636259302661
Figure IDA00001636259302671
Figure IDA00001636259302681
Figure IDA00001636259302701
Figure IDA00001636259302711
Figure IDA00001636259302721
Figure IDA00001636259302741
Figure IDA00001636259302771
Figure IDA00001636259302781
Figure IDA00001636259302791
Figure IDA00001636259302801
Figure IDA00001636259302821
Figure IDA00001636259302841
Figure IDA00001636259302851
Figure IDA00001636259302861
Figure IDA00001636259302871
Figure IDA00001636259302881
Figure IDA00001636259302891
Figure IDA00001636259302901
Figure IDA00001636259302911
Figure IDA00001636259302931
Figure IDA00001636259302941
Figure IDA00001636259302951
Figure IDA00001636259302961
Figure IDA00001636259302971
Figure IDA00001636259302981
Figure IDA00001636259302991
Figure IDA00001636259303001
Figure IDA00001636259303011
Figure IDA00001636259303021
Figure IDA00001636259303031
Figure IDA00001636259303041
Figure IDA00001636259303051
Figure IDA00001636259303061
Figure IDA00001636259303071
Figure IDA00001636259303081
Figure IDA00001636259303091
Figure IDA00001636259303101
Figure IDA00001636259303111
Figure IDA00001636259303121
Figure IDA00001636259303141
Figure IDA00001636259303151
Figure IDA00001636259303161
Figure IDA00001636259303181
Figure IDA00001636259303191
Figure IDA00001636259303201
Figure IDA00001636259303211
Figure IDA00001636259303221
Figure IDA00001636259303231
Figure IDA00001636259303241
Figure IDA00001636259303251
Figure IDA00001636259303261
Figure IDA00001636259303271
Figure IDA00001636259303281
Figure IDA00001636259303291
Figure IDA00001636259303301
Figure IDA00001636259303311
Figure IDA00001636259303331
Figure IDA00001636259303341
Figure IDA00001636259303361
Figure IDA00001636259303371
Figure IDA00001636259303391
Figure IDA00001636259303401
Figure IDA00001636259303411
Figure IDA00001636259303421
Figure IDA00001636259303431
Figure IDA00001636259303441
Figure IDA00001636259303451
Figure IDA00001636259303461
Figure IDA00001636259303491
Figure IDA00001636259303521
Figure IDA00001636259303531
Figure IDA00001636259303541
Figure IDA00001636259303551
Figure IDA00001636259303571
Figure IDA00001636259303581
Figure IDA00001636259303591
Figure IDA00001636259303601
Figure IDA00001636259303611
Figure IDA00001636259303631
Figure IDA00001636259303641
Figure IDA00001636259303651
Figure IDA00001636259303671
Figure IDA00001636259303681
Figure IDA00001636259303691
Figure IDA00001636259303701
Figure IDA00001636259303711
Figure IDA00001636259303741
Figure IDA00001636259303751
Figure IDA00001636259303771
Figure IDA00001636259303781
Figure IDA00001636259303791
Figure IDA00001636259303801
Figure IDA00001636259303811
Figure IDA00001636259303821
Figure IDA00001636259303851
Figure IDA00001636259303861
Figure IDA00001636259303871
Figure IDA00001636259303881
Figure IDA00001636259303891
Figure IDA00001636259303901
Figure IDA00001636259303911
Figure IDA00001636259303921
Figure IDA00001636259303931
Figure IDA00001636259303941
Figure IDA00001636259303971
Figure IDA00001636259303981
Figure IDA00001636259303991
Figure IDA00001636259304001
Figure IDA00001636259304011
Figure IDA00001636259304031
Figure IDA00001636259304041
Figure IDA00001636259304051
Figure IDA00001636259304061
Figure IDA00001636259304071
Figure IDA00001636259304081
Figure IDA00001636259304091
Figure IDA00001636259304101
Figure IDA00001636259304111
Figure IDA00001636259304131
Figure IDA00001636259304141
Figure IDA00001636259304151
Figure IDA00001636259304161
Figure IDA00001636259304171
Figure IDA00001636259304201
Figure IDA00001636259304211
Figure IDA00001636259304231
Figure IDA00001636259304241
Figure IDA00001636259304251
Figure IDA00001636259304271
Figure IDA00001636259304281
Figure IDA00001636259304291
Figure IDA00001636259304301
Figure IDA00001636259304311
Figure IDA00001636259304321
Figure IDA00001636259304341
Figure IDA00001636259304351
Figure IDA00001636259304361
Figure IDA00001636259304371
Figure IDA00001636259304381
Figure IDA00001636259304391
Figure IDA00001636259304401
Figure IDA00001636259304411
Figure IDA00001636259304421
Figure IDA00001636259304431
Figure IDA00001636259304441
Figure IDA00001636259304461
Figure IDA00001636259304471
Figure IDA00001636259304481
Figure IDA00001636259304491
Figure IDA00001636259304501
Figure IDA00001636259304511
Figure IDA00001636259304521
Figure IDA00001636259304531
Figure IDA00001636259304541
Figure IDA00001636259304561
Figure IDA00001636259304571
Figure IDA00001636259304581
Figure IDA00001636259304591
Figure IDA00001636259304611
Figure IDA00001636259304631
Figure IDA00001636259304651
Figure IDA00001636259304681
Figure IDA00001636259304691
Figure IDA00001636259304701
Figure IDA00001636259304711
Figure IDA00001636259304721
Figure IDA00001636259304731
Figure IDA00001636259304741
Figure IDA00001636259304751
Figure IDA00001636259304761
Figure IDA00001636259304771
Figure IDA00001636259304781
Figure IDA00001636259304791
Figure IDA00001636259304801
Figure IDA00001636259304811
Figure IDA00001636259304821
Figure IDA00001636259304831
Figure IDA00001636259304841
Figure IDA00001636259304861
Figure IDA00001636259304871
Figure IDA00001636259304881
Figure IDA00001636259304891
Figure IDA00001636259304901
Figure IDA00001636259304911
Figure IDA00001636259304921
Figure IDA00001636259304931
Figure IDA00001636259304941
Figure IDA00001636259304951
Figure IDA00001636259304971
Figure IDA00001636259304981
Figure IDA00001636259304991
Figure IDA00001636259305001
Figure IDA00001636259305011
Figure IDA00001636259305021
Figure IDA00001636259305031
Figure IDA00001636259305041
Figure IDA00001636259305051
Figure IDA00001636259305061
Figure IDA00001636259305081
Figure IDA00001636259305091
Figure IDA00001636259305101
Figure IDA00001636259305111
Figure IDA00001636259305121
Figure IDA00001636259305131
Figure IDA00001636259305141
Figure IDA00001636259305151
Figure IDA00001636259305161
Figure IDA00001636259305171
Figure IDA00001636259305181
Figure IDA00001636259305191
Figure IDA00001636259305201
Figure IDA00001636259305211
Figure IDA00001636259305221
Figure IDA00001636259305231
Figure IDA00001636259305241
Figure IDA00001636259305261
