Data: Genome-wide association study of cassava brown streak disease resistance in cassava germplasm conserved in South America (doi:10.7910/DVN/H4PDE5)

View:

Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

(external link)

Document Description

Citation

Title:

Data: Genome-wide association study of cassava brown streak disease resistance in cassava germplasm conserved in South America

Identification Number:

doi:10.7910/DVN/H4PDE5

Distributor:

Harvard Dataverse

Date of Distribution:

2024-09-16

Version:

2

Bibliographic Citation:

Ospina Colorado, Jessica Alejandra; Lopez Alvarez, Diana Carolina; Gimode, Winnie Riziki Adu; Wenzl, Peter; Carvajal-Yepes, Monica, 2024, "Data: Genome-wide association study of cassava brown streak disease resistance in cassava germplasm conserved in South America", https://doi.org/10.7910/DVN/H4PDE5, Harvard Dataverse, V2, UNF:6:ILxU5oEWF+J+qUI7SpwgeA== [fileUNF]

Study Description

Citation

Title:

Data: Genome-wide association study of cassava brown streak disease resistance in cassava germplasm conserved in South America

Identification Number:

doi:10.7910/DVN/H4PDE5

Authoring Entity:

Ospina Colorado, Jessica Alejandra (International Center for Tropical Agriculture - CIAT)

Lopez Alvarez, Diana Carolina (International Center for Tropical Agriculture - CIAT)

Gimode, Winnie Riziki Adu (International Center for Tropical Agriculture - CIAT)

Wenzl, Peter (International Center for Tropical Agriculture - CIAT)

Carvajal-Yepes, Monica (International Center for Tropical Agriculture - CIAT)

Producer:

International Center for Tropical Agriculture

Date of Production:

2019-08-01

Distributor:

Harvard Dataverse

Distributor:

International Center for Tropical Agriculture

Access Authority:

Alliance Data Management

Depositor:

Alliance Data Management

Date of Deposit:

2024-07-19

Holdings Information:

https://doi.org/10.7910/DVN/H4PDE5

Study Scope

Keywords:

Agricultural Sciences, Earth and Environmental Sciences, cassava brown streak disease, genetic resources conservation, disease resistance, ex situ conservation, breeding, Americas, Crops for Nutrition and Health

Topic Classification:

genome-wide association studies

Abstract:

Cassava (Manihot esculenta Crantz) is a vital carbohydrate source for over 800 million people globally, yet its production in East Africa is severely affected by cassava brown streak disease (CBSD). Genebanks, through ex-situ conservation, play a pivotal role in preserving crop diversity, providing crucial resources for breeding resilient and disease-resistant crops. This study genotyped 234 South American cassava accessions conserved at the CIAT genebank, previously phenotyped for CBSD resistance by an independent group, to perform a genome-wide association analysis (GWAS) to identify genetic variants associated with CBSD resistance. Our GWAS identified 35 single nucleotide polymorphism (SNP) markers distributed across various chromosomes, associated with disease severity or the presence/absence of viral infection. Markers were annotated within or near genes previously identified with functions related to pathogen recognition and immune response activation. Using the SNP candidates, we screened the world’s largest cassava collection for accessions with a higher frequency of favorable genotypes, proposing 35 accessions with potential resistance to CBSD. Our results provide insights into the genetics of CBSD resistance and highlight the importance of genetic resources to equip breeders with the raw materials needed to develop new crop varieties resistant to pests and diseases. <br><br> Methodology:DNA was extracted from 234 accessions of Manihot esculenta, conserved at the CIAT genebank, which had previously been phenotyped by an independent group for CBSD resistance. The DNA was sent to DArT P/L for genotyping with DArTseq. Using the generated SNP data, we conducted a diversity analysis, population structure analysis, and genome-wide association study (GWAS) to identify genetic variants associated with CBSD resistance.

Time Period:

2019-08-01-2024-05-01

Date of Collection:

2019-08-01-2023-05-01

Kind of Data:

Experimental Data

Kind of Data:

Genomic Data

Methodology and Processing

Sources Statement

Data Sources:

https://www.frontiersin.org/articles/10.3389/fpls.2019.00567/full#supplementary-material

Data Access

Disclaimer:

<p>The Alliance of Bioversity International and CIAT (hereinafter "the Alliance"), its partners, and the data authors have exercised utmost care in collecting and compiling the data. However, the data is provided "as is" without any express or implied warranty. Neither the Alliance, its partners, the data authors, nor any relevant funding agencies shall be held liable for any actual, incidental, or consequential damages arising from the use of this data.</p> <p>By utilizing the Alliance Dataverse, users explicitly acknowledge that the data may contain nonconformities, defects, or errors. No warranty is provided that the data will meet users' needs or expectations, nor that all nonconformities, defects, or errors can or will be corrected.</p> <p>Users are responsible for verifying the accuracy and suitability of the data for their intended use. It is strongly recommended that users refer to related publications as a baseline for their analysis whenever possible. This practice serves as an additional safeguard against misinterpretation of the data. Related publications are listed in the metadata section of the respective Dataverse study.</p>

Other Study Description Materials

Related Publications

Citation

Title:

Carvajal-Yepes, M., Ospina, J. A., Aranzales, E., Velez-Tobon, M., Correa Abondano, M., Manrique-Carpintero, N. C., & Wenzl, P. (2024). Identifying genetically redundant accessions in the world's largest cassava collection. Frontiers in plant science, 14, 1338377. https://doi.org/10.3389/fpls.2023.1338377

Bibliographic Citation:

Carvajal-Yepes, M., Ospina, J. A., Aranzales, E., Velez-Tobon, M., Correa Abondano, M., Manrique-Carpintero, N. C., & Wenzl, P. (2024). Identifying genetically redundant accessions in the world's largest cassava collection. Frontiers in plant science, 14, 1338377. https://doi.org/10.3389/fpls.2023.1338377

Other Reference Note(s)

Sheat, S., Fuerholzner, B., Stein, B., & Winter, S. (2019). Resistance Against Cassava Brown Streak Viruses From Africa in Cassava Germplasm From South America. Frontiers in plant science, 10, 567. https://doi.org/10.3389/fpls.2019.00567

