Unraveling Multimodality with Large Language Models.pdf
New tools for the characterization and improvement of cassava
1. New tools for the characterization and
improvement of cassava
Contract Review
15 April 2009
I Ingelbrecht
IITA, Ibadan, Nigeria
2. Outline
1. Work plan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Project management
7. Other professional activities
8. Personal effectiveness
3. Cassava
Root crop; ranks 6th as source of
carbohydrates globally (163 M ton/yr)
Allopolyploid with disomic inheritance;
2n=36
C=700-800 Mbp
Vegetatively propagated
Grown in (sub)tropics of South Am.,
Asia, and Sub Saharan Africa;
introduced in SSA in 16th century
4. Cassava
+
• Resilient to adverse growth conditions (soil, drought)
• Adaptable to range of agroecologies
• Low maintenance
• High yield potential (80 ton/ha)
-
• Pest & disease: virus (CMD & CBSD), whitefly, other
• Highly heterozygous, vegetatively propagated
• Root: main use, has low nutritional value
• Long breeding cycle, shy flowering
5. Work plan achievement
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
6. Developing new tools for cassava
Why?
- Contribute to IITA mission & community effort to enhance cassava R4D
- Develop tools that will be useful to IITA for various applications and also by other
groups; reduce dependence
How?
- Strengthen local skills & capacities; balance outsourcing and in house research
What?
- Regeneration and genetic transformation protocols for African landraces
- A new vector for Agro-mediated transformation of dicots with derivatives
- A cassava-specific DNA microarray: a tool for reverse genetics/gene discovery
- EST-derived SSR markers for cassava
7. 1.Transformation of farmer-preferred cassava
for CBSD resistance
Equatorial
Guinea Uganda
Kenya
ROC
DRC
Tanzania
Malawi
Zambia
Mozambique
CBSD devastating
CBSD damaging
CBSD reported
A transgenics approach for resistance to Potyviruses previously used and
grown commercially: eg papaya resistant to Papaya ringspot virus
8. Why target cassava landraces?
All current transformation protocols are for ‘model’ genotypes, not
used by farmers or breeders in Africa: excellent research tool but
limited application in the field
Bottleneck since current protocols are highly genotype-
dependent
Develop protocol for (African) farmer-preferred lines
Ongoing efforts on cassava landrace transformation
(unpublished):
- DDPSC, USA using FEC (based on Schopke et al., 1996)
- KU, Denmark using cotyledons (based on Li et al., 1996)
- CIAT, OSU, others?
9. Experimental Approach
- Produce SEs for cassava landraces (IITA)
- Develop new protocol for genetic transformation of cassava landrace
(using GUS reporter gene) (IITA)
- Determine CBSV sequence from viral isolates from different countries
(public domain; DSMZ)
- Make R-gene constructs; multiple constructs based on RNAi to aim for
resistance to different viral isolates (IITA; DSMZ)
- Test R-genes in N benthamiana (DSMZ)
- Transform farmer-preferred cassava using CBSD resistance gene(s)
(IITA)
10. Three basic steps in genetic transformation protocol:
1. In vitro shoot regeneration method
2. Gene transfer method: Agrobacterium-mediated
3. Selection and/or screening for transgenic shoots
Ideally, all steps are efficient (high % of success) and applicable to a range
of genotypes
11. Cassava regeneration/transformation
Explants; e.g. immature leaf lobes
Embryogenesis
Shoot organogenesis
Secondary
SE *
Primary
SE
Multiple shoots
Embryogenesis
Cotyledonary Friable embryogenic
stage SE * Callus *
Adventitious shoots
Embryos Protoplasts
Embryogenic
suspensions
Plantlets
Fig. modified from Zhang et al. 2006
12. Cassava genotypes
In use by
cultivar CBSD Origin
farmers
Albert S Tanzania ?
