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TEAM 3

     Characteristics of
     the kinase mutant
          TPK2 in
        bioreactors

         Beatriz Barrera
         Borja Garnelo
         Juan Carlos López
         Elliott James Williams
         Mr. Lobster
Strain TPK2

•   YCK401 is a background strain which has the tpk2 gene deleted.
•   We know that PKA has 2 catalytic subunits (Tpk) which are encoded by 3
    genes: tpk1,tpk2 and tpk3. On binding cAMP, PKA is able to phosphorylate
    some proteins. However, in mutants like ours, it can be assumed that some
    of that proteins may not be phosphorylated. We’ll see it later.
PKA pathway




(Zaman S, et al., Annu. Rev. Genet., 2008)
PKA pathway

   As we have said, PKA is a heterotetramer composed of two catalytic subunits
    and two regulatory subunits. Tpk1, tpk2, tpk3 genes encode the catalytic
    subunits and seems to be an important check point in protein phosphorylations.

   The activation of PKA via Ras is in response to intracellular acidification, which
    helps activating Cyr1 by phosphorylation. Cyr1 modifies ATP into cAMP, that is
    going to bind the regulatory subunits, freeing Tpk.

   Tpk participates in a negative feed-back. So, when we have high levels of Tpk, it
    can activate Pde1,2 (transforms cAMP into an activated form) and inhibite Cyr1,
    so free levels of PKA decreases.

    Some of the well-characterized substrates for these kinase subunits include
    proteins involved in metabolism of storage carbohydrates, enzymes in glycolysis
    and gluconeogenesis, and transcription factors regulating stress response,
    ribosomal biogenesis, and carbohydrate metabolism. So, PKA serves as a central
    regulator of the metabolic and transcriptional status of the yeast cell.
VOLUME INOCULATED


        We diluted 3 times,
     0.33 x 1.5 = Volume x 4.24
              so
       Volume = 120 ml
Amount of substrate (g/l)




                    10,0000




                     0,0000
                     1,0000
                     2,0000
                     3,0000
                     4,0000
                     5,0000
                     6,0000
                     7,0000
                     8,0000
                     9,0000
            0,
              00
            2,
              00
            4,
              00
            6,
              00
            8,
              0
           10 0
             ,0
           12 0
             ,0
           14 0
             ,0
           16 0
             ,0
           18 0
             ,0
           20 0
             ,0
           22 0
             ,0
           24 0
             ,0
           26 0
             ,0




Time (h)
           28 0
             ,0
           30 0
             ,0
           32 0
             ,0
           34 0
             ,0
           36 0
             ,0
           38 0
             ,0
           40 0
             ,0
           42 0
             ,0
           44 0
             ,0
                0
                                                      Substrate in fermenter as time goes by




                      ethanol
                                            glucose
                                galactose
Amount of substrate (g/l)
                                                                                                                                                      10,0000




                                                                                                            0,0000
                                                                                                            1,0000
                                                                                                            2,0000
                                                                                                                     3,0000
                                                                                                                     4,0000
                                                                                                                     5,0000
                                                                                                                     6,0000
                                                                                                                     7,0000
                                                                                                                                                       8,0000
                                                                                                                                                       9,0000
                                                                                                    0,
                                                                                                    1,00
                                                                                                    2,00
                                                                                                    3,00
                                                                                                      0
                                                                                                    4, 0




                                        10
                                             12




0
    2
         4
                  6
                              8
                                                                                                    5,00
                                                                                                    6,00
                                                                                                    7,00
                                                                                                      0
                                                                                                    8, 0
                                                                                                    9,00
                                                                                                   10 00
                                                                                                   11,00
                                                                                                   12,00
                                                                                                   13,00
                                                                                                   14,00
                                                                                                   15,00
                                                                                                   16,00
                                                                                                   17,00
                                                                                                   18,00
                                                                                                   19,00
                                                                                                   20,00
                                                                                                   21,00
                                                                                                   22,00
                                                                                                   23,00
                                                                                                   24,00
                                                                                                   25,00
                                                                                        Time (h)




                                                                                                   26,00
                                                                                                   27,00
                                                                                                   28,00
                                                                                                   29,00
                                                                                                   30,00
                                                                                                   31,00
                                                                                                   32,00
                                                                                                   33,00
                                                                                                   34,00
                                                                                                   35,00
                                                                                                   36,00
                                                                                                   37,00
                                                                                                   38,00
                                                                                                   39,00
                                                                                                   40,00
                                                  Accumulation of substrates in cells




                                                                                                   41,00
                                                                                                   42,00
                                                                                                   43,00
                                                                                                   44,00
                                                                                                   45,00
                                                                                                                                                                Amount of substrate being used in Mr Lobster by the cells




