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Breeding for enhanced Zinc and Iron
concentration in CIMMYT spring wheat
             germplasm
             Govindan Velu
 Global Wheat Program, International Maize and
 Wheat Improvement Center (CIMMYT)- Mexico
                 E-mail: velu@cgiar.org


                MAZATLAN, JUNE 15, 2012
Achieving sustainable food and
     nutritional security
HarvestPlus Impact & Product Pathway
         Discovery
         HPlus I
         2004-2008
                       Product Development
                         and Delivery Plan

         Development

         HPlus II
         2009-2013




         Delivery
         HPlus III
         2014+
G8 summit supports for
   biofortified crops
Breeding strategy
Potential donors for high Zn




HONG HUA MAI




                       HONG DUAN MANG
Successful shuttle breeding
Performance of 1st HarvestPlus International Wheat Yield
          Trial in target environments for Zn, 2010-11
         50
                                                                    Mexico
         45                                          50% breeding   Pakistan
         40                                          target
                                                                    India
         35
                                                                    Pooled
         30
                                                                      100%
         25                                                           breeding
         20                                                           target
     %
     n
     e
     s
     r
     t
     i




         15
         10
          5
          0
                0           1-2              3-4            5-6     7-8
                          Zn concentration (ppm) above the checks

•   >40% entries had atleast 50% target Zn (4 ppm) & 5-10% entries had
    full target Zn (8 ppm).
•   high heritability (0.7) and high genetic correlations between locations
    suggests low G x E.
Grain yield potential of 1st HPYT
    across locations
      30
                                                    % of 3 checks mean

      25                                            % of local check


      20


      15
  %
  n
  e
  E
  s
  r
  t
  i




      10


       5


       0
           <80     81-85     86-90        91-95          96-100    101-105   106-110

                            Grain yield (% over check)
• 2-3 best leads were identified in India & Pakistan with 75-100%
  target Zn & better grain yield potential, rust resistance and
  superior end-use quality.
• These leads are being evaluated in regional PVS/on-farm trials
Performance of 1st HPYT across
                                           locationsAcross locations Zn (ppm)-Regional         Global GY (%   Agronomy  Stem rust(Kenya) NJ End-use qualit
                       Cross
                                                        ppm     %    India Pak Asia Mex-                                 Off-
Ent                                              Zn                                              Fe     9   Hea Matu                        GRNH GRNP
                                                        above target (5       (2    (7     2                         PH seaso Main season
                                                 (ppm)                                         (ppm) sites d      r                          RD % RO %
                                                        checks level sites) sites sites) sites                            n
      CROC_1/AE.SQUARROSA (210)//INQALAB
435 91*2/KUKUNA/3/PBW343*2/KUKUNA                 38.7   8.7    109    7.7    9.5    9.3    6.9    44.4   86    78   119 107 5MSS 5 MS APR_R       45     14
      OASIS/SKAUZ//4*BCN/3/2*PASTOR/4/T.SPELT
412   A                                           35.1   5.1     64    3.3    6.1    4.4    6.1    40.2   97    93   130 105 20MSS 30 MSS APR_MR   41     12
      PI348449/5/BAV92/3/OASIS/SKAUZ//4*BCN/4/
      FRET2/TUKURU//FRET2*2/3/T.SPELTA
422 PI348530                                      35.0   5.1     63    2.4    5.9    5.7    3.2    39.4   87    94   131 115 20MSS 10 M APR_R      44     12

      REH/HARE//2*BCN/3/CROC_1/AE.SQUARROSA
      (213)//PGO/4/HUITES/5/T.SPELTA
414   PI348599/6/REH/HARE//2*BCN/3/CROC_1/AE.S
                                                  35.0   5.0     63    3.6    3.2    5.7    2.4    40.7   91    96   136 105 20MSS 50 MSS   MS     40     12
      QUARROSA (213)//PGO/4/HUITES/7/QUAIU
      WBLL1*2/TUKURU/3/T.DICOCCON
424   PI94624/AE.SQUARROSA                        34.8   4.9     61    1.1    4.0    3.7    6.5    38.0   80    85   128 110 30MSS 20 M APR_R-MR 43       13
      (409)//BCN/4/WBLL1*2/TUKURU
      OASIS/SKAUZ//4*BCN/3/2*PASTOR/4/T.SPELT
413 A                                             34.7   4.8     60    3.0    7.4    4.2    4.1    39.7   96    93   130 109 20MSS 30 MSS APR_MR   36     12
      PI348449/5/BAV92/3/OASIS/SKAUZ//4*BCN/4/