Kibaha S Tanzania Yes
TME 12 ND WCA Yes
TMS 96/0160 S IITA Yes
TME 117 T Nigeria Yes
TME 1 S Nigeria Yes
Kibandameno S ECA Yes
19. GUS expression in propagated ‘Tokunbo’ transgenic
~70 clones tested:
1 14 28
13 27 41
expression remains stable and high in all
plants after ratooning
21. 2. Transformation vector with CsVMV promoter
cassette
Objective
Develop new Agro transformation vector with two different,
constitutive promoters; CaMV 35S and CsVMV
Characteristics
• Generic vector, can be used for various traits in various dicot species:
- CBSD resistance - cassava
- starch modification - tobacco (N benthamiana)
- herbicide tolerance, etc
• Promoters are oriented towards the border sequences to reduce
unwanted gene silencing effects
• No repeats within the T-DNA to reduce gene silencing effects
22. - pCAMBIA2300 backbone
- Km gene for selection
- pCsVMV promoter cassette with polylinker for cloning gene of interest
p35S
pCsVMV
nptll
pING71 polylinker for cloning:
3’nos - GUS
9.5 kb
LB - virus resistance
RB - starch
- etc
23. p35S pCsVMV
GUS
nptll With GUS ORF for testing functionality
pOYE153 of the construct
3’nos
11.5
LB RB
25. F1 transgenic tobacco plants
pOYE153 pCAMBIA2301
pScVMV drives higher expression levels compared to
p35S of pCAMBIA2301
26. p35S pCsVMV
Intron
3’nos
nptll pING71-IV RB
9.7 With intron sequence for RNAi constructs
LB (DSMZ)
p35S pCsVMV
CBSV-IR
pRAJ42 With CBSV Inverted Repeat
nptll 3’nos
11.1 for CBSD resistance
LB (IITA)
RB
+ 2 other constructs targeting different viral isolates
27. Status cassava landrace transformation for CBSD
- Produce SEs for cassava landraces (IITA) OK
- Develop new protocol for genetic transformation of cassava OK
landrace (using GUS reporter gene) (IITA; KU) (TME12)
- Determine CBSV sequence from viral isolates from different OK
countries (public domain; DSMZ)
- Make R-gene constructs; multiple constructs based on RNAi OK
to aim for resistance to different viral isolates (IITA; DSMZ)
- Test R-genes in N benthamiana (DSMZ) ongoing
- Transform farmer-preferred cassava using CBSD resistance ongoing
gene(s) (IITA)
28. CBSD resistance is strain specific:
eg miRNA CBSV-Kenya in N benthamiana
Transgenic miRNA-Ke Empty vector miRNA-Ke No No
Infection CBSV-Ke CBSV-Ke CBSV-Moz CBSV-Ke No
R S!
29. 3. a 14K custom cassava long oligo array
a tool for gene discovery and
transcriptome analysis
Generic tool
reverse genetics (genotype phenotype)
complements QTL & association mapping approaches
cassava genome sequencing effort
trait improvement through genetic transformation
Applications
1. Understanding function of genes/alleles/gene networks
2. Understanding allelic differences between gene families/varieties
3. Diagnostics
30. Target traits
drought response
plant-virus interactions
cyanogenesis
other
31. Previously
- Normalized cDNA libraries produced from control and water
stressed tissues (leaf, root and stem tissue)
- 18,166 ESTs sequenced (5’end) and assembled in 8,577
unigene set with functional annotation
Metabolism
10.2% Metabolism
10.2% Energy
Energy
25.7% 4.0%
25.7% 4.0% Cell growth, division DNA synthesis
Cell growth, division DNA synthesis
2.1% 2.1%
TranscriptionTranscription
6.1% 6.1%
Protein synthesis
Protein synthesis
Protein destination
3.5% 3.5% destination
Protein
Transport Facilitation
4.7% Facilitation
Transport
4.7% Cellular transport
11.2% Cellular transport
11.2% 3.2% Cellular Biogenesis
3.2% Cellular Biogenesis
3.1%
0.2% Cellular communication/signal
3.1% transduction
0.2% 3.1% Cellular communication/signal
1.6% transductionCell rescue, defense, death and
8.7% 3.1%
6.1% ageing
1.6% 0.1% 6.4% Cell rescue, defense, death and
8.7% 6.1% ageing
Ionic homeostasis
0.1% 6.4%
Ionic homeostasis
Cellular Organization
33. - Design and probe selection
Input: ~ 40,000 cassava sequences:
* 18,177 in house ESTs
* ~ 5,000 ESTs from root specific library (unpublished)
* remainder from public databases (EST, genomic, etc)
* ACMV and CBSV ORFs; Km ORF
Unigene set established, orientation determined
34. Design summary
Input Targets 14113
Targets with Probe 13865
Probe Length
Shortest Probe 60.0
Length Mean 60.0
Length SD 0.0
BC Scores (1 = good; 4= bad)
BC_1 13473
BC_2 360
BC_3 13
BC_4 19 Output: 13,865 unique probes ~ 14K
BC_poor 0 or ~ 25-50 % of cassava
transcriptome
Total Probes 13865
37. Transcriptome Analysis
A. ‘Diversity’: expression profiling of different cassava genotypes
GENOTYPE CHARACTERISTICS
TME 3 Landrace, CMD resistant, parent of mapping population
TME 117 Landrace, source of majority of ESTs
TMS 96/0160 IITA breeding line, adopted in DR Congo, CBSD suscep.