                                                                                                     ,0
                                                                                                        0
                              glucose



        ethanol
                  galactose
                                                                                                                      ethanol
                                                                                                                                            glucose
                                                                                                                                galactose
Weight Of Filter Before                                Weight Of Filter After                    Calculated Weight      Average      Dry weight
Time (h)                                     Filter 1                 Filter 2                 Filter 1                   Filter 2                                                       Biomass (g)
                                             weight     Filter 2 No   weight                   weight      Filter 2 No    weight      Filter 1   Filter 2   Weight (*)      (g/l)
           Filter 1 No                                                           Filter 1 No
   0.00                                                                                                                                                                   0.2810176       0.4215264
   1.00                                                                                                                                                                    0.367483       0.5512245
   2.00                                                                                                                                                                   0.2893735      0.43406025
   3.00                                                                                                                                                                   0.3126247      0.46893705
   4.00        7                             0.0776                                  7         0.0806                                  0.003                    0.3       0.3544042       0.5316063
   5.00        2                             0.0769         6         0.0776         2         0.0788          6          0.0806      0.0019      0.003       0.245       0.6297856       0.9446784
   6.00        1                              0.078         8         0.0784         1         0.0785          8           0.08       0.0005     0.0016       0.105       0.8187016       1.2280524
   7.00        3                             0.0772         9         0.0785         3         0.0782          9          0.0832       0.001     0.0047       0.285        0.995992        1.493988
   8.00       19                             0.0778        24         0.0779        19         0.0855         24          0.0788      0.0077     0.0009        0.43       1.3389472       2.0084208
  22.50       12                             0.0774        16          0.078        12         0.0992         16          0.0794      0.0218     0.0014        1.16       2.3213104       3.4819656
  23.50       11                             0.0774        10         0.0778        11         0.0943         10          0.0783      0.0169     0.0005        0.87       2.0074192       3.0111288
  24.50                                                                                                                                                                   2.2399312       3.3598968
  26.50       22                              0.078                                 22         0.1011                                 0.0231     0.0231        2.31       2.2631824       3.3947736
  27.50       25                              0.078        26          0.078        25         0.0993         26          0.0996      0.0213     0.0216       2.145       2.3154976       3.4732464
  45.50       23                             0.0782        21         0.0781        23         0.1033         21          0.1022      0.0251     0.0241        2.46       2.7630832       4.1446248




                                            4,5
                                             4
                   Cell concentration (g)




                                            3,5
                                             3
                                            2,5
                                             2
                                            1,5
                                             1
                                            0,5
                                             0
                                              0,00           5,00         10,00          15,00            20,00          25,00       30,00       35,00        40,00      45,00        50,00
                                                                                                                    Time (h)
Amount of glucose (g/l)




                                                                                                                          10,0000




                   0,0000
                            1,0000
                                                 2,0000
                                                           3,0000
                                                                    4,0000
                                                                             5,0000
                                                                                      6,0000
                                                                                               7,0000
                                                                                                        8,0000
                                                                                                                 9,0000
            0,00
            1,00
            2,00
            3,00
            4,00
            5,00
            6,00
            7,00
            8,00
            9,00
           10,00
           11,00
           12,00
           13,00




Time (h)
           14,00
           15,00
           16,00
           17,00
           18,00
           19,00
           20,00
           21,00
           22,00
           23,00
           24,00
           25,00
           26,00
           27,00
                                                                             1
                                                                                                                          10




                   0,1




                                                              Dry weight (g/l)
                                                 glucose
                                                                                                                                    Correlation between glucose and DW




                            Average Dry Weight
CO2 Analysis
                                                                                                                                               Variance of the CO2 respect time
                                             Variance of the CO2 respect time
                                                                                                                                       1.400
                            10
                                                                                                                                       1.200
                                                                                                                                       1.000




                                                                                                                            dCO2 (%)
                              1
                                                                                                                                       0.800
 dCO2 (%)




                                   0   500     1000     1500          2000     2500      3000
                                                                                                                                       0.600

                            0.1                                                                                                        0.400
                                                                                                                                       0.200
                                                                                                                                       0.000
                    0.01                                                                                                                       0       500   1000       1500         2000     2500   3000
                                                      Time (min)                                                                                                    Time (minutes)




                                                                                                                                                   Variance of CO2 normalised respect time
                                         Variance of the CO2 normalised respect time
                                                                                                                                 1.200
                             10



                                                                                                       dO2 normalised (%)
       dO2 normalised (%)




                                                                                                                                 1.000
                                                                                                                                 0.800
                              1
                                   0   500     1000    1500        2000      2500     3000      3500                             0.600
                                                                                                                                 0.400
                             0,1
                                                                                                                                 0.200
                                                                                                                                 0.000
                            0,01
                                                                                                                                          0            500     1000          1500           2000     2500   3000
                                                         Time (min)
                                                                                                                                                                        Time (minutes)
Specific CO2 growth rate

                         Max specific growth rate
                                y = 0,1747e0,1945x
                35
                30
                25
      CO2 (g)