Figure IDA00001636259305271
Figure IDA00001636259305281
Figure IDA00001636259305291
Figure IDA00001636259305301
Figure IDA00001636259305311
Figure IDA00001636259305331
Figure IDA00001636259305341
Figure IDA00001636259305351
Figure IDA00001636259305361
Figure IDA00001636259305371
Figure IDA00001636259305381
Figure IDA00001636259305391
Figure IDA00001636259305401
Figure IDA00001636259305411
Figure IDA00001636259305421
Figure IDA00001636259305431
Figure IDA00001636259305451
Figure IDA00001636259305461
Figure IDA00001636259305471
Figure IDA00001636259305481
Figure IDA00001636259305491
Figure IDA00001636259305501
Figure IDA00001636259305521
Figure IDA00001636259305531
Figure IDA00001636259305541
Figure IDA00001636259305551
Figure IDA00001636259305561
Figure IDA00001636259305571
Figure IDA00001636259305581
Figure IDA00001636259305601
Figure IDA00001636259305611
Figure IDA00001636259305631
Figure IDA00001636259305641
Figure IDA00001636259305651
Figure IDA00001636259305661
Figure IDA00001636259305671
Figure IDA00001636259305681
Figure IDA00001636259305691
Figure IDA00001636259305701
Figure IDA00001636259305711
Figure IDA00001636259305721
Figure IDA00001636259305731
Figure IDA00001636259305741
Figure IDA00001636259305751
Figure IDA00001636259305761
Figure IDA00001636259305771
Figure IDA00001636259305781
Figure IDA00001636259305791
Figure IDA00001636259305801
Figure IDA00001636259305811
Figure IDA00001636259305821
Figure IDA00001636259305831
Figure IDA00001636259305841
Figure IDA00001636259305851
Figure IDA00001636259305861
Figure IDA00001636259305881
Figure IDA00001636259305891
Figure IDA00001636259305901
Figure IDA00001636259305911
Figure IDA00001636259305921
Figure IDA00001636259305931
Figure IDA00001636259305941
Figure IDA00001636259305951
Figure IDA00001636259305961
Figure IDA00001636259305971
Figure IDA00001636259305981
Figure IDA00001636259305991
Figure IDA00001636259306001
Figure IDA00001636259306031
Figure IDA00001636259306041
Figure IDA00001636259306051
Figure IDA00001636259306061
Figure IDA00001636259306071
Figure IDA00001636259306081
Figure IDA00001636259306091
Figure IDA00001636259306111
Figure IDA00001636259306121
Figure IDA00001636259306131
Figure IDA00001636259306141
Figure IDA00001636259306151
Figure IDA00001636259306161
Figure IDA00001636259306181
Figure IDA00001636259306191
Figure IDA00001636259306201
Figure IDA00001636259306221
Figure IDA00001636259306231
Figure IDA00001636259306241
Figure IDA00001636259306251
Figure IDA00001636259306261
Figure IDA00001636259306271
Figure IDA00001636259306281
Figure IDA00001636259306291
Figure IDA00001636259306301
Figure IDA00001636259306311
Figure IDA00001636259306321
Figure IDA00001636259306331
Figure IDA00001636259306341
Figure IDA00001636259306351
Figure IDA00001636259306361
Figure IDA00001636259306371
Figure IDA00001636259306381
Figure IDA00001636259306391
Figure IDA00001636259306401
Figure IDA00001636259306411
Figure IDA00001636259306421
Figure IDA00001636259306441
Figure IDA00001636259306451
Figure IDA00001636259306461
Figure IDA00001636259306481
Figure IDA00001636259306491
Figure IDA00001636259306501
Figure IDA00001636259306511
Figure IDA00001636259306521
Figure IDA00001636259306531
Figure IDA00001636259306541
Figure IDA00001636259306551
Figure IDA00001636259306561
Figure IDA00001636259306571
Figure IDA00001636259306581
Figure IDA00001636259306591
Figure IDA00001636259306601
Figure IDA00001636259306621
Figure IDA00001636259306631
Figure IDA00001636259306641
Figure IDA00001636259306651
Figure IDA00001636259306661
Figure IDA00001636259306671
Figure IDA00001636259306681
Figure IDA00001636259306701
Figure IDA00001636259306711
Figure IDA00001636259306721
Figure IDA00001636259306731
Figure IDA00001636259306741
Figure IDA00001636259306751
Figure IDA00001636259306761
Figure IDA00001636259306771
Figure IDA00001636259306781
Figure IDA00001636259306811
Figure IDA00001636259306821
Figure IDA00001636259306831
Figure IDA00001636259306841
Figure IDA00001636259306851
Figure IDA00001636259306861
Figure IDA00001636259306871
Figure IDA00001636259306881
Figure IDA00001636259306891
Figure IDA00001636259306911
Figure IDA00001636259306921
Figure IDA00001636259306931
Figure IDA00001636259306941
Figure IDA00001636259306951
Figure IDA00001636259306981
Figure IDA00001636259306991
Figure IDA00001636259307011
Figure IDA00001636259307021
Figure IDA00001636259307041
Figure IDA00001636259307051
Figure IDA00001636259307061
Figure IDA00001636259307071
Figure IDA00001636259307081
Figure IDA00001636259307091
Figure IDA00001636259307101
Figure IDA00001636259307111
Figure IDA00001636259307121
Figure IDA00001636259307131
Figure IDA00001636259307141
Figure IDA00001636259307161
Figure IDA00001636259307171
Figure IDA00001636259307181
Figure IDA00001636259307191
Figure IDA00001636259307201
Figure IDA00001636259307211
Figure IDA00001636259307221
Figure IDA00001636259307231
Figure IDA00001636259307241
Figure IDA00001636259307251
Figure IDA00001636259307261
Figure IDA00001636259307271
Figure IDA00001636259307281
Figure IDA00001636259307291
Figure IDA00001636259307321
Figure IDA00001636259307331
Figure IDA00001636259307341
Figure IDA00001636259307351
Figure IDA00001636259307361
Figure IDA00001636259307371
Figure IDA00001636259307381
Figure IDA00001636259307391
Figure IDA00001636259307401
Figure IDA00001636259307411
Figure IDA00001636259307431
Figure IDA00001636259307461
Figure IDA00001636259307471
Figure IDA00001636259307481
Figure IDA00001636259307491
Figure IDA00001636259307501
Figure IDA00001636259307511
Figure IDA00001636259307521
Figure IDA00001636259307531
Figure IDA00001636259307551
Figure IDA00001636259307561
Figure IDA00001636259307571
Figure IDA00001636259307581
Figure IDA00001636259307601
Figure IDA00001636259307611
Figure IDA00001636259307621
Figure IDA00001636259307631
Figure IDA00001636259307651
Figure IDA00001636259307661
Figure IDA00001636259307671
Figure IDA00001636259307681
Figure IDA00001636259307691
Figure IDA00001636259307701
Figure IDA00001636259307711
Figure IDA00001636259307721
Figure IDA00001636259307741
Figure IDA00001636259307751