File Description--f10394488

File: 02a. metafile_234accessions.tab

  • Number of cases: 234

  • No. of variables per record: 4

  • Type of File: text/tab-separated-values

Notes:

UNF:6:XtyC2i6RwppLBLK+8Zcrwg==

File Description--f10536334

File: 02b. snps_filtered_hapmap_mapped_ordered_13.06.tab

  • Number of cases: 16451

  • No. of variables per record: 245

  • Type of File: text/tab-separated-values

Notes:

UNF:6:BceN9lDJ1t8TN+9i/qmjAQ==

Variable Description

List of Variables:

Variables

Sample_name

f10394488 Location:

Variable Format: character

Notes: UNF:6:F8D07NulUfFQ/dpxWc2jEg==

Accession

f10394488 Location:

Variable Format: character

Notes: UNF:6:wMzQEI/fPV+LyFcuJqRbBw==

Country

f10394488 Location:

Variable Format: character

Notes: UNF:6:yayitpR3N0hdx/bso8s4qw==

Biological_status

f10394488 Location:

Variable Format: character

Notes: UNF:6:mEF3jo7mDTJOGyZEj8ufuA==

rs#

f10536334 Location:

Variable Format: character

Notes: UNF:6:NOyz3jTUJkfSLXPvAW67wQ==

alleles

f10536334 Location:

Variable Format: character

Notes: UNF:6:hxPQmNC6vnDQmkwxVyJdww==

chrom

f10536334 Location:

Summary Statistics: Min. 1.0; StDev 5.3355603762787; Valid 16451.0; Max. 18.0; Mean 8.618442647862276;

Variable Format: numeric

Notes: UNF:6:Anzas57OkpWb2XtRQtlMEA==

pos

f10536334 Location:

Summary Statistics: Valid 16451.0; Min. 5631.0; StDev 1.0082770431370934E7; Mean 1.4544201226308135E7; Max. 3.493537E7

Variable Format: numeric

Notes: UNF:6:Kp+rkoKVHRod0RRcB0OWvQ==

strand

f10536334 Location:

Summary Statistics: StDev NaN; Max. NaN; Valid 0.0; Min. NaN; Mean NaN

Variable Format: numeric

Notes: UNF:6:QqtJp8kghaoqqBjDVEHofQ==

assembly

f10536334 Location:

Variable Format: character

Notes: UNF:6:NutbqcliQxPkDiXfHvCMtA==

center

f10536334 Location:

Summary Statistics: Valid 0.0; StDev NaN; Min. NaN; Mean NaN; Max. NaN;

Variable Format: numeric

Notes: UNF:6:QqtJp8kghaoqqBjDVEHofQ==

protLSID

f10536334 Location:

Summary Statistics: Max. NaN; Min. NaN; Valid 0.0; Mean NaN; StDev NaN;

Variable Format: numeric

Notes: UNF:6:QqtJp8kghaoqqBjDVEHofQ==

assayLSID

f10536334 Location:

Summary Statistics: StDev NaN; Valid 0.0; Min. NaN; Mean NaN; Max. NaN

Variable Format: numeric

Notes: UNF:6:QqtJp8kghaoqqBjDVEHofQ==

panelLSID

f10536334 Location:

Summary Statistics: StDev NaN; Valid 0.0; Max. NaN; Mean NaN; Min. NaN

Variable Format: numeric

Notes: UNF:6:QqtJp8kghaoqqBjDVEHofQ==

QCcode

f10536334 Location:

Summary Statistics: Max. NaN; Mean NaN; Min. NaN; StDev NaN; Valid 0.0

Variable Format: numeric

Notes: UNF:6:QqtJp8kghaoqqBjDVEHofQ==

DCas16-2353_C4_BRA467

f10536334 Location:

Variable Format: character

Notes: UNF:6:3EWyG6tfY/VnK7PKidj0Jw==

DCas16-2353_A8_MAL13

f10536334 Location:

Variable Format: character

Notes: UNF:6:jTcq0fLm7oOg8FxCcgTR/Q==

DCas16-2353_D6_FJI6

f10536334 Location:

Variable Format: character

Notes: UNF:6:r68eTWEUuLddbMg/gMx3gA==

DCas16-2353_A3_PER584

f10536334 Location:

Variable Format: character

Notes: UNF:6:X8cRNZR5R1ryiGMADyXGyg==

DCas16-2353_G4_VEN134

f10536334 Location:

Variable Format: character

Notes: UNF:6:tPcwquSosmxFh8r64UvpVA==

DCas16-2430_B5_COL1466

f10536334 Location:

Variable Format: character

Notes: UNF:6:YnN2vhs7W2GVaaccNGxgyQ==

DCas16-2430_A9_COL1702

f10536334 Location:

Variable Format: character

Notes: UNF:6:f9aBwvIsqA27f/QROTe3eg==

DCas16-2430_C11_PAR2

f10536334 Location:

Variable Format: character

Notes: UNF:6:HQn/qJygp3CsgleSauUBmA==

DCas16-2430_E4_CUB32

f10536334 Location:

Variable Format: character

Notes: UNF:6:CXTCBEd6GD+WGO7CedHX0w==

DCas16-2430_F10_PER333

f10536334 Location:

Variable Format: character

Notes: UNF:6:PLilzXKFQ8jQYr3pXjlFPw==

DCas16-2430_F2_PER370

f10536334 Location:

Variable Format: character

Notes: UNF:6:LheBPTLtt04kFL4qYAlKlA==

DCas16-2430_F9_PAR71

f10536334 Location:

Variable Format: character

Notes: UNF:6:F0NmzG834EcNoCS8vv7GEQ==

DCas16-2430_D11_BRA730

f10536334 Location:

Variable Format: character

Notes: UNF:6:pf4QBO+zcVbGpJSvZq9wmQ==

DCas16-2430_G3_COL1467

f10536334 Location:

Variable Format: character

Notes: UNF:6:tEs2Bd+nwMHbMX4gF+mlyg==

DCas16-2430_G6_PTR55

f10536334 Location:

Variable Format: character

Notes: UNF:6:rJlj0m12D+r/Abs+huuBUw==

DCas16-2430_A2_COL1535

f10536334 Location:

Variable Format: character

Notes: UNF:6:K1VMAjIy09pVLnqEDJNI6Q==

DCas16-2430_D12_MEX80

f10536334 Location:

Variable Format: character

Notes: UNF:6:m+wH8/7zmH3HtlVBVdguFQ==

DCas16-2430_G1_PER597

f10536334 Location:

Variable Format: character

Notes: UNF:6:QI39qbbcgNxy1gJyW8UcXw==

DCas16-2430_C5_COL337

f10536334 Location:

Variable Format: character

Notes: UNF:6:cELbe+ZXeWtsxNEOWgqZYQ==

DCas16-2430_F8_COL2173

f10536334 Location:

Variable Format: character

Notes: UNF:6:Kxo6p98otXsjvxgmLB1Hqg==

DCas16-2430_H7_VEN284B

f10536334 Location:

Variable Format: character

Notes: UNF:6:Q40CPHmFdZrvQ4ALxHZirQ==

DCas16-2430_A1_VEN47

f10536334 Location:

Variable Format: character

Notes: UNF:6:IpTravkGTDWeLc3bUnXRTw==

DCas16-2430_E1_BRA162

f10536334 Location:

Variable Format: character

Notes: UNF:6:mBScHArwOAPLrZCl8lqULg==

DCas16-2430_E10_COL87

f10536334 Location:

Variable Format: character

Notes: UNF:6:s56c7TWqJiSXs+RzC9/xlw==

DCas16-2430_E1_BRA71

f10536334 Location:

Variable Format: character

Notes: UNF:6:dk/QVweUqY4SoYNGSKOOQQ==

DCas16-2430_H10_GUA32

f10536334 Location:

Variable Format: character

Notes: UNF:6:CRfoDb3dhhodhmAQsf5y0w==

DCas18-3446_C10_BRA335

f10536334 Location:

Variable Format: character

Notes: UNF:6:1NVoa/svV8tMMPtAXY7UPQ==

DCas18-3446_G9_BRA125

f10536334 Location:

Variable Format: character

Notes: UNF:6:VZBTlLMCYOSM1+jEF/bLug==

DCas18-3446_H1_COL638

f10536334 Location:

Variable Format: character

Notes: UNF:6:/UlSEnQW1zACJzLTU4+ptQ==

DCas18-3446_H6_BRA847

f10536334 Location:

Variable Format: character

Notes: UNF:6:wYe/E2vdSoxR2+xafSbHng==

DCas18-3446_B11_TAI1

f10536334 Location:

Variable Format: character

Notes: UNF:6:8L7mBneIjUaeZZIigMTTXw==

DCas18-3446_G6_PER368

f10536334 Location:

Variable Format: character

Notes: UNF:6:0dusJBbbUIHCW6qqin5KFg==

DCas18-3446_G8_COL22

f10536334 Location:

Variable Format: character

Notes: UNF:6:NkdlyCU+LxjrUB3TIPr6qA==

DCas18-3446_C11_PTR102

f10536334 Location:

Variable Format: character

Notes: UNF:6:ysMNJEdezsG4ggaQeMBdLw==

DCas18-3446_D11_DOM5

f10536334 Location:

Variable Format: character

Notes: UNF:6:jSP2SB75d9EqO3nPzBOYYA==

DCas18-3446_D12_COL144

f10536334 Location:

Variable Format: character

Notes: UNF:6:ekfrPyAsUEpWDixZHP627A==

DCas18-3446_E11_COL1722

f10536334 Location:

Variable Format: character

Notes: UNF:6:kzBynCFhjzMKiuGRkIvmIw==

DCas18-3446_E12_BRA590

f10536334 Location:

Variable Format: character

Notes: UNF:6:cBmJix5yexO2J9ZoKZY1KA==

DCas18-3446_F10_PAR57

f10536334 Location:

Variable Format: character

Notes: UNF:6:OqvwWJ0qADeqb/EFJV7l7A==

DCas18-3446_F11_PER589

f10536334 Location:

Variable Format: character

Notes: UNF:6:drCuenYg7/AxaTV8Pq2CZg==

DCas19-4848_D11_PAR135

f10536334 Location:

Variable Format: character

Notes: UNF:6:0hJftX1jljxrU4bp9XyYHA==

DCas19-4848_D7_CR63

f10536334 Location:

Variable Format: character

Notes: UNF:6:GDFNOoELySVATa6WYGJftg==

DCas19-4848_F12_PER283

f10536334 Location:

Variable Format: character

Notes: UNF:6:PvgrIaGV1HW20DLGxHdPvg==

DCas19-4848_G7_CUB36

f10536334 Location:

Variable Format: character

Notes: UNF:6:B2nSdypOnmNOrwElsDRwRQ==

DCas19-4848_F7_CUB1

f10536334 Location:

Variable Format: character

Notes: UNF:6:p5GL8QAB6bH8SCHdcP0ndQ==

DCas19-4848_G1_CUB40

f10536334 Location:

Variable Format: character

Notes: UNF:6:re0TJY1E2I3k9NuY/COFzw==

DCas19-4848_B11_PTR8

f10536334 Location:

Variable Format: character

Notes: UNF:6:QxtuXjHSf2y30XXKeTSeoA==

DCas19-4848_E8_COL809B

f10536334 Location:

Variable Format: character

Notes: UNF:6:VHZ4Ssc1G2aY/76RMskHmQ==

DCas19-4848_G2_MAL60

f10536334 Location:

Variable Format: character

Notes: UNF:6:2Q11rDSOsaledmF28Jdxhg==

DCas19-4848_A7_PER221

f10536334 Location:

Variable Format: character

Notes: UNF:6:5HKTJdMWjiVfvR40HpDi9w==

DCas19-4848_B12_COL40

f10536334 Location:

Variable Format: character

Notes: UNF:6:FYik8u90sO0GVVd+d/aabg==

DCas19-4848_C9_COL262

f10536334 Location:

Variable Format: character

Notes: UNF:6:t/Q0XLQIZpAhUYeRMJHUdg==

DCas19-4848_F6_MAL50

f10536334 Location:

Variable Format: character

Notes: UNF:6:7VSpxUDbJuLeaZHhpztYPA==

DCas19-4848_G2_PER205

f10536334 Location:

Variable Format: character

Notes: UNF:6:Iho4NFLVGbtxCh5mEHDmzg==

DCas19-4848_E9_PER292

f10536334 Location:

Variable Format: character

Notes: UNF:6:CQjKvynoJ+RBZbTpK035BA==

DCas19-4848_A5_MAL59

f10536334 Location:

Variable Format: character

Notes: UNF:6:rQvaw43zMKYziSVAumeWxw==

DCas19-4848_C8_PAR35

f10536334 Location:

Variable Format: character

Notes: UNF:6:GAf+vAv5XGAxqKX+qt7GBQ==

DCas19-4848_D11_PER438

f10536334 Location:

Variable Format: character

Notes: UNF:6:nD0FaG9kO1t4npka9cR1SA==

DCas19-4848_D12_BOL1

f10536334 Location:

Variable Format: character

Notes: UNF:6:0A3Oj3Vh93hwaBqmLs9NeQ==

DCas19-4848_A8_COL1516

f10536334 Location:

Variable Format: character

Notes: UNF:6:J55BWyts1k0TuCpdaUl+qg==

DCas19-4848_D2_PER192

f10536334 Location:

Variable Format: character

Notes: UNF:6:PrTn0CXPBjPHdUXkf73PAA==

DCas19-4848_E1_VEN69

f10536334 Location:

Variable Format: character

Notes: UNF:6:jl4l8jN3JUjDAnaX4ISziw==

DCas19-4848_G10_BRA931

f10536334 Location:

Variable Format: character

Notes: UNF:6:2WDAT4cPL3lkgJyr6HwJOA==

DCas19-4848_A4_VEN130

f10536334 Location:

Variable Format: character

Notes: UNF:6:D2VLMUVXG0vrr4OnKndZDQ==

DCas19-4848_B2_COL2025

f10536334 Location:

Variable Format: character

Notes: UNF:6:WuDTqzQOKmYX5BuMJIcQCg==

DCas19-4848_C2_PER613

f10536334 Location:

Variable Format: character

Notes: UNF:6:+A4U43somUcSMYrhOaWfhg==

DCas19-4848_C5_PER431

f10536334 Location:

Variable Format: character

Notes: UNF:6:kwmqTdNzdIy+64ZnOZ0R3A==

DCas19-4848_C7_MEX95

f10536334 Location:

Variable Format: character

Notes: UNF:6:4OrvLyxw49OZx7faTDaBrg==

DCas19-4848_D11_MEX83

f10536334 Location:

Variable Format: character

Notes: UNF:6:8uojvlUTGF8gwJTnLMUlEg==

DCas19-4848_D12_COL2177

f10536334 Location:

Variable Format: character

Notes: UNF:6:wu9N93MRz/vmGN5SCJNAdw==

DCas19-4848_D3_PAR193

f10536334 Location:

Variable Format: character

Notes: UNF:6:886sA2mkfoTCIDF1vsOyDw==

DCas19-4848_F9_GUA41

f10536334 Location:

Variable Format: character

Notes: UNF:6:69xDTVUMczUneLfhaFvpeA==

DCas19-4848_G2_COL2315

f10536334 Location:

Variable Format: character

Notes: UNF:6:yHzdq09T40LwY5g3ZBAVZA==

DCas19-4848_H7_PER315

f10536334 Location:

Variable Format: character

Notes: UNF:6:qmFBBhGM+3dVYz2VkviL2w==

DCas19-4848_C7_COL1107

f10536334 Location:

Variable Format: character

Notes: UNF:6:KuPUqIzChRfF1jn6Op7KNA==

DCas19-4848_D9_COL2318

f10536334 Location:

Variable Format: character

Notes: UNF:6:UkzmPqFhzWFpPsTYFgACMA==

DCas21-6187_C3_ECU10

f10536334 Location:

Variable Format: character

Notes: UNF:6:5Zvj1LJXVSIqh8i5hvVJNg==

DCas21-6187_C9_CR101

f10536334 Location:

Variable Format: character

Notes: UNF:6:fokmOftt3boEjkksawEG/w==

DCas21-6187_E2_MAL27

f10536334 Location:

Variable Format: character

Notes: UNF:6:xyOzvD8UQxC206WDjIlMKA==

DCas21-6187_B12_MEX49

f10536334 Location:

Variable Format: character

Notes: UNF:6:eHpDX5hyb5gXTOWTZ3HggA==

DCas21-6187_B8_COL1999

f10536334 Location:

Variable Format: character

Notes: UNF:6:TpcL4Wi6G2Xvxot9oAF40g==

DCas21-6187_G7_COL1786

f10536334 Location:

Variable Format: character

Notes: UNF:6:WLAlguo4Mhp11q/ihKCbPw==

DCas21-6187_A7_ARG2

f10536334 Location:

Variable Format: character

Notes: UNF:6:MxhzY879ZuKacFDqYwXngg==

DCas21-6187_C10_ECU159

f10536334 Location:

Variable Format: character

Notes: UNF:6:vfvHJbr7G/ZP4OsauZYMtQ==

DCas21-6187_F12_COL299

f10536334 Location:

Variable Format: character

Notes: UNF:6:9MdN5H8qrF5wxV89KHh5ZQ==

DCas21-6187_H10_PAR69

f10536334 Location:

Variable Format: character

Notes: UNF:6:CmORZPZB3HjW6XuSpqLNMA==

DCas21-6187_B10_COL451

f10536334 Location:

Variable Format: character

Notes: UNF:6:yTg2hMvopA/6QWk2aeBPuQ==

DCas21-6187_C4_BRA881

f10536334 Location:

Variable Format: character

Notes: UNF:6:6Jru0CFI4ggu4K+e358iXQ==

DCas21-6187_C9_COL2331

f10536334 Location:

Variable Format: character

Notes: UNF:6:dw6J0ckamx9rRlMir4Fr/Q==

DCas21-6187_E11_IND11

f10536334 Location:

Variable Format: character

Notes: UNF:6:qmnfOPSE+iOBPZ1yVfo87A==

DCas21-6187_H10_CR77

f10536334 Location:

Variable Format: character

Notes: UNF:6:XeTFLBh+qm8vydqunjJLbQ==

DCas21-6187_C12_VEN25

f10536334 Location:

Variable Format: character

Notes: UNF:6:QOcJd5JJgB0T/cTqA5TH1g==

DCas21-6187_E4_CUB46

f10536334 Location:

Variable Format: character

Notes: UNF:6:ykpdYgF+k8B+vnxGjazBzQ==

DCas21-6187_F1_COL304

f10536334 Location:

Variable Format: character

Notes: UNF:6:r6lAG/vlyXsrHmmXMw1aag==

DCas21-6187_F6_PER209

f10536334 Location:

Variable Format: character

Notes: UNF:6:o0+4xvKqnMI0b998Dv49mA==

DCas21-6187_G2_PAR98

f10536334 Location:

Variable Format: character

Notes: UNF:6:+cyURsCzpF9mWP6lmVfZHA==

DCas21-6187_H4_PAR163

f10536334 Location:

Variable Format: character

Notes: UNF:6:pOq7664QK+WdJeaHEnxJBQ==

DCas21-6187_A2_BRA702

f10536334 Location:

Variable Format: character

Notes: UNF:6:+5i5Ay6fNZFQpBNzKTSXbQ==

DCas21-6187_A4_MAL2

f10536334 Location:

Variable Format: character

Notes: UNF:6:T5XOjqrLvslFshi/uRQnKg==

DCas21-6187_E3_COL1517

f10536334 Location:

Variable Format: character

Notes: UNF:6:90oqOFjIkHc/TqdNu/PJ6g==

DCas21-6187_G10_BRA165

f10536334 Location:

Variable Format: character

Notes: UNF:6:PpvfnWEp3U5Ywf4XKG328w==

DCas21-6187_D4_BRA887

f10536334 Location:

Variable Format: character

Notes: UNF:6:TTQ5MpcVpdxnSfVmEykZZA==

DCas21-6187_D6_BRA924

f10536334 Location:

Variable Format: character

Notes: UNF:6:qRTZOZjd30pW3+Lz42gprg==

DCas21-6187_E2_BRA130

f10536334 Location:

Variable Format: character

Notes: UNF:6:hEpYK4hd0CM+Q6eWOBbLtg==

DCas21-6187_G11_BRA759

f10536334 Location:

Variable Format: character

Notes: UNF:6:lQZIPxRj3pvEkhvlte1FNw==

DCas21-6187_H5_BRA897

f10536334 Location:

Variable Format: character

Notes: UNF:6:MSHqzU9YINeXl+2nPsYTaQ==

DCas21-6187_A9_PER295

f10536334 Location:

Variable Format: character

Notes: UNF:6:THUITULZrX9SgCBoV7+JiA==

DCas21-6187_B12_MEX2

f10536334 Location:

Variable Format: character

Notes: UNF:6:ePA+1FgDoNqZur/9wtF3MQ==

DCas21-6187_C4_VEN309

f10536334 Location:

Variable Format: character

Notes: UNF:6:bwHceHv7DUzk5LDLhvO0rQ==

DCas21-6187_C5_PAR104

f10536334 Location:

Variable Format: character

Notes: UNF:6:TPYDDdYziE+9FtI05vjVvg==

DCas21-6187_D10_COL1486

f10536334 Location:

Variable Format: character

Notes: UNF:6:RQUrW9bedKxk2JCvgoJ8cg==

DCas21-6187_D5_PAR23

f10536334 Location:

Variable Format: character

Notes: UNF:6:zqTvQkXm/U5lZ6dvUfabjg==

DCas21-6187_F10_COL2426

f10536334 Location:

Variable Format: character

Notes: UNF:6:2X0Szup6VYiquKXPgrF70w==

DCas21-6187_F4_ECU144

f10536334 Location:

Variable Format: character

Notes: UNF:6:NqVsjXjV5Hmqza4jOAF26A==

DCas21-6187_F9_PAR38

f10536334 Location:

Variable Format: character

Notes: UNF:6:3ztatdDOEI3qejq/q1gnYQ==

DCas21-6187_G6_ECU166

f10536334 Location:

Variable Format: character

Notes: UNF:6:wQt8CpKBg5aQQPjPqr3rcg==

DCas21-6187_H1_BRA461

f10536334 Location:

Variable Format: character

Notes: UNF:6:qRZ+DtgXkWQFi8yGm0BghQ==

DCas21-6187_H7_ECU82

f10536334 Location:

Variable Format: character

Notes: UNF:6:kk3dT0dGTP3ugl9e9PJ35w==

DCas21-6187_A2_PAR15

f10536334 Location:

Variable Format: character

Notes: UNF:6:ZgMV4LLgzo+pGV3RuCDxFw==

DCas21-6187_B3_COL1137

f10536334 Location:

Variable Format: character

Notes: UNF:6:2ZbTEexDOZDmUv1UWiyG8g==

DCas21-6187_B9_BRA507

f10536334 Location:

Variable Format: character

Notes: UNF:6:4Q9a/DkAW5q8G056UsCKyQ==

DCas21-6187_C9_PAR41

f10536334 Location:

Variable Format: character

Notes: UNF:6:fZjv9N+LpddGm5aS85xJPw==

DCas21-6187_D8_VEN164

f10536334 Location:

Variable Format: character

Notes: UNF:6:oTuc9JqxVU0AgPDG6E0QMQ==

DCas21-6187_E10_PER349

f10536334 Location:

Variable Format: character

Notes: UNF:6:xKkjCjKPPRaFNQPV7jyvPw==

DCas21-6187_F11_COL346

f10536334 Location:

Variable Format: character

Notes: UNF:6:0YPnXroPLgi5a2fcCH8Vlw==

DCas21-6187_F7_COL32

f10536334 Location:

Variable Format: character

Notes: UNF:6:KdlNnNskhufHhOkDX5+NTQ==

DCas21-6187_B8_MEX45

f10536334 Location:

Variable Format: character

Notes: UNF:6:vR5HXNLCbj9lFLJhUw81hA==

DCas21-6187_C8_PAR32

f10536334 Location:

Variable Format: character

Notes: UNF:6:Hn1u2kb+d8iTomG3UFf0OQ==

DCas21-6187_E2_PER353

f10536334 Location:

Variable Format: character

Notes: UNF:6:8VR1Mh09INdsFIraSBzAPw==

DCas21-6187_C10_VEN174

f10536334 Location:

Variable Format: character

Notes: UNF:6:Gy9DK4kLMhKmir13TmwAlA==

DCas21-6187_C4_VEN167

f10536334 Location:

Variable Format: character

Notes: UNF:6:kMvG859rOZLqmuTg2Jzkkg==

DCas21-6187_D1_MEX55

f10536334 Location:

Variable Format: character

Notes: UNF:6:NFR5kz+c0ZLU/xJ8GnS5KQ==

DCas21-6187_F4_COL2131

f10536334 Location:

Variable Format: character

Notes: UNF:6:q38qJGycyE2cPAjtDlAu5g==

DCas21-6187_H1_ECU33

f10536334 Location:

Variable Format: character

Notes: UNF:6:R6QsoTdQTLNoD4i8NR3rlg==

DCas21-6187_H3_COL511

f10536334 Location:

Variable Format: character

Notes: UNF:6:2Hd0mzpAJgcvFAhNlVwwpA==

DCas21-6187_C1_BRA900

f10536334 Location:

Variable Format: character

Notes: UNF:6:0FxZhTxJU5imyl8SiVtIrg==

DCas21-6187_D7_COL1890

f10536334 Location:

Variable Format: character

Notes: UNF:6:JPK7IVwxdeTepyH5wONxBw==

DCas21-6187_F5_COL490

f10536334 Location:

Variable Format: character

Notes: UNF:6:f+OYKP5rF3QJy2ftjUKDdA==

DCas21-6187_G9_ECU23

f10536334 Location:

Variable Format: character

Notes: UNF:6:IHKwR8TlJVqN9xkP/EtUpQ==

DCas21-6187_H4_COL2019

f10536334 Location:

Variable Format: character

Notes: UNF:6:uB+FQe2VagDdTq81QxwQCw==

DCas21-6187_H8_ECU165

f10536334 Location:

Variable Format: character

Notes: UNF:6:KCD/0eEX1vT4zg4ojme6AQ==

DCas21-6187_H9_COL1084B

f10536334 Location:

Variable Format: character

Notes: UNF:6:IN331RPRm9TPzuxLQUveQA==

DCas21-6187_F7_PER226

f10536334 Location:

Variable Format: character

Notes: UNF:6:Jvrh30syj5plkuBO76s2WQ==

DCas21-6187_G9_NGA1

f10536334 Location:

Variable Format: character

Notes: UNF:6:1X1woxx4tcwrpt5IC2/MbQ==

DCas21-6187_H8_NGA2

f10536334 Location:

Variable Format: character

Notes: UNF:6:50PNym6TmtFkvmZEAoHmVg==

DCas21-6187_C11_COL955

f10536334 Location:

Variable Format: character

Notes: UNF:6:QtVLUchwxtoDCcDRBczlNw==

DCas21-6187_G5_COL890

f10536334 Location:

Variable Format: character

Notes: UNF:6:4sPk0M0/gwZW3v+/OXX+9A==

DCas21-6187_H8_BRA110

f10536334 Location:

Variable Format: character

Notes: UNF:6:XjpObheVQOjhgXnfrWgUWQ==

DCas21-6187_C3_MEX27

f10536334 Location:

Variable Format: character

Notes: UNF:6:OVOiZKPVTsvjgQ1N82ZmOA==

DCas21-6187_C6_PER290

f10536334 Location:

Variable Format: character

Notes: UNF:6:DjM/niNrGsuj6IPD0eH8AQ==

DCas21-6187_D12_COL317

f10536334 Location:

Variable Format: character

Notes: UNF:6:HEy41rB4aZurZrZCy1a1NA==

DCas21-6187_D6_COL634

f10536334 Location:

Variable Format: character

Notes: UNF:6:0iMEP/zond7tkt2fA6rXNw==

DCas21-6187_E3_VEN284A

f10536334 Location:

Variable Format: character

Notes: UNF:6:/F8Ux4usJCrABjZ3YjR4wQ==

DCas21-6187_H3_COL976

f10536334 Location:

Variable Format: character

Notes: UNF:6:zrT3XyhcNYCMGDSM6ibqkA==

DCas21-6187_H4_CR19

f10536334 Location:

Variable Format: character

Notes: UNF:6:Jjhi8LwNn6mqejePkpWm0Q==

DCas21-6187_H8_COL1413

f10536334 Location:

Variable Format: character

Notes: UNF:6:d5nbFfl9KPZHpAWHHiii+g==

DCas21-6187_H9_MAL35

f10536334 Location:

Variable Format: character

Notes: UNF:6:se9eVHuE01zGfeScLgpu8g==

DCas21-6187_B12_CR18

f10536334 Location:

Variable Format: character

Notes: UNF:6:jMaLfd13VfcoC0+nLgrUUg==

DCas21-6187_B8_COL2199

f10536334 Location:

Variable Format: character

Notes: UNF:6:0gHIjkAiumfppFqB1mOWSA==

DCas21-6187_D11_COL1398

f10536334 Location:

Variable Format: character

Notes: UNF:6:qXyqvx2NGJpI4STgO55osg==

DCas21-6187_D7_CUB58

f10536334 Location:

Variable Format: character

Notes: UNF:6:Sx15TzSpcbshfbzDMwxCSg==

DCas21-6187_E4_COL965

f10536334 Location:

Variable Format: character

Notes: UNF:6:WQfheB/nADrXllc+q9PpoQ==

DCas21-6187_F12_PAN7

f10536334 Location:

Variable Format: character

Notes: UNF:6:WmZEAF9Lfao45GkILoaTHQ==

DCas21-6187_B11_PER489

f10536334 Location:

Variable Format: character

Notes: UNF:6:5NG2pg1tlM7pux9gSog4vQ==

DCas21-6187_E12_NGA16

f10536334 Location:

Variable Format: character

Notes: UNF:6:XQUX3o/1Kf/fbMlEXAQCvw==

DCas21-6187_E6_BRA403

f10536334 Location:

Variable Format: character

Notes: UNF:6:h5G+Hec5x4/Ib+/Ql8sYjw==

DCas21-6187_F4_COL2212

f10536334 Location:

Variable Format: character

Notes: UNF:6:vw6dny5CMLfMXxiBQfzEKw==

DCas21-6187_H1_ECU3

f10536334 Location:

Variable Format: character

Notes: UNF:6:j5G4KERhPG21WuxA3Tq6pA==

DCas21-6187_B3_COL1055

f10536334 Location:

Variable Format: character

Notes: UNF:6:ceH7EflXFyxCp28UhC7WPg==

DCas21-6187_B7_PAR156

f10536334 Location:

Variable Format: character

Notes: UNF:6:QEtVRo98UnFvqEnpUlEJpg==

DCas21-6187_B8_COL2387

f10536334 Location:

Variable Format: character

Notes: UNF:6:pzuzlD50/Thg+B3GFdZVlw==

DCas21-6187_A10_BRA852

f10536334 Location:

Variable Format: character

Notes: UNF:6:Io88sTFEAcSmDcRJlneTKA==

DCas21-6187_C5_BRA692

f10536334 Location:

Variable Format: character

Notes: UNF:6:qEoFFyVGOCTRGEuqEIu3Vw==

DCas21-6187_D12_BRA658

f10536334 Location:

Variable Format: character

Notes: UNF:6:TpdxofLu4nmM70PuLj+fNA==

DCas21-6187_E7_BRA699

f10536334 Location:

Variable Format: character

Notes: UNF:6:oanwhQwvCRfm8z8li0HeCg==

DCas21-6187_H1_BRA712

f10536334 Location:

Variable Format: character

Notes: UNF:6:yN/LCv4H6KhGIzgRsQ9dRA==

DCas21-6187_H8_BRA792

f10536334 Location:

Variable Format: character

Notes: UNF:6:b8r7KCKiDI/sEi8gyldK7w==

DCas21-6187_A4_PAR25

f10536334 Location:

Variable Format: character

Notes: UNF:6:tY1CgqiN+KMV7O9jcOSUCQ==

DCas21-6187_B10_PER206

f10536334 Location:

Variable Format: character

Notes: UNF:6:ulaDS5KiySXc4YnEzWtcnw==

DCas21-6187_B4_PER503

f10536334 Location:

Variable Format: character

Notes: UNF:6:OtuHp4wZJ4ljpI2sM/wtTA==

DCas21-6187_B9_BRA242

f10536334 Location:

Variable Format: character

Notes: UNF:6:ZtZ7wWU32dvsv+zYSBLnjw==

DCas21-6187_C9_PER484

f10536334 Location:

Variable Format: character

Notes: UNF:6:OE8N/EgKML6LxeT7lPlmkg==

DCas21-6187_G10_PAR18

f10536334 Location:

Variable Format: character

Notes: UNF:6:sOczEwnHTILwwS5kvhylFw==

DCas21-6187_H5_PER449

f10536334 Location:

Variable Format: character

Notes: UNF:6:Rb79m1VAScRdxBdqo9XyTQ==

DCas21-6187_E3_COL2306

f10536334 Location:

Variable Format: character

Notes: UNF:6:65sEtHgNTr+IGUHLw+ckaw==

DCas21-6187_A3_COL226B

f10536334 Location:

Variable Format: character

Notes: UNF:6:/eYzZkRFB/jWjL/y2q8dWg==

DCas21-6187_B11_COL1108

f10536334 Location:

Variable Format: character

Notes: UNF:6:ASb93RnLuLif7bCekniUPA==

DCas21-6187_D3_COL856

f10536334 Location:

Variable Format: character

Notes: UNF:6:QNv4oETgQJFEJyiRprvqFQ==

DCas21-6187_F5_COL306

f10536334 Location:

Variable Format: character

Notes: UNF:6:cMYZhhg4qi90hL+g2yVsdg==

DCas21-6187_A2_BRA416

f10536334 Location:

Variable Format: character

Notes: UNF:6:jbWfkynGEwWyBccGqNYkVA==

DCas21-6187_A3_BRA77

f10536334 Location:

Variable Format: character

Notes: UNF:6:nuTYDglvg3daE74Uk54ztQ==

DCas21-6187_A4_COL1186A

f10536334 Location:

Variable Format: character

Notes: UNF:6:2fMIYMZ+nG2L46drTjSSUQ==

DCas21-6187_A5_ECU41

f10536334 Location:

Variable Format: character

Notes: UNF:6:Wm7oujYxDBHuRqTHcmzCSg==

DCas21-6187_A6_VEN297A

f10536334 Location:

Variable Format: character

Notes: UNF:6:FFQzqN6meZXIdUjg5DHzlg==

DCas21-6187_B1_BRA243

f10536334 Location:

Variable Format: character

Notes: UNF:6:xCmbbTVcephcx7BKauXjNQ==

DCas21-6187_B2_BRA453

f10536334 Location:

Variable Format: character

Notes: UNF:6:vR/86O6eENuEcCV5IyNGxQ==

DCas21-6187_B3_BRA781

f10536334 Location:

Variable Format: character

Notes: UNF:6:sC1qyIqowxVGI9M3R8Hq+A==

DCas21-6187_B4_COL1805

f10536334 Location:

Variable Format: character

Notes: UNF:6:88mc6YcvI0X98vw8Z4X+Xg==

DCas21-6187_B5_GUA12

f10536334 Location:

Variable Format: character

Notes: UNF:6:iVB/j5vi2Y+VCs/hGfWrpw==

DCas21-6187_B6_VEN298

f10536334 Location:

Variable Format: character

Notes: UNF:6:e4Q7tKIdo2doB2XFQ9QcnQ==

DCas21-6187_C1_BRA299

f10536334 Location:

Variable Format: character

Notes: UNF:6:Zbpkq9+VYUWgtTOn2oGq3w==

DCas21-6187_C2_BRA472

f10536334 Location:

Variable Format: character

Notes: UNF:6:orxfWxAVW5y2xpA2wo0Xpg==

DCas21-6187_C3_BRA819

f10536334 Location:

Variable Format: character

Notes: UNF:6:zP7ncbf/h5gBKZqZDm3A9A==

DCas21-6187_C4_COL2182

f10536334 Location:

Variable Format: character

Notes: UNF:6:hdlZwTMV4EYt2RAmIT0FTQ==

DCas21-6187_C5_PER556

f10536334 Location:

Variable Format: character

Notes: UNF:6:rmuIjx+uiZvwrWGcyfax3A==

DCas21-6187_C6_VEN321

f10536334 Location:

Variable Format: character

Notes: UNF:6:Dos7T7+zjfhI5rj7CMnZHA==

DCas21-6187_D1_BRA311

f10536334 Location:

Variable Format: character

Notes: UNF:6:rRncQu9qPNQ39aEwPWaPCQ==

DCas21-6187_D2_BRA475

f10536334 Location:

Variable Format: character

Notes: UNF:6:ecW2lMOrOeBPOZXqSfJ3pA==

DCas21-6187_D3_BRA854

f10536334 Location:

Variable Format: character

Notes: UNF:6:cSKs2bmFT5T7O0L7cE5ubg==

DCas21-6187_D4_COL2353

f10536334 Location:

Variable Format: character

Notes: UNF:6:XHbpCrRdz+qh8mzA6QqLrA==

DCas21-6187_D5_PER612

f10536334 Location:

Variable Format: character

Notes: UNF:6:bYitQAX2m9RMKQZzU8cnAw==

DCas21-6187_D6_VEN90

f10536334 Location:

Variable Format: character

Notes: UNF:6:sIovkifYjC88KE7PfuiJsA==

DCas21-6187_E1_BRA315

f10536334 Location:

Variable Format: character

Notes: UNF:6:B0WZcO9VPhlUrWlGj6rK1A==

DCas21-6187_E12_BRA18

f10536334 Location:

Variable Format: character

Notes: UNF:6:YcIeCBp23dmWfNatbqFRCA==

DCas21-6187_E2_BRA542

f10536334 Location:

Variable Format: character

Notes: UNF:6:jjElYyjDDO4ktRMQ7I8u3w==

DCas21-6187_E3_BRA890

f10536334 Location:

Variable Format: character

Notes: UNF:6:1Wu7i9yWjNezma55cpSa2g==

DCas21-6187_E4_CR133

f10536334 Location:

Variable Format: character

Notes: UNF:6:6T8FojGR28ukN6Y8Zjtzzw==

DCas21-6187_E5_PTR1

f10536334 Location:

Variable Format: character

Notes: UNF:6:F18Mk2oU7HUnAOrFiteSRA==

DCas21-6187_F1_BRA359

f10536334 Location:

Variable Format: character

Notes: UNF:6:+j859kGItEB2dsxoABgPqQ==

DCas21-6187_F11_MAL24

f10536334 Location:

Variable Format: character

Notes: UNF:6:wGX6O8FOTTUf0IcasQFQ+w==

DCas21-6187_F2_BRA675

f10536334 Location:

Variable Format: character

Notes: UNF:6:2vAkY0rajzx4DEFEMTmj8g==

DCas21-6187_F3_BRA894

f10536334 Location:

Variable Format: character

Notes: UNF:6:QCICVwPATBrrx+Ne31TB8A==

DCas21-6187_F4_CUB51

f10536334 Location:

Variable Format: character

Notes: UNF:6:SbrA+j5fmKf4Ffn1jChriw==

DCas21-6187_F5_VEN151

f10536334 Location:

Variable Format: character

Notes: UNF:6:l8q/AFMjrsgf6uNafO1cLQ==

DCas21-6187_G1_BRA400

f10536334 Location:

Variable Format: character

Notes: UNF:6:PEDgBxwR/EOQbGAiMxkfLA==

DCas21-6187_G2_BRA697

f10536334 Location:

Variable Format: character

Notes: UNF:6:zocrEeSDsP/89yNbEUIyhw==

DCas21-6187_G3_BRA903

f10536334 Location:

Variable Format: character

Notes: UNF:6:JvXhnI6p+pdYZ/465umWKA==

DCas21-6187_G4_CUB53

f10536334 Location:

Variable Format: character

Notes: UNF:6:DpXaw3LmuXj0RS62Lai9vw==

DCas21-6187_G5_VEN210

f10536334 Location:

Variable Format: character

Notes: UNF:6:XNBmy5YT9U5VG9UOckdoaw==

DCas21-6187_H1_BRA405

f10536334 Location:

Variable Format: character

Notes: UNF:6:tNacmnbUfVd7u8l+SZRnPg==

DCas21-6187_H2_BRA698

f10536334 Location:

Variable Format: character

Notes: UNF:6:K8hlGZ1pTuI/zUDsj7E0FA==

DCas21-6187_H3_BRA915

f10536334 Location:

Variable Format: character

Notes: UNF:6:mX2lG373DeZxpprRPA7Tww==

DCas21-6187_H4_ECU183

f10536334 Location:

Variable Format: character

Notes: UNF:6:imhQtqbPVcaN6GxFT2FD/w==

DCas21-6187_H5_VEN244

f10536334 Location:

Variable Format: character

Notes: UNF:6:OmYKvkpnEJIz77nxsqTrQA==

Other Study-Related Materials

Label:

01a. readme.xlsx

Text:

file summarizing files content

Notes:

application/vnd.openxmlformats-officedocument.spreadsheetml.sheet