                20
                15
                10
                5
                0
                0,000   5,000   10,000 15,000 20,000 25,000 30,000
                                       Tim e (h)
Correlation between O.D and DW


                                       y = 0,545x + 0,2733


                   5
  Dry Weight (g)




                   4
                   3
                   2
                   1
                   0
                       0   1   2   3            4            5   6   7   8
                                             OD600
OD600




                                                                                                               0
                                                                                                               1
                                                                                                               2
                                                                                                               3
                                                                                                               4
                                                                                                               5
                                                                                                               6
                                                                                                               7
                                                                                                               8
                                                                                                      0,
                                                                                                      1, 00
                                                                                                      2, 00
                                                                                                      3, 00
                                                                                                      4, 00
                                                                                                      5, 00
                                                                                                      6, 00
                                                                                                      7, 00
                                                                                                      8, 00
                 OD600                                                                                9 00
                                                                                                     10 , 00




           0.1
                     1
                         10
                                                                                                     11 ,00




                 2
                                                                                                     12 ,00
                                                                                                     13 ,00
                                                                                                     14 ,00
                                                                                                     15 ,00
                                                                                                     16 ,00
                                                                                                     17 ,00
                                                                                                     18 ,00
                                                                                                     19 ,00




                 3
                                                                                                     20 ,00
                                                                                                     21 ,00
                                                                                                     22 ,00
                                                                                                     23 ,00
                                                                                                     24 ,00
                                                                                                     25 ,00
                                                                                                     26 ,00




                 4
                                                                                         T ime (h)




                                                                                                     27 ,00
                                                                                                     28 ,00
                                                                                                     29 ,00
                                                                                                     30 ,00
                                                                                                     31 ,00
                                                                                                     32 ,00
                                                                                                     33 ,00



                 5
                                                                                                     34 ,00
                                                                                                     35 ,00
                                                                                                     36 ,00
                                                                                                     37 ,00
                                                                                                     38 ,00
                                                                                                     39 ,00



Time (h)
                                                                                                     40 ,00
                                                                                                     41 ,00
                 6


                                                                                                     42 ,00
                              y = 0.1057e0.4407x




                                                                                                     43 ,00
                                                                                                     44 ,00
                                                                                                     45 ,00
                                                                                                        ,0
                                                                                                           0
                                                                                                                                            Cell density in the fermenter as time increases




                                                                                                               0
                                                                                                               1
                                                                                                               2
                                                                                                               3




                 7
                                                                                                               0,5
                                                                                                               1,5
                                                                                                               2,5




                                                   Max Specific growth rate on glucose




                 8
                                                                                                               Average
                                                                                                               Weight (*)
                                                                                                                              R eal OD600




                 9
Yield Coefficients (Ysx)
  We calculated the Ysx numerically:                                                   Ysx on glucose
                                                                                           y = 0,218x + 0,3879

            Yxs = x / s                                        5

            Yxs = (x2 - x1) / (s2 - s1)                        4




                                             Dry Weigh (g)
                                                               3

            Dry Weight (g)                                     2

                                                               1

            · Glucose (g)                                      0
                                                               0,0000 2,0000    4,0000 6,0000 8,0000 10,0000 12,0000 14,0000 16,0000
            Yxs = 0.218
                                                                                                Glucose (g)



                                                                                          Ysx on glucose

            Dry Weight (Cmols)                                                              y = 0,2378x + 0,0141

                                                             0,16
                                                             0,14
                                          Biomass (Cmols)




             · Glucose (Cmol)                                0,12
                                                              0,1
             Yxs = 0.2378                                    0,08
                                                             0,06
                                                             0,04
                                                             0,02
                                                                0
                                                                0,0000 0,0500 0,1000 0,1500 0,2000 0,2500 0,3000 0,3500 0,4000 0,4500 0,5000
                                                                                              Glucose used (Cmols)
Yield Coefficients (Ysx)
                                                                       Ysx on galactose
                                                                        y = 0,1911x + 0,8633

      Dry Weight (g)                         5
                                             4

      · Galactose (g)




                             DW (g)
                                             3

      Yxs = 0.2175
                                             2
                                             1
                                             0
                                                 0       2         4    6         8       10    12         14   16
                                                                        Galactose used (g)




                                                                       Ysx on galactose

      Dry Weight (Cmols)
                                                                        y = 0,2084x + 0,0314
                                             0,16
                                             0,14
                           Biomass (Cmols)
      · Galactose (Cmol)
                                             0,12
                                              0,1

      Yxs = 0.2373
                                             0,08
                                             0,06
                                             0,04
                                             0,02
                                                0
                                                     0       0,1            0,2          0,3         0,4        0,5
                                                                            Galactose (Cmols)
Yield Coefficients (Yse)
 We calculate the Yse numerically:                                                                            Yse on glucose
                                                                                                               y = 0,5487x + 0,0351
                                                                            10,0000
           Yse = e / s                                                       9,0000