Figure IDA00001636259307761
Figure IDA00001636259307771
Figure IDA00001636259307781
Figure IDA00001636259307791
Figure IDA00001636259307801
Figure IDA00001636259307811
Figure IDA00001636259307831
Figure IDA00001636259307841
Figure IDA00001636259307851
Figure IDA00001636259307861
Figure IDA00001636259307871
Figure IDA00001636259307891
Figure IDA00001636259307901
Figure IDA00001636259307921
Figure IDA00001636259307931
Figure IDA00001636259307941
Figure IDA00001636259307951
Figure IDA00001636259307961
Figure IDA00001636259307971
Figure IDA00001636259307981
Figure IDA00001636259307991
Figure IDA00001636259308001
Figure IDA00001636259308011
Figure IDA00001636259308021
Figure IDA00001636259308041
Figure IDA00001636259308061
Figure IDA00001636259308071
Figure IDA00001636259308081
Figure IDA00001636259308091
Figure IDA00001636259308101
Figure IDA00001636259308111
Figure IDA00001636259308121
Figure IDA00001636259308131
Figure IDA00001636259308141
Figure IDA00001636259308151
Figure IDA00001636259308161
Figure IDA00001636259308171
Figure IDA00001636259308181
Figure IDA00001636259308191
Figure IDA00001636259308201
Figure IDA00001636259308221
Figure IDA00001636259308231
Figure IDA00001636259308241
Figure IDA00001636259308251
Figure IDA00001636259308261
Figure IDA00001636259308271
Figure IDA00001636259308281
Figure IDA00001636259308291
Figure IDA00001636259308301
Figure IDA00001636259308311
Figure IDA00001636259308321
Figure IDA00001636259308331
Figure IDA00001636259308341
Figure IDA00001636259308351
Figure IDA00001636259308361
Figure IDA00001636259308371
Figure IDA00001636259308381
Figure IDA00001636259308401
Figure IDA00001636259308411
Figure IDA00001636259308421
Figure IDA00001636259308431
Figure IDA00001636259308441
Figure IDA00001636259308451
Figure IDA00001636259308461
Figure IDA00001636259308471
Figure IDA00001636259308481
Figure IDA00001636259308491
Figure IDA00001636259308501
Figure IDA00001636259308511
Figure IDA00001636259308521
Figure IDA00001636259308531
Figure IDA00001636259308541
Figure IDA00001636259308551
Figure IDA00001636259308561
Figure IDA00001636259308571
Figure IDA00001636259308581
Figure IDA00001636259308591
Figure IDA00001636259308601
Figure IDA00001636259308611
Figure IDA00001636259308621
Figure IDA00001636259308631
Figure IDA00001636259308651
Figure IDA00001636259308661
Figure IDA00001636259308671
Figure IDA00001636259308681
Figure IDA00001636259308691
Figure IDA00001636259308701
Figure IDA00001636259308711
Figure IDA00001636259308721
Figure IDA00001636259308761
Figure IDA00001636259308771
Figure IDA00001636259308781
Figure IDA00001636259308791
Figure IDA00001636259308801
Figure IDA00001636259308811
Figure IDA00001636259308821
Figure IDA00001636259308831
Figure IDA00001636259308841
Figure IDA00001636259308861
Figure IDA00001636259308871
Figure IDA00001636259308881
Figure IDA00001636259308891
Figure IDA00001636259308901
Figure IDA00001636259308911
Figure IDA00001636259308921
Figure IDA00001636259308931
Figure IDA00001636259308941
Figure IDA00001636259308951
Figure IDA00001636259308961
Figure IDA00001636259308971
Figure IDA00001636259308981
Figure IDA00001636259308991
Figure IDA00001636259309001
Figure IDA00001636259309011
Figure IDA00001636259309021
Figure IDA00001636259309041
Figure IDA00001636259309051
Figure IDA00001636259309061
Figure IDA00001636259309071
Figure IDA00001636259309081
Figure IDA00001636259309091
Figure IDA00001636259309111
Figure IDA00001636259309121
Figure IDA00001636259309131
Figure IDA00001636259309141
Figure IDA00001636259309151
Figure IDA00001636259309161
Figure IDA00001636259309171
Figure IDA00001636259309181
Figure IDA00001636259309191
Figure IDA00001636259309211
Figure IDA00001636259309241
Figure IDA00001636259309251
Figure IDA00001636259309261
Figure IDA00001636259309271
Figure IDA00001636259309281
Figure IDA00001636259309291
Figure IDA00001636259309301
Figure IDA00001636259309311
Figure IDA00001636259309321
Figure IDA00001636259309331
Figure IDA00001636259309341
Figure IDA00001636259309351
Figure IDA00001636259309371
Figure IDA00001636259309381
Figure IDA00001636259309391
Figure IDA00001636259309401
Figure IDA00001636259309411
Figure IDA00001636259309431
Figure IDA00001636259309441
Figure IDA00001636259309451
Figure IDA00001636259309471
Figure IDA00001636259309481
Figure IDA00001636259309491
Figure IDA00001636259309501
Figure IDA00001636259309521
Figure IDA00001636259309531
Figure IDA00001636259309541
Figure IDA00001636259309551
Figure IDA00001636259309561
Figure IDA00001636259309571
Figure IDA00001636259309581
Figure IDA00001636259309591
Figure IDA00001636259309601
Figure IDA00001636259309611
Figure IDA00001636259309621
Figure IDA00001636259309631
Figure IDA00001636259309651
Figure IDA00001636259309661
Figure IDA00001636259309681
Figure IDA00001636259309691
Figure IDA00001636259309701
Figure IDA00001636259309711
Figure IDA00001636259309721
Figure IDA00001636259309731
Figure IDA00001636259309741
Figure IDA00001636259309751
Figure IDA00001636259309761
Figure IDA00001636259309781
Figure IDA00001636259309791
Figure IDA00001636259309801
Figure IDA00001636259309811
Figure IDA00001636259309821
Figure IDA00001636259309831
Figure IDA00001636259309841
Figure IDA00001636259309851
Figure IDA00001636259309861
Figure IDA00001636259309871
Figure IDA00001636259309881
Figure IDA00001636259309891
Figure IDA00001636259309901
Figure IDA00001636259309911
Figure IDA00001636259309931
Figure IDA00001636259309941
Figure IDA00001636259309951
Figure IDA00001636259309961
Figure IDA00001636259309971
Figure IDA00001636259309991
Figure IDA00001636259310001
Figure IDA00001636259310011
Figure IDA00001636259310041
Figure IDA00001636259310061
Figure IDA00001636259310071
Figure IDA00001636259310081
Figure IDA00001636259310091
Figure IDA00001636259310101
Figure IDA00001636259310111
Figure IDA00001636259310121
Figure IDA00001636259310131
Figure IDA00001636259310141
Figure IDA00001636259310161
Figure IDA00001636259310181
Figure IDA00001636259310191
Figure IDA00001636259310201
Figure IDA00001636259310211
Figure IDA00001636259310221