432 GTO95.1.20/KIRITATI//MUU                      34.6   4.6     58    1.3    5.1    4.1    5.1    38.2   79    89   131 104 5MSS 1 MSS APR_NIR    39     13
      CROC_1/AE.SQUARROSA
433 (210)//PBW343*2/KUKUNA/3/PBW343*2/KUK         34.3   4.3     54    4.9    4.9    4.6    2.5    42.0   86    86   128 119 5MSS 1 MS APR_NIR     40     14
      UNA
      CROC_1/AE.SQUARROSA
434   (210)//PBW343*2/KUKUNA/3/PBW343*2/KUK       34.2   4.2     52    3.0    6.9    4.0    4.1    41.4   91    88   129 119 40MSS 30 MSS APR_MR   41     13
      UNA
      Checks                                      30.0                                             36.0   100   94 132 109 30MSS                    47     12
      Mean                                        32.1                 1.1    2.9     1.5   1.0    37.8    92    89 130 108                        42.5   12.3
      Min                                         28.3                 -2.6   -1.9   -1.6   -2.2   32.6    76    78 119 96                         35.5   10.9
      Max                                         38.7                 7.7    9.5     9.3   6.9    44.4   107   102 140 119                        59.5   14.3
      SD                                          2.17                 1.9    2.6     2.5   2.2     2.5   7.7   5.7 4.3 5.4                        5.30   0.81
Comparison of grain yield of BWIR advanced lines with H+
                     improved lines
            30
                                                                                     H+ lines yield potential

                                                                                     Irrigated BW lines yield
            25
                                                                                     potential


            20
                                                                                   Wild x Elite (N =>600)
% entries




            15


            10
                                                                                          Elite x Elite (N =>4900)

             5


             0




                                                                                                      5
                0




                                                                 0
                        5


                                0


                                        5


                                                0


                                                        5




                                                                                            5
                                                                          5


                                                                                   0




                                                                                                      1
             <7




                                                                0
                     -7


                             -8


                                     -8


                                             -9


                                                     -9




                                                                        10


                                                                                 11


                                                                                           11


                                                                                                   >1
                                                             -1
                                    80


                                            85


                                                    90
                    70


                            75




                                                                      0-


                                                                               5-


                                                                                         0-
                                                            95

                                                                     10


                                                                              10


                                                                                       11
                                            Grain yield (% checks mean)
60
                                                                          Landraces derivative

                      50                                                  Synthetic derivative
                                                                          T Spelta derivative

                      40
% entries from HPYT




                      30


                      20



                      10


                      0
                           <20   21-25   26-30       31-35        36-40      <45
                                            Zn concentration (mg/kg)
High H2 across and individual
environment
     Trait     Sites
                           Entry      Residual   Grand
                                                         LSD CV        Heritability
                           Variance   Variance   Mean
               E1          2.5        1.7        26.8    2.7    5.0    0.74
               E2          6.7        4.2        34.0    4.3    6.2    0.76
               E3          5.5        9.4        34.2    6.4    9.2    0.54
      Grain    E4          5.5        8.8        29.3    6.3    10.6   0.56
       Zn      E5          8.7        14.5       28.5    8.2    14.1   0.54
     (mg/kg)   E6          20.5       18.5       32.1    9.2    14.1   0.69
               E7          0.8        19.7       31.3    9.2    14.4   0.07
               E8          1.6        11.0       32.3    6.7    10.2   0.22
               E9          18.1       10.6       44.1    6.5    7.2    0.77
               Across
                           3.70       11.50      32.5    2.90   4.60   0.78
               locations
               E1          9.6        3.6        32.6    3.8    5.8    0.84
               E2          17.3       7.7        42.7    6.1    7.0    0.82
      Grain    E3          7.2        10.1       34.8    7.0    9.8    0.59
       Fe      E4          16.8       8.7        37.8    6.4    8.3    0.79
     (mg/kg)   E5          2.1        2.5        32.4    3.3    5.0    0.62
               E6          11.3       3.7        37.3    4.0    5.3    0.86
               E7          1.6        4.5        35.5    4.3    6.0    0.42
               E8          0.1        13.8       41.3    7.9    9.4    0.01
               E9          7.1        2.5        38.9    3.3    4.1    0.85
               Across
                           5.10       6.60       37.0    2.40   3.30   0.88
               locations
50