                                         Ethanol produced(g)
           Yse = (e2 - e1) / (s2 - s1)
                                                                             8,0000
                                                                             7,0000
                                                                             6,0000
                                                                             5,0000
           Ethanol (g)                                                       4,0000
                                                                             3,0000
                                                                             2,0000

           · Glucose (g)
                                                                             1,0000
                                                                             0,0000
           Yse = 0.581                                                             0,0000   2,0000   4,0000   6,0000    8,0000   10,0000   12,0000   14,0000   16,0000
                                                                                                                       Glucose used (g)



                                                                                                              Yse on galactose
                                                                                                               y = 0,4973x + 1,1397
                                                                             10,0000
                                                                              9,0000
                                                     Ethanol Produced (g)




           Ethanol (g)                                                        8,0000
                                                                              7,0000
                                                                              6,0000

           · Galactose (g)
                                                                              5,0000
                                                                              4,0000
           Yse = 0.58                                                         3,0000
                                                                              2,0000
                                                                              1,0000
                                                                              0,0000
                                                                                       0        2       4        6          8         10     12        14       16
                                                                                                                  Galactose Used (g)
Yield Coefficients (Ysc)
                                           Ysc on glucose
                                          y = 0,3795x - 0,2286
                    3
                   2,5

         CO2 (g)    2
                   1,5
                    1
                   0,5
                    0
                    0,0000   1,0000   2,0000   3,0000   4,0000    5,0000   6,0000   7,0000
                                               Glucose used (g)



                                  We calculate Ysc numerically:
                                             Ysc = c/s
                                      Ycs = (c2-c1) / (s2-s1)

                                                   CO2 (g)

                                                  . Glucose
                                                  Ycs = 0,352
CO2 Analysis
                            Variance of the CO2 respect time

            10




             1
dCO2 (%)




                  0   500     1000     1500                          2000     2500         3000



            0,1




           0,01
                                     Time (min)




                                                                                       Variance of the CO2 normalised respect time

                                                                    10
                                              dO2 normalised (%)




                                                                     1
                                                                          0          500          1000   1500      2000   2500   3000   3500

                                                                    0,1



                                                                   0,01
                                                                                                           Time (min)
TPK2 vs Wild Type
                                                                                                                     Variance of CO2 normalised

                                                                                                        1.200

   CO2 analysis




                                                                                   dO2 normalised (%)
                                                                                                        1.000
                                                                                                        0.800
                                                                                                        0.600
                                                                                                        0.400
                                                                                                        0.200
                                                                                                        0.000
                                                                                                                0        500    1000       1500         2000   2500   3000
                                                                                                                                       Time (minutes)




                                               Varianc e of C O2 normalis ed (T E AM 1)

                                0,8
                                0,7
      dC O2 norm alis ed (% )




                                0,6
                                0,5
                                0,4
                                0,3
                                0,2
                                0,1
                                 0
                                      0   5   10     15     20      25        30   35                      40       45     50
                                                                 T im e (h)
TPK2 vs Wild Type (Ysx)
                                                       Ysx on glucose                                                                                               Ysx on galactose
                                                         y = 0,2378x + 0,0141                                                                                        y = 0,2084x + 0,0314
                  0,16                                                                                                                      0,16
                  0,14                                                                                                                      0,14




                                                                                                                          Biomass (Cmols)
Biomass (Cmols)




                  0,12                                                                                                                      0,12
                   0,1                                                                                                                       0,1
                  0,08                                                                                                                      0,08
                  0,06                                                                                                                      0,06
                  0,04                                                                                                                      0,04
                  0,02                                                                                                                      0,02
                     0                                                                                                                         0
                     0,0000 0,0500 0,1000         0,1500 0,2000 0,2500 0,3000 0,3500        0,4000 0,4500 0,5000                                   0     0,1              0,2          0,3            0,4             0,5

                                                           Glucose used (Cmols)                                                                                           Galactose (Cmols)




                                                                                               Ysx on substrates (TEAM 1)
                                                                                                                                                               y = 0,1288x + 0,0682
                                       0,12

                                        0,1
                      Biomass (Cmol)




                                       0,08
                                                                                                                                                                                                    Glucose(Cmol)
                                       0,06
                                                                                                                                                                                                    Galactose(Cmol)
                                       0,04
                                                               y = 0.3407x + 0.0008
                                       0,02

                                         0
                                              0         0,05                          0,1                 0,15                                     0,2             0,25                       0,3
                                                                                                 Substrates used (Cmol)
TPK2 vs Wild Type
                                                                                                        Yse on glucose
                                                                                                             y = 0,5487x + 0,0351
                                                                    10,0000


    Yse on glucose
                                                                     9,0000




                                              Ethanol produced(g)
                                                                     8,0000


  (Ethanol produced
                                                                     7,0000
                                                                     6,0000
                                                                     5,0000