Figure IDA00001636259310231
Figure IDA00001636259310241
Figure IDA00001636259310251
Figure IDA00001636259310261
Figure IDA00001636259310271
Figure IDA00001636259310281
Figure IDA00001636259310291
Figure IDA00001636259310331
Figure IDA00001636259310341
Figure IDA00001636259310351
Figure IDA00001636259310361
Figure IDA00001636259310371
Figure IDA00001636259310391
Figure IDA00001636259310401
Figure IDA00001636259310411
Figure IDA00001636259310421
Figure IDA00001636259310431
Figure IDA00001636259310441
Figure IDA00001636259310451
Figure IDA00001636259310461
Figure IDA00001636259310481
Figure IDA00001636259310491
Figure IDA00001636259310501
Figure IDA00001636259310511
Figure IDA00001636259310521
Figure IDA00001636259310541
Figure IDA00001636259310551
Figure IDA00001636259310561
Figure IDA00001636259310571
Figure IDA00001636259310581
Figure IDA00001636259310591
Figure IDA00001636259310601
Figure IDA00001636259310621
Figure IDA00001636259310631
Figure IDA00001636259310641
Figure IDA00001636259310651
Figure IDA00001636259310671
Figure IDA00001636259310691
Figure IDA00001636259310701
Figure IDA00001636259310711
Figure IDA00001636259310721
Figure IDA00001636259310731
Figure IDA00001636259310741
Figure IDA00001636259310751
Figure IDA00001636259310771
Figure IDA00001636259310791
Figure IDA00001636259310801
Figure IDA00001636259310811
Figure IDA00001636259310821
Figure IDA00001636259310831
Figure IDA00001636259310841
Figure IDA00001636259310851
Figure IDA00001636259310861
Figure IDA00001636259310871
Figure IDA00001636259310891
Figure IDA00001636259310901
Figure IDA00001636259310941
Figure IDA00001636259310951
Figure IDA00001636259310961
Figure IDA00001636259310971
Figure IDA00001636259310981
Figure IDA00001636259310991
Figure IDA00001636259311011
Figure IDA00001636259311021
Figure IDA00001636259311031
Figure IDA00001636259311041
Figure IDA00001636259311051
Figure IDA00001636259311061
Figure IDA00001636259311071
Figure IDA00001636259311081
Figure IDA00001636259311091
Figure IDA00001636259311111
Figure IDA00001636259311121
Figure IDA00001636259311141
Figure IDA00001636259311161
Figure IDA00001636259311181
Figure IDA00001636259311191
Figure IDA00001636259311201
Figure IDA00001636259311221
Figure IDA00001636259311231
Figure IDA00001636259311241
Figure IDA00001636259311251
Figure IDA00001636259311261
Figure IDA00001636259311271
Figure IDA00001636259311291
Figure IDA00001636259311301
Figure IDA00001636259311311
Figure IDA00001636259311321
Figure IDA00001636259311331
Figure IDA00001636259311351
Figure IDA00001636259311361
Figure IDA00001636259311371
Figure IDA00001636259311381
Figure IDA00001636259311391
Figure IDA00001636259311401
Figure IDA00001636259311411
Figure IDA00001636259311421
Figure IDA00001636259311431
Figure IDA00001636259311451
Figure IDA00001636259311461
Figure IDA00001636259311471
Figure IDA00001636259311481
Figure IDA00001636259311491
Figure IDA00001636259311501
Figure IDA00001636259311511
Figure IDA00001636259311521
Figure IDA00001636259311531
Figure IDA00001636259311541
Figure IDA00001636259311551
Figure IDA00001636259311561
Figure IDA00001636259311571
Figure IDA00001636259311581
Figure IDA00001636259311591
Figure IDA00001636259311601
Figure IDA00001636259311611
Figure IDA00001636259311621
Figure IDA00001636259311631
Figure IDA00001636259311641
Figure IDA00001636259311651
Figure IDA00001636259311681
Figure IDA00001636259311691
Figure IDA00001636259311701
Figure IDA00001636259311711
Figure IDA00001636259311721
Figure IDA00001636259311731
Figure IDA00001636259311741
Figure IDA00001636259311751
Figure IDA00001636259311761
Figure IDA00001636259311771
Figure IDA00001636259311791
Figure IDA00001636259311801
Figure IDA00001636259311811
Figure IDA00001636259311821
Figure IDA00001636259311831
Figure IDA00001636259311841
Figure IDA00001636259311851
Figure IDA00001636259311861
Figure IDA00001636259311881
Figure IDA00001636259311891
Figure IDA00001636259311901
Figure IDA00001636259311911
Figure IDA00001636259311921
Figure IDA00001636259311931
Figure IDA00001636259311941
Figure IDA00001636259311961
Figure IDA00001636259311981
Figure IDA00001636259311991
Figure IDA00001636259312001
Figure IDA00001636259312011
Figure IDA00001636259312021
Figure IDA00001636259312031
Figure IDA00001636259312041
Figure IDA00001636259312061
Figure IDA00001636259312071
Figure IDA00001636259312081
Figure IDA00001636259312091
Figure IDA00001636259312111
Figure IDA00001636259312121
Figure IDA00001636259312131
Figure IDA00001636259312141
Figure IDA00001636259312151
Figure IDA00001636259312161
Figure IDA00001636259312171
Figure IDA00001636259312181
Figure IDA00001636259312191
Figure IDA00001636259312221
Figure IDA00001636259312231
Figure IDA00001636259312241
Figure IDA00001636259312251
Figure IDA00001636259312261
Figure IDA00001636259312271
Figure IDA00001636259312281
Figure IDA00001636259312291
Figure IDA00001636259312301
Figure IDA00001636259312311
Figure IDA00001636259312321
Figure IDA00001636259312331
Figure IDA00001636259312341
Figure IDA00001636259312351
Figure IDA00001636259312361
Figure IDA00001636259312371
Figure IDA00001636259312381
Figure IDA00001636259312401
Figure IDA00001636259312411
Figure IDA00001636259312421
Figure IDA00001636259312431
Figure IDA00001636259312441
Figure IDA00001636259312451
Figure IDA00001636259312461
Figure IDA00001636259312481
Figure IDA00001636259312501
Figure IDA00001636259312511
Figure IDA00001636259312521
Figure IDA00001636259312531
Figure IDA00001636259312541
Figure IDA00001636259312551
Figure IDA00001636259312561
Figure IDA00001636259312581
Figure IDA00001636259312601
Figure IDA00001636259312611
Figure IDA00001636259312621
Figure IDA00001636259312631
Figure IDA00001636259312641
Figure IDA00001636259312651
Figure IDA00001636259312671
Figure IDA00001636259312691
Figure IDA00001636259312701
Figure IDA00001636259312711
Figure IDA00001636259312721
Figure IDA00001636259312731
Figure IDA00001636259312741
Figure IDA00001636259312751
Figure IDA00001636259312771
Figure IDA00001636259312801
Figure IDA00001636259312811
Figure IDA00001636259312821
Figure IDA00001636259312841