TMS 30572 IITA breeding line, widely adopted in SSA, CMD tol.
TMS 96/1089A IITA breeding line, resistant to CMD & CBSD*
Kibaha Tanzanian landrace, susceptible to CBSD
Albert Tanzanian cultivar, susceptible to CBSD
38. B. Different growth conditions: greenhouse versus in vitro
(TMS 96/0160)
C. Healthy versus virus infected plant: ACMV and CBSV
Eg TME 4
CMD resist
CBSD suscept
43. Cassava Transcriptome Analysis - Summary
1. 14K Cassava-specific long oligo microarray developed
2. Microarray passed all QC, hybridization and detection limit is as expected
3. Results:
- Differential gene expression between varieties limited (~0.1% DEG)
- Profound effect of growth conditions on differential gene expression
- Sensitivity comparable or exceeds that of PCR: diagnostics tool
44. 4. Marker development
Objective
Number of markers for cassava limited; eg current map has
~ 400 markers; typically many 1000ds for non orphan crops
Contribute to the community effort to develop additional molecular
markers for cassava
• In silico identification of COS, SNPs and SSRs from EST unigene dataset
• 646 candidate EST-SSRs; duplicates with existing SSRs (CIAT collection)
eliminated; primers designed for 346 ESTs
• Candidate SNP markers + trace files provided to CBL colleagues
45. Workflow EST-SSR validation
Total number of EST sequences investigated: 18,166
Number of unigenes used for in silico identification of SSRs: 8,577
Total number of unique SSR loci appropriate for primer modeling: 646 (3.3%)
Number of candidate SSR investigated : 346
PCR successful: ~ 90% Failed PCR: ~ 10%
PCR products with expected sizes Amplification of introns
> 500 bp
Eliminate
Screen on diversity panel
46. Two panels
‘Africa’ panel: cassava elite lines and landraces from Africa
‘global’ panel: cassava from Africa, LA, Asia plus wild species,
and castor bean plus leafy spurge
Markers screened for polymporhism
Different levels of resolution:
SFR < PAGE < ABI3100 < DNA sequence
47. SFR
M 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 1718 19 20 21 22 23 24
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 M
Used for PCR optimization + screen for P using diverse panel:
All 346 primer pairs PCR optimized and screened on SFR gels
48. Polymorhism & cross species transferability
SET 1 – panel 2 SET 3 – panel 2
M 20 (23%) M 26 (33%)
P 66 (77%) P 53 (67%)
NA 3 NA 11
NS 2 NS 2
LONG 6 LONG 3
For set 1 and 3; a total of 119 markers are P
For set 3: 80 of 85 markers amplify wild Manihot species ~ 94%
13 of 85 and 9 of 85 amplify castor and leafy spurge resp. or 15 and 10%
TME117 TME419 M. M. M. Castor Leafy
epruinosa brachyandra glaziovii bean spurge
97% 94% 85% 87% 91% 15% 11%
54. Conclusions
- In total ~180 new polymorphic SSR markers (SFR)
- EST-SSRs transferable to other Manihot species but less to
other genera in Euphorbs
TME117 TME419 M. M. M. Castor Leafy
epruinosa brachyandra glaziovii bean spurge
97% 94% 85% 87% 91% 15% 11%
- More than 2 alleles/genotype in the marker/genotype
combinations examined so far! all multigene
families or ploidy in cassava higher than generally accepted
55. Quality of science
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
56. Bibliography
- Six articles published in refereed journals
- One article in R4D Review, 2nd Ed.
- Cowpea transposon sequences submitted to NCBI, USA with Acc No.