         (g))                                                        4,0000
                                                                     3,0000
                                                                     2,0000
                                                                     1,0000
                                                                     0,0000
                                                                           0,0000   2,0000    4,0000     6,0000       8,0000   10,0000   12,0000   14,0000   16,0000
                                                                                                                    Glucose used (g)



                                          Y s e on g lu c os e (T E AM 1)
                                                                        y = 0.5599x + 0.0698
                              1,2

                              1,0
            E thanol (g /l)




                              0,8

                              0,6

                              0,4

                              0,2

                              0,0
                                    0   0,5                                    1                       1,5                      2
                                                                     G luc ose use d (g /l)
TPK2 vs Wild Type
                                                                                                      Yse on galactose
                                                                                                       y = 0,4973x + 1,1397
                                                                         10,0000
                                                                          9,0000
   Yse on galactose




                                                  Ethanol Produced (g)
                                                                          8,0000
                                                                          7,0000

  (Ethanol produced                                                       6,0000
                                                                          5,0000

          (g))                                                            4,0000
                                                                          3,0000
                                                                          2,0000
                                                                          1,0000
                                                                          0,0000
                                                                                   0    2         4      6          8     10   12   14   16
                                                                                                         Galactose Used (g)




                                               Y s e o n g alac to s e (T E AM 1)
                                                                            y = 0.5292x + 0.529
                             7,0
                             6,0
                             5,0
           E thanol (g /l)




                             4,0
                             3,0
                             2,0
                             1,0
                             0,0
                                   0,0   2,0                   4,0           6,0          8,0                10,0       12,0
                                                                 G a la c tose use d (g /l)
TPK2 vs Wild Type
                                                                                                         Ysc on glucose
                                                                                                     y = 0,3795x - 0,2286

   Ysc on glucose
                                                                          3


      (CO2 g)
                                                                         2,5
                                                                          2




                                                               CO2 (g)
                                                                         1,5
                                                                          1
                                                                         0,5
                                                                          0
                                                                          0,0000     1,0000     2,0000     3,0000     4,0000         5,0000        6,0000   7,0000
                                                                                                          Glucose used (g)


                                                                          Ysc on substrates (TEAM 1)

                                     0,35                                                                                        40
                                      0,3                                                                                        35
         C O 2 produc ed




                                                                                                   y = 0.4589x + 0.1533
                                     0,25                                                                                        30




                                                                                                                                       T ime (h)
                           (C mol)




                                                                                                                                 25
                                      0,2                                                                                                          G luc os e(C mol)
                                                                                                                                 20
                                     0,15
                                                                                                   y = 0.478x - 0.0077           15
                                      0,1                                                                                        10
                                                                                                                                                   G alac tos e(C m
                                     0,05                                                                                        5                 ol)
                                       0                                                                                         0
                                            0   0,05   0,1   0,15          0,2     0,25   0,3     0,35     0,4      0,45   0,5
                                                                    S ubs trates us ed (C mol)
TPK2 vs SNF1
                                                                       Variance of CO2 normalised

                                                      1.200




                                 dO2 normalised (%)
  CO2 analysis
                                                      1.000
                                                      0.800
                                                      0.600
                                                      0.400
                                                      0.200
                                                      0.000
                                                              0         500        1000       1500         2000   2500   3000
                                                                                          Time (minutes)



                                 Variance of CO2 normalised (TEAM 2)
                       10
                        9
                        8
                        7
             CO2 (g)




                        6
                        5
                        4
                        3
                        2
                        1
                        0
                            0   10                                20          30            40             50       60
                                                                          Time (h)
TPK2 vs SNF1
                                                                                                    Ysx on glucose
                                                                                                      y = 0,2378x + 0,0141

                                                                    0,16
                                                                    0,14




                                                  Biomass (Cmols)
                                                                    0,12


  Ysx on glucose
                                                                     0,1
                                                                    0,08


  (Biomass Cmol)
                                                                    0,06
                                                                    0,04
                                                                    0,02
                                                                       0
                                                                       0,0000 0,0500 0,1000   0,1500 0,2000 0,2500 0,3000 0,3500     0,4000 0,4500 0,5000
                                                                                                         Glucose used (Cmols)



                                                                                   Ysx on glucose (TEAM 2)
                                                                                          y = 0.1347x + 0.0094
                              0.018
                              0.016
                              0.014
            Biomass (c-mol)




                              0.012
                               0.01
                              0.008
                              0.006
                              0.004
                              0.002
                                 0
                                      0   0.005                      0.01      0.015     0.02        0.025        0.03       0.035   0.04    0.045     0.05
                                                                                                Glucose (c-mol)
TPK2 vs SNF1
                                                                                                     Yse on glucose
                                                                                                          y = 0,5487x + 0,0351
                                                               10,0000
                                                                9,0000




                                         Ethanol produced(g)
                                                                8,0000
                                                                7,0000

   Yse on glucose
                                                                6,0000
                                                                5,0000