Figure IDA00001636259312851
Figure IDA00001636259312861
Figure IDA00001636259312871
Figure IDA00001636259312881
Figure IDA00001636259312891
Figure IDA00001636259312901
Figure IDA00001636259312911
Figure IDA00001636259312921
Figure IDA00001636259312931
Figure IDA00001636259312941
Figure IDA00001636259312951
Figure IDA00001636259312961
Figure IDA00001636259312971
Figure IDA00001636259312991
Figure IDA00001636259313011
Figure IDA00001636259313021
Figure IDA00001636259313031
Figure IDA00001636259313051
Figure IDA00001636259313061
Figure IDA00001636259313071
Figure IDA00001636259313091
Figure IDA00001636259313101
Figure IDA00001636259313111
Figure IDA00001636259313131
Figure IDA00001636259313141
Figure IDA00001636259313151
Figure IDA00001636259313161
Figure IDA00001636259313171
Figure IDA00001636259313181
Figure IDA00001636259313201
Figure IDA00001636259313211
Figure IDA00001636259313221
Figure IDA00001636259313231
Figure IDA00001636259313241
Figure IDA00001636259313261
Figure IDA00001636259313281
Figure IDA00001636259313291
Figure IDA00001636259313301
Figure IDA00001636259313311
Figure IDA00001636259313321
Figure IDA00001636259313331
Figure IDA00001636259313351
Figure IDA00001636259313361
Figure IDA00001636259313371
Figure IDA00001636259313381
Figure IDA00001636259313391
Figure IDA00001636259313411
Figure IDA00001636259313421
Figure IDA00001636259313431
Figure IDA00001636259313441
Figure IDA00001636259313461
Figure IDA00001636259313471
Figure IDA00001636259313491
Figure IDA00001636259313511
Figure IDA00001636259313521
Figure IDA00001636259313531
Figure IDA00001636259313541
Figure IDA00001636259313551
Figure IDA00001636259313561
Figure IDA00001636259313571
Figure IDA00001636259313581
Figure IDA00001636259313591
Figure IDA00001636259313601
Figure IDA00001636259313611
Figure IDA00001636259313621
Figure IDA00001636259313631
Figure IDA00001636259313641
Figure IDA00001636259313651
Figure IDA00001636259313661
Figure IDA00001636259313671
Figure IDA00001636259313681
Figure IDA00001636259313691
Figure IDA00001636259313701
Figure IDA00001636259313711
Figure IDA00001636259313721
Figure IDA00001636259313731
Figure IDA00001636259313741
Figure IDA00001636259313751
Figure IDA00001636259313781
Figure IDA00001636259313791
Figure IDA00001636259313811
Figure IDA00001636259313821
Figure IDA00001636259313831
Figure IDA00001636259313841
Figure IDA00001636259313851
Figure IDA00001636259313871
Figure IDA00001636259313881
Figure IDA00001636259313891
Figure IDA00001636259313901
Figure IDA00001636259313911
Figure IDA00001636259313921
Figure IDA00001636259313941
Figure IDA00001636259313961
Figure IDA00001636259313971
Figure IDA00001636259313981
Figure IDA00001636259313991
Figure IDA00001636259314001
Figure IDA00001636259314011
Figure IDA00001636259314021
Figure IDA00001636259314031
Figure IDA00001636259314041
Figure IDA00001636259314051
Figure IDA00001636259314061
Figure IDA00001636259314081
Figure IDA00001636259314101
Figure IDA00001636259314111
Figure IDA00001636259314121
Figure IDA00001636259314131
Figure IDA00001636259314141
Figure IDA00001636259314161
Figure IDA00001636259314171
Figure IDA00001636259314181
Figure IDA00001636259314191
Figure IDA00001636259314201
Figure IDA00001636259314211
Figure IDA00001636259314221
Figure IDA00001636259314231
Figure IDA00001636259314241
Figure IDA00001636259314251
Figure IDA00001636259314261
Figure IDA00001636259314271
Figure IDA00001636259314281
Figure IDA00001636259314291
Figure IDA00001636259314301
Figure IDA00001636259314331
Figure IDA00001636259314341
Figure IDA00001636259314351
Figure IDA00001636259314371
Figure IDA00001636259314381
Figure IDA00001636259314391
Figure IDA00001636259314401
Figure IDA00001636259314411
Figure IDA00001636259314421
Figure IDA00001636259314451
Figure IDA00001636259314461
Figure IDA00001636259314471
Figure IDA00001636259314481
Figure IDA00001636259314501
Figure IDA00001636259314511
Figure IDA00001636259314521
Figure IDA00001636259314531
Figure IDA00001636259314541
Figure IDA00001636259314551
Figure IDA00001636259314561
Figure IDA00001636259314571
Figure IDA00001636259314591
Figure IDA00001636259314601
Figure IDA00001636259314611
Figure IDA00001636259314621
Figure IDA00001636259314631
Figure IDA00001636259314651
Figure IDA00001636259314661
Figure IDA00001636259314671
Figure IDA00001636259314681
Figure IDA00001636259314691
Figure IDA00001636259314701
Figure IDA00001636259314721
Figure IDA00001636259314731
Figure IDA00001636259314741
Figure IDA00001636259314751
Figure IDA00001636259314771
Figure IDA00001636259314781
Figure IDA00001636259314801
Figure IDA00001636259314811
Figure IDA00001636259314821
Figure IDA00001636259314831
Figure IDA00001636259314851
Figure IDA00001636259314861
Figure IDA00001636259314871
Figure IDA00001636259314881
Figure IDA00001636259314891
Figure IDA00001636259314901
Figure IDA00001636259314911
Figure IDA00001636259314921
Figure IDA00001636259314931
Figure IDA00001636259314941
Figure IDA00001636259314961
Figure IDA00001636259314971
Figure IDA00001636259314981
Figure IDA00001636259314991
Figure IDA00001636259315001
Figure IDA00001636259315011
Figure IDA00001636259315021
Figure IDA00001636259315031
Figure IDA00001636259315041
Figure IDA00001636259315051
Figure IDA00001636259315061
Figure IDA00001636259315081
Figure IDA00001636259315091
Figure IDA00001636259315101
Figure IDA00001636259315111
Figure IDA00001636259315121
Figure IDA00001636259315131
Figure IDA00001636259315141
Figure IDA00001636259315151
Figure IDA00001636259315161
Figure IDA00001636259315171
Figure IDA00001636259315181
Figure IDA00001636259315191
Figure IDA00001636259315201
Figure IDA00001636259315211
Figure IDA00001636259315231
Figure IDA00001636259315241
Figure IDA00001636259315251
Figure IDA00001636259315271
Figure IDA00001636259315281
Figure IDA00001636259315291
Figure IDA00001636259315311
Figure IDA00001636259315321
Figure IDA00001636259315331
Figure IDA00001636259315361
Figure IDA00001636259315391
Figure IDA00001636259315401
Figure IDA00001636259315411
Figure IDA00001636259315431
Figure IDA00001636259315451