- Eleven abstracts (9 with poster) at various meetings
- Five manuscripts in preparation for refereed journals
Invited presentations
- Six invited presentations at (inter)national meetings in Uganda, Mozambique,
Tanzania, Belgium and USA (2).
Paper review (external)
- Eight manuscripts for international Scientific Journals
- Two proposals for granting agencies (NSF, USA; AARI, Canada)
57. Communications
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
58. • Attended to CBL visitors (donors, collaborators, etc) with on
average one visit every 1 to 2 weeks
• Gave two interviews on agricultural biotechnology, to NTA and
BBC
• Wrote one article for ‘R4D review, 2nd Ed (2009); provided
inputs for a second
• Contributed to DVD on IITAs R4D program:
‘Award winning Research for Development’
59. Capacity building
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
60. Trained 4 undergraduate students and 6 graduate students (4 MSc and 2 Phd)
Trained 3 technical staff in various biotechnologies
Hosted 4 external professionals for hands-on capacity building
Resource person at workshop on ‘Recent Advances in the Applications of
Molecular Markers in Tropical Agriculture’ and invited the WABWS to jointly organize
this workshop with IITA
Lab Safety Training: 59 lab users attended the CBL Lab Safety Training
between June 2006 and March 2009; also used at NRCRI, Nigeria
Organized training course on ‘Working with radioactive chemicals’ at IITA with
external resource people from the NNRA
61. Resource mobilization
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
62. Projects funded
• BioCassava Plus. Supplemental Grant. Bill and Melinda Gates Foundation. With Dr
Maziya-Dixon. 2008-2010
• Cassava genetic transformation for the longevity of cassava brown streak resistance
in Tanzania. Partners: IITA-Tanzania; Mikocheni Agricultural Research Institute,
Tanzania. RF. 2007-2009. With Drs Herron, Ndunguru
Linking phenotypes with genotypes: development and validation of a genome-wide
DNA microarray as a reverse genetics tool in cassava (Manihot esculenta L Crantz).
2009 IITA Opportunity Grant. With Drs Gedil, Raji, Hearne and Franco
Proposal submitted
Enhancement of iron and zinc contents of cassava (Manihot esculenta Crantz) by soil
bacteria and bacterial secondary metabolites. With ETH, Switzerland
(Additional 5 proposals or CN submitted; not funded/considered)
63. Managing resources
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
64. • Established charge back system in CBL through bench fee and
service charges for cost recovery as recommended by the IITA
admin ($ 67,861 recovered for 2007-2008)
• Streamlining of procurement and inventories in CBL; worked with
Supply Chain for inventory of the CBL chemical and supply
stores
• Balanced special projects budgets
65. Other professional activities
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
66. • Assistant Editor: In Vitro Cellular and Developmental Biology – Plant
• Ad hoc reviewer of papers for international scientific journals and
granting agencies such as NSF, USA.
• Member RDC
• Collaboration with IITA Genebank, MARI-Tanzania and WARDA, Benin
67. Personnel effectiveness
1. Workplan achievement
2. Quality of science
3. Communication
4. Capacity building
5. Resource mobilization
6. Managing resources
7. Other professional activities
8. Personal effectiveness
68. • Manage facilities, oversee procurement and inventory of common items
and the CBL support staff:
• hold regular lab meetings with CBL scientists
• regular updating of booklet ‘Operational Guidelines of CBL’
• re-established a hot lab facility and renewed license for use of
radiochemical at IITA with support from DDG-Support and IITA Safety
committee
• jointly with colleagues, developed draft plan for CBL refurbishment
• CBL has been accident-free with enabling environment for biotech
research
• Act for IITA admin when requested
• Timely response to requests for inputs by CGO, PPS, Supply Chain and
IITA admin
Member of IITA’s procurement committee
69. Future planning
- Use tools for product development; move from ‘output’ to ‘outcome’
eg - cassava landrace with useful traits via genetic transformation
- microsatellite-based fingerprinting kit for the characterization of
cassava genetic resources
- Expand role of the Biotech Lab in Ibadan to serve as a research center
for national programs, other institutions (beyond traditional IITA
mandate crops)
70. Acknowledgements
IITA, Nigeria
A Raji
O Oyelakin
B Odeseye
F Kolade
J Opabode
U Okechukwu
DSMZ, Germany
S Winter
KU, Denmark
S Bak
K Jorgensen
J Gorodkin
B Moller