 (Ethanol produced
                                                                4,0000
                                                                3,0000

         g)
                                                                2,0000
                                                                1,0000
                                                                0,0000
                                                                      0,0000   2,0000       4,0000       6,0000    8,0000   10,0000   12,0000   14,0000   16,0000
                                                                                                                  Glucose used (g)



                                                                                        Yse on glucose (TEAM 2)
                                                                                                 y = 0.2116x + 0.2557
                               2.5

                                2
                 Ethanol (g)




                               1.5

                                1


                               0.5


                                0
                                     0                          1          2            3            4            5              6      7          8          9     10
                                                                                                            Glucose (g)
TPK2 vs SNF1
                                                                                Ysc on glucose
                                                                               y = 0,3795x - 0,2286
                                                       3

  Ysc on glucose                                      2,5


     (CO2 g)
                                                       2




                                            CO2 (g)
                                                      1,5
                                                       1
                                                      0,5
                                                       0
                                                       0,0000    1,0000   2,0000    3,0000    4,0000   5,0000   6,0000   7,0000
                                                                                    Glucose used (g)



                                                  Ysc on glucose (TEAM 2)
                                                                y = 0.5157x - 0.0888
                      0.9
                      0.8
                      0.7
                      0.6
            CO2 (g)




                      0.5
                      0.4
                      0.3
                      0.2
                      0.1
                       0
                            0   0.2   0.4               0.6         0.8         1            1.2       1.4        1.6        1.8
                                                                     Glucose (g)
Comparison table

                 Ysx on     Ysx on     Yse on     Yse on     Ysc on    Growth Rate   Growth Rate   Growth Rate
   Strain        glucose   galactose   glucose   galactose   glucose     glucose      galactose      Ethanol     Biomass

                 (gg-1)     (gg-1)     (gg-1)     (gg-1)     (gg-1)       (h-1)         (h-1)         (h-1)      (gl-1)

 WT - Team 1     0,296       0,112      0,55        n.a       0,66        0,44          0,045         0,07        2,66
 WT - Team 4     0,124      0,376      0,312        0        0,758        0,328         0,057          0           2,8
 SNF1 - Team 2    0,12        0         0,21        0         0,51        0,11            0            0          1,61
 SNF1 - Team 5    0,12        0         0,24        0         0,23        0,13            0            0           1,2
 TPK2 - Team 3   0,218       0,191     0,549       0,49      0,378        0,43           n.a           n.a        2,76
 TPK2 - Team 6    0,15       0,23       0,23       0,43       0,48        0,26          0,08           0,1        3,83
Carbon balance
           Glucose in      Galactose in    Biomass     Succinato     Accetate      Glycerol        Ethanol      Ethanol      CO2           CO2
Time (h)
           ferm. (Cmol)   ferm. (Cmols)     (Cmols)     (Cmols)       (Cmols)      (Cmols)       produced (g)   (Cmols)     prod. (g)   prod. (Cmol)
  0,00        0,4756       0,469451327    0,01832823                   0,0027                      0,5003       0,0334         0           0,0000
  1,00     0,459047551     0,459613822    0,02004453                   0,0026                      0,5356       0,0357    0,00079691       0,0000
  2,00     0,452636162     0,461264404    0,01578401    0,0018         0,0026       0,0007         0,6397       0,0426    0,00103598       0,0000
  3,00     0,440609389     0,461917886    0,01705226    0,0022         0,0026       0,0007         0,7592       0,0506    0,00127505       0,0000
  4,00     0,424343979     0,462041649    0,01933114    0,0031         0,0025                      0,9289       0,0619    0,00135475       0,0000
  5,00     0,399134745     0,463599485    0,03435194    0,0039         0,0022                      1,2067       0,0804    0,00135475       0,0000
  6,00     0,366107147     0,463174676    0,04465645    0,0047         0,0021                      1,5617       0,1041     0,0128568       0,0003
  7,00     0,323906116     0,471833846    0,05432684    0,0060         0,0020       0,0016         2,0831       0,1389    0,01684134       0,0004
  8,00     0,255707175      0,45674963    0,07303348    0,0072         0,0018       0,0021         2,7337       0,1822    0,02024149       0,0005
 22,50           0         0,039912279    0,12661693    0,0342         0,0008       0,0115         9,1454       0,6097    0,01973678       0,0004
 23,50           0         0,010723918    0,10949559    0,0357         0,0009       0,0119         9,3072       0,6205    0,01389278       0,0003
 24,50           0          0,00927677    0,12217807    0,0349         0,0020       0,0124         9,1026       0,6068    0,00286887       0,0001
 26,50           0         0,007590914    0,12344631    0,0350         0,0033       0,0147         8,5337       0,5689    0,00257667       0,0001
 27,50           0         0,006428087    0,12629987    0,0344         0,0018       0,0168         8,0572       0,5371    0,00268293       0,0001
 45,50           0         0,006743729    0,15071363    0,0300         0,0020       0,0221         3,6456       0,2430    0,00265636       0,0001
                                               INPUT         SUM           Difference        % error
                                                  0,9994
                                             0,99939992           0,9770    0,02239906   2,23990569
                                             0,99939992           0,9775    0,02192459   2,19245869
                                             0,99939992           0,9758    0,02362163   2,36216317
                                             0,99939992           0,9732    0,02621192   2,62119219
                                             0,99939992           0,9836    0,01577527   1,57752747
                                             0,99939992           0,9851    0,01426147   1,42614745
                                             0,99939992           0,9989    0,00046984   0,04698416
                                             0,99939992           0,9794    0,02003938   2,00393766
                                             0,99939992           0,8232    0,17633321   17,6333212
                                             0,99939992           0,7895    0,21001142   21,0011419
                                             0,99939992           0,7877     0,2118361   21,1836104
                                             0,99939992           0,7530    0,24658696   24,6586964
                                             0,99939992           0,7229    0,27664874   27,6648736
                                             0,99939992           0,4547    0,54501207   54,5012066
Sample for transcription analysis