Claims (5)

1. the full genome SNP of paddy rice chip is characterized in that: said SNP chip is meant the chip that utilizes Infinium patent design and manufacturing technology to make according to sequence shown in SEQ No.001 ~ SEQ ID No.5636.
2. the application of the full genome SNP of the described a kind of paddy rice of claim 1 chip in the fingerprinting of rice germplasm resource molecule marker.
3. the application of the full genome SNP of the described a kind of paddy rice of claim 1 chip in detecting paddy rice cross breeding colony genotype.
4. the application of the full genome SNP of the described a kind of paddy rice of claim 1 chip in the genetic background that detects rice breed.
5. the application of the full genome SNP of the described a kind of paddy rice of claim 1 chip in detecting rice paddy seed.
CN201210055775.XA 2012-03-05 2012-03-05 Rice whole genome SNP chip and application thereof Active CN102747138B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201210055775.XA CN102747138B (en) 2012-03-05 2012-03-05 Rice whole genome SNP chip and application thereof

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201210055775.XA CN102747138B (en) 2012-03-05 2012-03-05 Rice whole genome SNP chip and application thereof

Publications (2)

Publication Number Publication Date
CN102747138A true CN102747138A (en) 2012-10-24
CN102747138B CN102747138B (en) 2014-03-19

Family

ID=47027628

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201210055775.XA Active CN102747138B (en) 2012-03-05 2012-03-05 Rice whole genome SNP chip and application thereof

Country Status (1)

Country Link
CN (1) CN102747138B (en)

Cited By (36)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2014121419A1 (en) * 2013-02-07 2014-08-14 中国种子集团有限公司 Rice whole genome breeding chip and application thereof
CN104017880A (en) * 2014-06-16 2014-09-03 北京市农林科学院 Use method of Indel molecular marker chip
CN104328507A (en) * 2014-10-11 2015-02-04 中国水稻研究所 SNP chip used for identifying rice variety, preparation method and application
CN104532359A (en) * 2014-12-10 2015-04-22 北京市农林科学院 Core SNP sites combination maizeSNP384 for building of maize DNA fingerprint database and molecular identification of varieties
CN105543397A (en) * 2016-02-26 2016-05-04 中国科学院植物研究所 Application of SNP (single nucleotide polymorphism) molecular marker of cadmium content related gene LCd-38 of rice grains
CN105550537A (en) * 2016-01-07 2016-05-04 中国种子集团有限公司 Method for identifying rice DNA identities and application thereof
CN105567790A (en) * 2014-10-10 2016-05-11 中国种子集团有限公司 Seeding method of target genome DNA fragment-containing plants
CN105567791A (en) * 2014-10-10 2016-05-11 中国种子集团有限公司 Seeding method of blast-resistant gene recombinant DNA fragment-containing plants
CN105624319A (en) * 2016-03-24 2016-06-01 中国科学院植物研究所 Application of SNP molecular marker of rice grain cadmium content-related gene LCd-31
CN105671164A (en) * 2016-02-29 2016-06-15 中国科学院植物研究所 Application of SNP (single-nucleotide polymorphism) molecular marker of rice grain cadmium content related gene LCd-41
CN105671156A (en) * 2016-02-19 2016-06-15 中国科学院植物研究所 Application of SNP (Single Nucleotide Polymorphism) molecular marker of gene LCd-11 related to rice grain cadmium content
CN106609275A (en) * 2015-10-22 2017-05-03 中国种子集团有限公司 Recombined nucleic acid fragment RecCR010065 and detection method thereof
CN106609273A (en) * 2015-10-22 2017-05-03 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR020127 and detection method thereof
CN106893769A (en) * 2015-12-18 2017-06-27 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR012602 and its detection method
CN107304447A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010007 and its detection primer and application
CN107304451A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010375 and its detection primer and application
CN107304446A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010374 and its detection primer and application
CN107304445A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010315 and its detection primer and application
CN107304450A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010160 and its detection primer and application
CN107868839A (en) * 2017-11-20 2018-04-03 安徽省农业科学院水稻研究所 A kind of SNP marker, primer and the application of analyzing rice genetic diversity identification of species
CN108004344A (en) * 2017-12-20 2018-05-08 中国农业科学院作物科学研究所 A kind of corn whole genome SNP chip and its application
CN108034654A (en) * 2018-01-22 2018-05-15 中国农业科学院作物科学研究所 SNP marker relevant with rice seedling root long and its application
WO2018103037A1 (en) * 2016-12-08 2018-06-14 中国种子集团有限公司 Rice whole genome breeding chip and application thereof
CN108796108A (en) * 2018-05-23 2018-11-13 湖南杂交水稻研究中心 The method of two-line sterile line of rice pedigree identification
CN108998550A (en) * 2018-07-17 2018-12-14 袁隆平农业高科技股份有限公司 SNP marker and its application for paddy gene parting
WO2019047074A1 (en) * 2017-09-06 2019-03-14 中国农业科学院作物科学研究所 Snp molecular marker combination for rice genotyping, and application thereof
WO2019071407A1 (en) * 2017-10-10 2019-04-18 中国农业科学院北京畜牧兽医研究所 Snp chip for whole chicken genome and application thereof
CN110283925A (en) * 2019-05-10 2019-09-27 武汉双绿源创芯科技研究院有限公司 A method of for identifying rice green genetic fingerprints
CN110527736A (en) * 2019-08-19 2019-12-03 中国农业科学院作物科学研究所 It combines and its applies for the SNP marker of Rice Germplasm Resources and cultivar identification
CN110846429A (en) * 2019-05-23 2020-02-28 北京市农林科学院 Corn whole genome InDel chip and application thereof
CN110867209A (en) * 2019-11-28 2020-03-06 中国农业大学 SNP (Single nucleotide polymorphism) marker for predicting dominant hybridization combination with strong spike grain number of subspecies of indica rice and high-throughput detection method thereof
CN111684113A (en) * 2018-10-25 2020-09-18 武汉双绿源创芯科技研究院有限公司 Rice green gene chip and application
CN112410435A (en) * 2020-08-31 2021-02-26 厦门大学 Large yellow croaker genome breeding chip and application
CN112662796A (en) * 2020-11-04 2021-04-16 中国水稻研究所 Combined SNP core locus for rice variety identification and application
CN113308562A (en) * 2021-05-24 2021-08-27 浙江大学 Cotton whole genome 40K single nucleotide site and application thereof in cotton genotyping
CN113637727A (en) * 2021-08-24 2021-11-12 江苏省农业科学院 Complete primer pair for constructing semi-waxy japonica rice variety DNA fingerprint spectrum library and screening method and application thereof