Associations                                                            y = 1.1761x
                                                                         R² = 0.59


                        40




                        30




                    m
                    G
                    p
                    o
                    F
                    n
                    c
                    e
                    a
                    r
                    )
                    (
                    t
                    i
                        20
                             20          25            30            35                      40
                                          Grain Zn concentration (ppm)
               40

                             Zn                                            y = 1.3384x + 15.704
                        concentration                                           R² = 0.2491
               35          (ppm)



               30



               25



               20
                    10.0          11.0        12.0               13.0          14.0          15.0
                                                     Protein %
170
                                                        y = 31.918x
      160                                                R² = 0.06

      150
-1)




      140                                                                   Positive association of
      130                                                                   Zn/Fe yield with grain
      120                                                                   yield
Z
h
k
d
n
a
g
y
e
(
l
i




      110

      100
            3.0   3.5            4.0              4.5                 5.0
                        Grain yield (tons ha-1)
                                                        200
                                                                                                                  y = 37.645x
                                                        190
                                                                                                                   R² = 0.33
                                                        180
                                                        170
                                                  -1)




                                                        160
                                                        150
                                                        140
                                                        130
                                                  F
                                                  h
                                                  k
                                                  d
                                                  a
                                                  g
                                                  y
                                                  e
                                                  (
                                                  l
                                                  i




                                                        120
                                                        110
                                                        100
                                                              3.0           3.5            4.0              4.5                 5.0
                                                                                  Grain yield (tons ha-1)
Zn ppm      Fe ppm           GY        PH
     XRF- ICP-   XRF- ICP-            %                 Zn and Fe
                             t/ha             cm
     CIM WAS     CIM WAS            checks              concentration of
Mean 33.9 41.1   31.0 31.7   6.8     101      102       Candidate lines
Min 22.9 29.3    23.5 27.5   6.3      96       79
                                                        (C2HPYT) Y10-11
Max 65.4 58.7    41.2 37.6   7.5     114      116
 SE 0.37 0.4     0.14 0.12   0.27    0.19     0.37

                        60
                                                                        N =420      Zn ppm
                        50
                                                                                    Fe ppm
                        40

                        30
                    %
                    n
                    e
                    s
                    r
                    t




                        20
                    i




                        10

                         0
                                25           30        35      40      45      50   >55
                                                  Zn and Fe concentration, ppm
Special emphasize on rust resistance

• Luckily some of the 1st HPYT
  best bets possess Ug99
  resistance

• 2nd HPYT entries were selected
  considering Ug 99 data




                                   Singh et al.,
                                   2011
R² = 0.7367
                               60

                               50

                               40

                               30




                           M
                               20




                           R
                           X
                           n
                           C
                           Y
                           T
                           Z
                           F
                           )
                           (
                           I
                               10

                                0
                                    0        10            20        30        40          50        60         70
                                                                     ICP Zn (WAS)
50

45                                            R² = 0.684                N >200 samples
40                                                                                              Correlation b/n ICP
                                                                     Sets    No of samples
                                                                                                    & XRF (r2)
35                                                                   Set 1          570                   0.9

30                                                                   Set 2          800                   0.8
      M
      R
      X
      C
      Y
      e
      T
      F




                                                                     Set 3          1204                  0.7
      )
      (
      I




25
                                                                     Set 4          180                   0.7
20                                                                   Set 5          140                   0.6

15                                                                   Total          2894
     15   20   25        30             35        40            45
                    ICP Fe (WAS)
New opportunities within CIMMYT initiatives
         (SeeD, “WHEAT CRP”)
PVS: one of the ways for faster seed delivery
Product Testing & Release Schedule




Positive correlation between Fe and Zn - range for
crops: r = 0.3 to 0.8 - allows simultaneous
Molecular approach
   Association mapping
                                              14
Diverse origin of spelts,
dicoccon, synthetic and                       12

landraces derived
                                              10




                             % observations
COP confirms good                            8

enough diversity in the
panel                                         6


                                             4

Phenotyping: 3 reps
randomized trial (Alpha                       2


lattice-incomplete blocks)                    0
in Cd. Obregon                                     0.0   0.1   0.2   0.3   0.4       0.5
                                                                                 COP - value
                                                                                               0.6   0.7   0.8   0.9   1.0




Genotyping: SNP 90K illumina platform – Largest consortium
covering diverse material