     The sample we took for transcription analysis was the last one of the first
      day, assigned as sample number G3.8. It was obtained in the ninth hour of
      the fermentation process. It should be taken at this time because it’s when
      all the cells are growing up in an ideal environment.




     It is important to know because transcriptome analysis will show what mRNA
      was present in the cell during that period of time. A cross comparison with
      the dates shows what proteins were being used by the microorganism when
      there was glucose in the media.
Other aspects

    Crabtree effect. When the level of glucose goes beyond a critical
     concentration, the ability of the yeast to oxide glucose is diminished and
     the microorganism begins to express a mixed metabolism which includes a
     respiration pathway (now limited) and a fermentation pathway too (which is
     now very active). Nevertheless, there’s no evidence of the Crabtree effect
     because of the glucose and ethanol levels (they don’t fit as we expected).
    We can see glucose repression of growth on galactose. During the time that
     there is glucose in the media, galactose is not used by the culture because
     glucose inhibits it. However, when the concentration of glucose arrives to a
     critical low level, it stops inhibiting galactose´s use and the culture starts
     to grow up with it.
    It may be gluconeogenesis because of the use of ethanol behind the
     glucose/galactose one.
    The strain was able to grow up with both substrates (galactose and ethanol).
     This can be seen if you look at the decreasing levels of them.
    The strain grew up fast because the levels of the different substrates
     went down easily in comparison to the other strains.
Snf1 mutation


                Tpk2 mutation
Snf1 mutation




Tpk2 mutation
Tpk2 mutant
Snf1 mutant
References


    Protein phosphorylation and dephosphorylation. Michael J.R. Starks
    Online and in situ monitoring of biomass in submerged cultivations. Olsson,L.
     and J.Nielsen.
    How Saccharomyces responds to nutrients. Shania Zaman et al.
So, we got it! Thank you guys!

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Characteristics of the kinase mutant TPK2 in bioreactors