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1448515A (en) * 2002-04-02 2003-10-15 浙江大学 Quantitative character gene site locating method based genomic exon chip
CN1675373A (en) * 2002-06-10 2005-09-28 株式会社植物基因组研究中心 Method of distinguishing rice varieties
US20070105103A1 (en) * 2003-05-01 2007-05-10 Kazuyoshi Takeda Array having substances fixed on support arranged with chromosomal order or sequence position information added thereto, process for producing the same, analytical system using the array and use of these

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1448515A (en) * 2002-04-02 2003-10-15 浙江大学 Quantitative character gene site locating method based genomic exon chip
CN1675373A (en) * 2002-06-10 2005-09-28 株式会社植物基因组研究中心 Method of distinguishing rice varieties
US20070105103A1 (en) * 2003-05-01 2007-05-10 Kazuyoshi Takeda Array having substances fixed on support arranged with chromosomal order or sequence position information added thereto, process for producing the same, analytical system using the array and use of these

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
肖景华等: "中国水稻功能基因组研究进展", 《中国科学(C辑:生命科学)》, no. 10, 15 October 2009 (2009-10-15) *

Cited By (63)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2014121419A1 (en) * 2013-02-07 2014-08-14 中国种子集团有限公司 Rice whole genome breeding chip and application thereof
CN105008599A (en) * 2013-02-07 2015-10-28 中国种子集团有限公司 Rice whole genome breeding chip and application thereof
CN105008599B (en) * 2013-02-07 2016-11-02 中国种子集团有限公司 Oryza sativa L. full-length genome breeding chip and application thereof
US9976191B2 (en) 2013-02-07 2018-05-22 China National Seed Group Co., Ltd. Rice whole genome breeding chip and application thereof
CN104017880A (en) * 2014-06-16 2014-09-03 北京市农林科学院 Use method of Indel molecular marker chip
CN105567791B (en) * 2014-10-10 2018-12-21 中国种子集团有限公司 The selection of the plant of recombinant dna fragment containing blast resistant gene
CN105567790A (en) * 2014-10-10 2016-05-11 中国种子集团有限公司 Seeding method of target genome DNA fragment-containing plants
CN105567791A (en) * 2014-10-10 2016-05-11 中国种子集团有限公司 Seeding method of blast-resistant gene recombinant DNA fragment-containing plants
CN105567790B (en) * 2014-10-10 2018-12-21 中国种子集团有限公司 The selection of the plant of DNA fragmentation containing target gene group
CN104328507A (en) * 2014-10-11 2015-02-04 中国水稻研究所 SNP chip used for identifying rice variety, preparation method and application
CN104532359A (en) * 2014-12-10 2015-04-22 北京市农林科学院 Core SNP sites combination maizeSNP384 for building of maize DNA fingerprint database and molecular identification of varieties
CN106609273B (en) * 2015-10-22 2020-12-11 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR020127 and detection method thereof
CN106609275B (en) * 2015-10-22 2020-12-11 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010065 and detection method thereof
CN106609275A (en) * 2015-10-22 2017-05-03 中国种子集团有限公司 Recombined nucleic acid fragment RecCR010065 and detection method thereof
CN106609273A (en) * 2015-10-22 2017-05-03 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR020127 and detection method thereof
CN106893769A (en) * 2015-12-18 2017-06-27 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR012602 and its detection method
CN105550537A (en) * 2016-01-07 2016-05-04 中国种子集团有限公司 Method for identifying rice DNA identities and application thereof
CN105671156A (en) * 2016-02-19 2016-06-15 中国科学院植物研究所 Application of SNP (Single Nucleotide Polymorphism) molecular marker of gene LCd-11 related to rice grain cadmium content
CN105671156B (en) * 2016-02-19 2018-09-04 中国科学院植物研究所 The application of the SNP marker of rice grain cadmium content related gene LCd-11
CN105543397B (en) * 2016-02-26 2018-12-25 中国科学院植物研究所 The application of the SNP marker of rice grain cadmium content related gene LCd-38
CN105543397A (en) * 2016-02-26 2016-05-04 中国科学院植物研究所 Application of SNP (single nucleotide polymorphism) molecular marker of cadmium content related gene LCd-38 of rice grains
CN105671164A (en) * 2016-02-29 2016-06-15 中国科学院植物研究所 Application of SNP (single-nucleotide polymorphism) molecular marker of rice grain cadmium content related gene LCd-41
CN105624319B (en) * 2016-03-24 2018-12-25 中国科学院植物研究所 The application of the SNP marker of rice grain cadmium content related gene LCd-31
CN105624319A (en) * 2016-03-24 2016-06-01 中国科学院植物研究所 Application of SNP molecular marker of rice grain cadmium content-related gene LCd-31
CN107304445B (en) * 2016-04-22 2021-11-26 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010315, detection primer and application thereof
CN107304447B (en) * 2016-04-22 2021-11-26 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010007 as well as detection primer and application thereof
CN107304450B (en) * 2016-04-22 2021-12-14 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010160, detection primer and application thereof
CN107304446A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010374 and its detection primer and application
CN107304451A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010375 and its detection primer and application
CN107304446B (en) * 2016-04-22 2021-11-26 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010374, detection primer and application thereof
CN107304447A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010007 and its detection primer and application
CN107304450A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010160 and its detection primer and application
CN107304445A (en) * 2016-04-22 2017-10-31 中国种子集团有限公司 Recombinant nucleic acid fragment RecCR010315 and its detection primer and application
WO2018103037A1 (en) * 2016-12-08 2018-06-14 中国种子集团有限公司 Rice whole genome breeding chip and application thereof
CN110050092B (en) * 2016-12-08 2023-01-03 中国种子集团有限公司 Rice whole genome breeding chip and application thereof
CN110050092A (en) * 2016-12-08 2019-07-23 中国种子集团有限公司 Rice full-length genome breeding chip and its application
WO2019047074A1 (en) * 2017-09-06 2019-03-14 中国农业科学院作物科学研究所 Snp molecular marker combination for rice genotyping, and application thereof
WO2019071407A1 (en) * 2017-10-10 2019-04-18 中国农业科学院北京畜牧兽医研究所 Snp chip for whole chicken genome and application thereof
US11578365B2 (en) 2017-10-10 2023-02-14 Inst. Of Animal Sci., Chinese Acad. Of Ag. Science Chicken whole-genome SNP chip and use thereof
CN111225986A (en) * 2017-10-10 2020-06-02 中国农业科学院北京畜牧兽医研究所 Chicken whole genome SNP chip and application thereof
CN111225986B (en) * 2017-10-10 2021-02-05 中国农业科学院北京畜牧兽医研究所 Chicken whole genome SNP chip and application thereof
CN107868839A (en) * 2017-11-20 2018-04-03 安徽省农业科学院水稻研究所 A kind of SNP marker, primer and the application of analyzing rice genetic diversity identification of species
CN107868839B (en) * 2017-11-20 2021-04-30 安徽省农业科学院水稻研究所 SNP (Single nucleotide polymorphism) marker for analyzing rice genetic diversity and identifying variety, primer and application
CN108004344B (en) * 2017-12-20 2020-11-03 中国农业科学院作物科学研究所 Corn whole genome SNP chip and application thereof
CN108004344A (en) * 2017-12-20 2018-05-08 中国农业科学院作物科学研究所 A kind of corn whole genome SNP chip and its application
CN108034654A (en) * 2018-01-22 2018-05-15 中国农业科学院作物科学研究所 SNP marker relevant with rice seedling root long and its application
CN108796108A (en) * 2018-05-23 2018-11-13 湖南杂交水稻研究中心 The method of two-line sterile line of rice pedigree identification
CN108998550A (en) * 2018-07-17 2018-12-14 袁隆平农业高科技股份有限公司 SNP marker and its application for paddy gene parting
CN108998550B (en) * 2018-07-17 2021-09-03 袁隆平农业高科技股份有限公司 SNP molecular marker for rice genotyping and application thereof
CN111684113B (en) * 2018-10-25 2023-06-09 武汉双绿源创芯科技研究院有限公司 Rice green gene chip and application
CN111684113A (en) * 2018-10-25 2020-09-18 武汉双绿源创芯科技研究院有限公司 Rice green gene chip and application
CN110283925A (en) * 2019-05-10 2019-09-27 武汉双绿源创芯科技研究院有限公司 A method of for identifying rice green genetic fingerprints
CN110846429A (en) * 2019-05-23 2020-02-28 北京市农林科学院 Corn whole genome InDel chip and application thereof
CN110527736A (en) * 2019-08-19 2019-12-03 中国农业科学院作物科学研究所 It combines and its applies for the SNP marker of Rice Germplasm Resources and cultivar identification
CN110867209B (en) * 2019-11-28 2022-11-15 中国农业大学 SNP (Single nucleotide polymorphism) marker for predicting dominant hybridization combination with strong spike grain number of subspecies of indica rice and high-throughput detection method thereof
CN110867209A (en) * 2019-11-28 2020-03-06 中国农业大学 SNP (Single nucleotide polymorphism) marker for predicting dominant hybridization combination with strong spike grain number of subspecies of indica rice and high-throughput detection method thereof
CN112410435A (en) * 2020-08-31 2021-02-26 厦门大学 Large yellow croaker genome breeding chip and application
CN112662796A (en) * 2020-11-04 2021-04-16 中国水稻研究所 Combined SNP core locus for rice variety identification and application
CN112662796B (en) * 2020-11-04 2022-06-10 中国水稻研究所 Combined SNP core locus for rice variety identification and application
CN113308562A (en) * 2021-05-24 2021-08-27 浙江大学 Cotton whole genome 40K single nucleotide site and application thereof in cotton genotyping
CN113308562B (en) * 2021-05-24 2022-08-23 浙江大学 Cotton whole genome 40K single nucleotide site and application thereof in cotton genotyping
CN113637727A (en) * 2021-08-24 2021-11-12 江苏省农业科学院 Complete primer pair for constructing semi-waxy japonica rice variety DNA fingerprint spectrum library and screening method and application thereof
CN113637727B (en) * 2021-08-24 2024-05-14 江苏省农业科学院 Complete primer pair for constructing DNA fingerprint library of semi-waxy japonica rice variety, screening method and application thereof