Mapping/map position of SNP will be available in mid 2012

Also SSR genotyping with Dr Klaus, SARDI, Australia
Challenges

● Soil Zn heterogeneity
● Applied common ZnSO4
  100 kg/ha
● Soil Sampling in each check
  plots (Waxwing)
● Spatial experimental design
  & grid check approach
Product Attributes - Breeding trait in future
  Goal: micronutrient density as core Objectives
                        breeding
   will lead to Biofortification of all future varieties
    micronutrients are not subject to genetic erosion




                                                   Wolfgang H PFEIFFER
Conclusion
 Multi-location HPYT results were encouraging –
  Moderately high H2, high genetic correlations
 Leads were identified with high Zn and desirable yield
  potential
 Time to promote biofortified products in target countries
  and additional G x E testing in other countries
 Increasing trend for yield potential (and other desirable
  traits) over the years from new set of materials (with
  high Zn)
 Expanding breeding operations (↑ no. of crosses, double
  the size of YT)
 Second cycle of breeding enhance possibility of
  obtaining high Zn improved lines with good agronomy
 XRF allows fast-track screening of Zn and Fe
Breeding for enhanced Zinc and Iron concentration in CIMMYT spring wheat germplasm
Breeding for enhanced Zinc and Iron concentration in CIMMYT spring wheat germplasm

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Breeding for enhanced Zinc and Iron concentration in CIMMYT spring wheat germplasm