Also Published As

Publication number Publication date
CN102747138B (en) 2014-03-19

Similar Documents

Publication Publication Date Title
CN102747138B (en) Rice whole genome SNP chip and application thereof
JP5960917B1 (en) Rice whole genome breeding chip and its application
CN108779459B (en) Cotton whole genome SNP chip and application thereof
CN109196123B (en) SNP molecular marker combination for rice genotyping and application thereof
BRPI0812744B1 (en) METHODS FOR SEQUENCE-TARGETED MOLECULAR IMPROVEMENT
CN112195265B (en) SNP (Single nucleotide polymorphism) locus and primer set for identifying purity of pepper hybrid and application
CN109295179B (en) Method for screening wheat with different zinc content and iron content and special kit thereof
CN112195264B (en) SNP (Single nucleotide polymorphism) locus and primer set for identifying purity of tomato hybrid and application
Wang et al. Establishment and application of an SNP molecular identification system for grape cultivars
CN110184373A (en) A kind of and the associated molecular labeling of rape mass of 1000 kernel and application
CN115852032B (en) Gene related to cowpea pod color, KASP (KASP-related protein kinase) marker and application thereof
Zhao et al. High-density genetic variation map reveals key candidate loci and genes associated with important agronomic traits in peanut
WO2011090987A1 (en) Methods for trait mapping in plants
CN114480721B (en) Method for identifying whether melon variety to be detected is thin-skin melon or thick-skin melon and special SNP primer combination thereof
CN113215297B (en) Molecular marker ID0159 closely linked with major QTL site of sesame oil content and application thereof
CN115927733A (en) Molecular marker and application thereof
Wang et al. Construction of a high-density adzuki bean genetic map and evaluation of its utility based on a QTL analysis of seed size
CN105603068B (en) The molecular labeling of soybean plant height close linkage and its application
Dida Molecular Markers in Breeding of Crops: Recent Progress and Advancements
CN111485032A (en) Method for identifying cucumber female line and SNP primer combination used by same
CN105524994A (en) Molecular marker HRM7 of barley grain length gene LkI2 and application of molecular marker
Li et al. Simple sequence repeat markers associated/linked with agronomic traits, as core primers, are eminently suitable for DNA fingerprinting in Upland cotton
Wang et al. QTL localisation of seed-related traits in Tibetan hulless barley based on a high-density single-nucleotide polymorphism genetic map.
CN115948591B (en) Identification of corn seedling drought tolerance related monomer ZmC10.HapDR and application thereof
Wu et al. Genome mapping, markers and QTLs

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
TR01 Transfer of patent right

Effective date of registration: 20201016

Address after: Unit 08, 30 / F, No. 88, Century Avenue, China (Shanghai) pilot Free Trade Zone, Pudong New Area, Shanghai 200131

Patentee after: Syngenta Group Inc

Address before: 100045. F15, Zhonghua building, A2, Fuxing Avenue, Beijing, Xicheng District

Patentee before: China National Seed Group Corp.,Ltd.

TR01 Transfer of patent right