  • 1. Breeding for enhanced Zinc and Iron concentration in CIMMYT spring wheat germplasm Govindan Velu Global Wheat Program, International Maize and Wheat Improvement Center (CIMMYT)- Mexico E-mail: velu@cgiar.org MAZATLAN, JUNE 15, 2012
  • 2. Achieving sustainable food and nutritional security
  • 3. HarvestPlus Impact & Product Pathway Discovery HPlus I 2004-2008 Product Development and Delivery Plan Development HPlus II 2009-2013 Delivery HPlus III 2014+
  • 4. G8 summit supports for biofortified crops
  • 6. Potential donors for high Zn HONG HUA MAI HONG DUAN MANG
  • 8. Performance of 1st HarvestPlus International Wheat Yield Trial in target environments for Zn, 2010-11 50 Mexico 45 50% breeding Pakistan 40 target India 35 Pooled 30 100% 25 breeding 20 target % n e s r t i 15 10 5 0 0 1-2 3-4 5-6 7-8 Zn concentration (ppm) above the checks • >40% entries had atleast 50% target Zn (4 ppm) & 5-10% entries had full target Zn (8 ppm). • high heritability (0.7) and high genetic correlations between locations suggests low G x E.
  • 9. Grain yield potential of 1st HPYT across locations 30 % of 3 checks mean 25 % of local check 20 15 % n e E s r t i 10 5 0 <80 81-85 86-90 91-95 96-100 101-105 106-110 Grain yield (% over check) • 2-3 best leads were identified in India & Pakistan with 75-100% target Zn & better grain yield potential, rust resistance and superior end-use quality. • These leads are being evaluated in regional PVS/on-farm trials
  • 10. Performance of 1st HPYT across locationsAcross locations Zn (ppm)-Regional Global GY (% Agronomy Stem rust(Kenya) NJ End-use qualit Cross ppm % India Pak Asia Mex- Off- Ent Zn Fe 9 Hea Matu GRNH GRNP above target (5 (2 (7 2 PH seaso Main season (ppm) (ppm) sites d r RD % RO % checks level sites) sites sites) sites n CROC_1/AE.SQUARROSA (210)//INQALAB 435 91*2/KUKUNA/3/PBW343*2/KUKUNA 38.7 8.7 109 7.7 9.5 9.3 6.9 44.4 86 78 119 107 5MSS 5 MS APR_R 45 14 OASIS/SKAUZ//4*BCN/3/2*PASTOR/4/T.SPELT 412 A 35.1 5.1 64 3.3 6.1 4.4 6.1 40.2 97 93 130 105 20MSS 30 MSS APR_MR 41 12 PI348449/5/BAV92/3/OASIS/SKAUZ//4*BCN/4/ FRET2/TUKURU//FRET2*2/3/T.SPELTA 422 PI348530 35.0 5.1 63 2.4 5.9 5.7 3.2 39.4 87 94 131 115 20MSS 10 M APR_R 44 12 REH/HARE//2*BCN/3/CROC_1/AE.SQUARROSA (213)//PGO/4/HUITES/5/T.SPELTA 414 PI348599/6/REH/HARE//2*BCN/3/CROC_1/AE.S 35.0 5.0 63 3.6 3.2 5.7 2.4 40.7 91 96 136 105 20MSS 50 MSS MS 40 12 QUARROSA (213)//PGO/4/HUITES/7/QUAIU WBLL1*2/TUKURU/3/T.DICOCCON 424 PI94624/AE.SQUARROSA 34.8 4.9 61 1.1 4.0 3.7 6.5 38.0 80 85 128 110 30MSS 20 M APR_R-MR 43 13 (409)//BCN/4/WBLL1*2/TUKURU OASIS/SKAUZ//4*BCN/3/2*PASTOR/4/T.SPELT 413 A 34.7 4.8 60 3.0 7.4 4.2 4.1 39.7 96 93 130 109 20MSS 30 MSS APR_MR 36 12 PI348449/5/BAV92/3/OASIS/SKAUZ//4*BCN/4/ 432 GTO95.1.20/KIRITATI//MUU 34.6 4.6 58 1.3 5.1 4.1 5.1 38.2 79 89 131 104 5MSS 1 MSS APR_NIR 39 13 CROC_1/AE.SQUARROSA 433 (210)//PBW343*2/KUKUNA/3/PBW343*2/KUK 34.3 4.3 54 4.9 4.9 4.6 2.5 42.0 86 86 128 119 5MSS 1 MS APR_NIR 40 14 UNA CROC_1/AE.SQUARROSA 434 (210)//PBW343*2/KUKUNA/3/PBW343*2/KUK 34.2 4.2 52 3.0 6.9 4.0 4.1 41.4 91 88 129 119 40MSS 30 MSS APR_MR 41 13 UNA Checks 30.0 36.0 100 94 132 109 30MSS 47 12 Mean 32.1 1.1 2.9 1.5 1.0 37.8 92 89 130 108 42.5 12.3 Min 28.3 -2.6 -1.9 -1.6 -2.2 32.6 76 78 119 96 35.5 10.9 Max 38.7 7.7 9.5 9.3 6.9 44.4 107 102 140 119 59.5 14.3 SD 2.17 1.9 2.6 2.5 2.2 2.5 7.7 5.7 4.3 5.4 5.30 0.81
  • 11. Comparison of grain yield of BWIR advanced lines with H+ improved lines 30 H+ lines yield potential Irrigated BW lines yield 25 potential 20 Wild x Elite (N =>600) % entries 15 10 Elite x Elite (N =>4900) 5 0 5 0 0 5 0 5 0 5 5 5 0 1 <7 0 -7 -8 -8 -9 -9 10 11 11 >1 -1 80 85 90 70 75 0- 5- 0- 95 10 10 11 Grain yield (% checks mean)
  • 12. 60 Landraces derivative 50 Synthetic derivative T Spelta derivative 40 % entries from HPYT 30 20 10 0 <20 21-25 26-30 31-35 36-40 <45 Zn concentration (mg/kg)
  • 13. High H2 across and individual environment Trait Sites Entry Residual Grand LSD CV Heritability Variance Variance Mean E1 2.5 1.7 26.8 2.7 5.0 0.74 E2 6.7 4.2 34.0 4.3 6.2 0.76 E3 5.5 9.4 34.2 6.4 9.2 0.54 Grain E4 5.5 8.8 29.3 6.3 10.6 0.56 Zn E5 8.7 14.5 28.5 8.2 14.1 0.54 (mg/kg) E6 20.5 18.5 32.1 9.2 14.1 0.69 E7 0.8 19.7 31.3 9.2 14.4 0.07 E8 1.6 11.0 32.3 6.7 10.2 0.22 E9 18.1 10.6 44.1 6.5 7.2 0.77 Across 3.70 11.50 32.5 2.90 4.60 0.78 locations E1 9.6 3.6 32.6 3.8 5.8 0.84 E2 17.3 7.7 42.7 6.1 7.0 0.82 Grain E3 7.2 10.1 34.8 7.0 9.8 0.59 Fe E4 16.8 8.7 37.8 6.4 8.3 0.79 (mg/kg) E5 2.1 2.5 32.4 3.3 5.0 0.62 E6 11.3 3.7 37.3 4.0 5.3 0.86 E7 1.6 4.5 35.5 4.3 6.0 0.42 E8 0.1 13.8 41.3 7.9 9.4 0.01 E9 7.1 2.5 38.9 3.3 4.1 0.85 Across 5.10 6.60 37.0 2.40 3.30 0.88 locations
  • 14. 50 Associations y = 1.1761x R² = 0.59 40 30 m G p o F n c e a r ) ( t i 20 20 25 30 35 40 Grain Zn concentration (ppm) 40 Zn y = 1.3384x + 15.704 concentration R² = 0.2491 35 (ppm) 30 25 20 10.0 11.0 12.0 13.0 14.0 15.0 Protein %
  • 15. 170 y = 31.918x 160 R² = 0.06 150 -1) 140 Positive association of 130 Zn/Fe yield with grain 120 yield Z h k d n a g y e ( l i 110 100 3.0 3.5 4.0 4.5 5.0 Grain yield (tons ha-1) 200 y = 37.645x 190 R² = 0.33 180 170 -1) 160 150 140 130 F h k d a g y e ( l i 120 110 100 3.0 3.5 4.0 4.5 5.0 Grain yield (tons ha-1)
  • 16. Zn ppm Fe ppm GY PH XRF- ICP- XRF- ICP- % Zn and Fe t/ha cm CIM WAS CIM WAS checks concentration of Mean 33.9 41.1 31.0 31.7 6.8 101 102 Candidate lines Min 22.9 29.3 23.5 27.5 6.3 96 79 (C2HPYT) Y10-11 Max 65.4 58.7 41.2 37.6 7.5 114 116 SE 0.37 0.4 0.14 0.12 0.27 0.19 0.37 60 N =420 Zn ppm 50 Fe ppm 40 30 % n e s r t 20 i 10 0 25 30 35 40 45 50 >55 Zn and Fe concentration, ppm
  • 17. Special emphasize on rust resistance • Luckily some of the 1st HPYT best bets possess Ug99 resistance • 2nd HPYT entries were selected considering Ug 99 data Singh et al., 2011
  • 18.
  • 19. R² = 0.7367 60 50 40 30 M 20 R X n C Y T Z F ) ( I 10 0 0 10 20 30 40 50 60 70 ICP Zn (WAS) 50 45 R² = 0.684 N >200 samples 40 Correlation b/n ICP Sets No of samples & XRF (r2) 35 Set 1 570 0.9 30 Set 2 800 0.8 M R X C Y e T F Set 3 1204 0.7 ) ( I 25 Set 4 180 0.7 20 Set 5 140 0.6 15 Total 2894 15 20 25 30 35 40 45 ICP Fe (WAS)
  • 20. New opportunities within CIMMYT initiatives (SeeD, “WHEAT CRP”)
  • 21. PVS: one of the ways for faster seed delivery
  • 22. Product Testing & Release Schedule Positive correlation between Fe and Zn - range for crops: r = 0.3 to 0.8 - allows simultaneous
  • 23. Molecular approach Association mapping 14 Diverse origin of spelts, dicoccon, synthetic and 12 landraces derived 10 % observations COP confirms good 8 enough diversity in the panel 6  4 Phenotyping: 3 reps randomized trial (Alpha 2 lattice-incomplete blocks) 0 in Cd. Obregon 0.0 0.1 0.2 0.3 0.4 0.5 COP - value 0.6 0.7 0.8 0.9 1.0 Genotyping: SNP 90K illumina platform – Largest consortium covering diverse material Mapping/map position of SNP will be available in mid 2012 Also SSR genotyping with Dr Klaus, SARDI, Australia
  • 24. Challenges ● Soil Zn heterogeneity ● Applied common ZnSO4 100 kg/ha ● Soil Sampling in each check plots (Waxwing) ● Spatial experimental design & grid check approach
  • 25. Product Attributes - Breeding trait in future Goal: micronutrient density as core Objectives breeding will lead to Biofortification of all future varieties micronutrients are not subject to genetic erosion Wolfgang H PFEIFFER
  • 26. Conclusion  Multi-location HPYT results were encouraging – Moderately high H2, high genetic correlations  Leads were identified with high Zn and desirable yield potential  Time to promote biofortified products in target countries and additional G x E testing in other countries  Increasing trend for yield potential (and other desirable traits) over the years from new set of materials (with high Zn)  Expanding breeding operations (↑ no. of crosses, double the size of YT)  Second cycle of breeding enhance possibility of obtaining high Zn improved lines with good agronomy  XRF allows fast-track screening of Zn and Fe

Notas do Editor

  1. HarvestPlus is a delivery program considers the entire impact pathway
  2. Trait Heritability and GxE