  • 1. TEAM 3 Characteristics of the kinase mutant TPK2 in bioreactors Beatriz Barrera Borja Garnelo Juan Carlos López Elliott James Williams Mr. Lobster
  • 2. Strain TPK2 • YCK401 is a background strain which has the tpk2 gene deleted. • We know that PKA has 2 catalytic subunits (Tpk) which are encoded by 3 genes: tpk1,tpk2 and tpk3. On binding cAMP, PKA is able to phosphorylate some proteins. However, in mutants like ours, it can be assumed that some of that proteins may not be phosphorylated. We’ll see it later.
  • 3. PKA pathway (Zaman S, et al., Annu. Rev. Genet., 2008)
  • 4. PKA pathway  As we have said, PKA is a heterotetramer composed of two catalytic subunits and two regulatory subunits. Tpk1, tpk2, tpk3 genes encode the catalytic subunits and seems to be an important check point in protein phosphorylations.  The activation of PKA via Ras is in response to intracellular acidification, which helps activating Cyr1 by phosphorylation. Cyr1 modifies ATP into cAMP, that is going to bind the regulatory subunits, freeing Tpk.  Tpk participates in a negative feed-back. So, when we have high levels of Tpk, it can activate Pde1,2 (transforms cAMP into an activated form) and inhibite Cyr1, so free levels of PKA decreases.  Some of the well-characterized substrates for these kinase subunits include proteins involved in metabolism of storage carbohydrates, enzymes in glycolysis and gluconeogenesis, and transcription factors regulating stress response, ribosomal biogenesis, and carbohydrate metabolism. So, PKA serves as a central regulator of the metabolic and transcriptional status of the yeast cell.
  • 5. VOLUME INOCULATED We diluted 3 times, 0.33 x 1.5 = Volume x 4.24 so Volume = 120 ml
  • 6. Amount of substrate (g/l) 10,0000 0,0000 1,0000 2,0000 3,0000 4,0000 5,0000 6,0000 7,0000 8,0000 9,0000 0, 00 2, 00 4, 00 6, 00 8, 0 10 0 ,0 12 0 ,0 14 0 ,0 16 0 ,0 18 0 ,0 20 0 ,0 22 0 ,0 24 0 ,0 26 0 ,0 Time (h) 28 0 ,0 30 0 ,0 32 0 ,0 34 0 ,0 36 0 ,0 38 0 ,0 40 0 ,0 42 0 ,0 44 0 ,0 0 Substrate in fermenter as time goes by ethanol glucose galactose
  • 7. Amount of substrate (g/l) 10,0000 0,0000 1,0000 2,0000 3,0000 4,0000 5,0000 6,0000 7,0000 8,0000 9,0000 0, 1,00 2,00 3,00 0 4, 0 10 12 0 2 4 6 8 5,00 6,00 7,00 0 8, 0 9,00 10 00 11,00 12,00 13,00 14,00 15,00 16,00 17,00 18,00 19,00 20,00 21,00 22,00 23,00 24,00 25,00 Time (h) 26,00 27,00 28,00 29,00 30,00 31,00 32,00 33,00 34,00 35,00 36,00 37,00 38,00 39,00 40,00 Accumulation of substrates in cells 41,00 42,00 43,00 44,00 45,00 Amount of substrate being used in Mr Lobster by the cells ,0 0 glucose ethanol galactose ethanol glucose galactose
  • 8. Weight Of Filter Before Weight Of Filter After Calculated Weight Average Dry weight Time (h) Filter 1 Filter 2 Filter 1 Filter 2 Biomass (g) weight Filter 2 No weight weight Filter 2 No weight Filter 1 Filter 2 Weight (*) (g/l) Filter 1 No Filter 1 No 0.00 0.2810176 0.4215264 1.00 0.367483 0.5512245 2.00 0.2893735 0.43406025 3.00 0.3126247 0.46893705 4.00 7 0.0776 7 0.0806 0.003 0.3 0.3544042 0.5316063 5.00 2 0.0769 6 0.0776 2 0.0788 6 0.0806 0.0019 0.003 0.245 0.6297856 0.9446784 6.00 1 0.078 8 0.0784 1 0.0785 8 0.08 0.0005 0.0016 0.105 0.8187016 1.2280524 7.00 3 0.0772 9 0.0785 3 0.0782 9 0.0832 0.001 0.0047 0.285 0.995992 1.493988 8.00 19 0.0778 24 0.0779 19 0.0855 24 0.0788 0.0077 0.0009 0.43 1.3389472 2.0084208 22.50 12 0.0774 16 0.078 12 0.0992 16 0.0794 0.0218 0.0014 1.16 2.3213104 3.4819656 23.50 11 0.0774 10 0.0778 11 0.0943 10 0.0783 0.0169 0.0005 0.87 2.0074192 3.0111288 24.50 2.2399312 3.3598968 26.50 22 0.078 22 0.1011 0.0231 0.0231 2.31 2.2631824 3.3947736 27.50 25 0.078 26 0.078 25 0.0993 26 0.0996 0.0213 0.0216 2.145 2.3154976 3.4732464 45.50 23 0.0782 21 0.0781 23 0.1033 21 0.1022 0.0251 0.0241 2.46 2.7630832 4.1446248 4,5 4 Cell concentration (g) 3,5 3 2,5 2 1,5 1 0,5 0 0,00 5,00 10,00 15,00 20,00 25,00 30,00 35,00 40,00 45,00 50,00 Time (h)
  • 9. Amount of glucose (g/l) 10,0000 0,0000 1,0000 2,0000 3,0000 4,0000 5,0000 6,0000 7,0000 8,0000 9,0000 0,00 1,00 2,00 3,00 4,00 5,00 6,00 7,00 8,00 9,00 10,00 11,00 12,00 13,00 Time (h) 14,00 15,00 16,00 17,00 18,00 19,00 20,00 21,00 22,00 23,00 24,00 25,00 26,00 27,00 1 10 0,1 Dry weight (g/l) glucose Correlation between glucose and DW Average Dry Weight
  • 10. CO2 Analysis Variance of the CO2 respect time Variance of the CO2 respect time 1.400 10 1.200 1.000 dCO2 (%) 1 0.800 dCO2 (%) 0 500 1000 1500 2000 2500 3000 0.600 0.1 0.400 0.200 0.000 0.01 0 500 1000 1500 2000 2500 3000 Time (min) Time (minutes) Variance of CO2 normalised respect time Variance of the CO2 normalised respect time 1.200 10 dO2 normalised (%) dO2 normalised (%) 1.000 0.800 1 0 500 1000 1500 2000 2500 3000 3500 0.600 0.400 0,1 0.200 0.000 0,01 0 500 1000 1500 2000 2500 3000 Time (min) Time (minutes)
  • 11. Specific CO2 growth rate Max specific growth rate y = 0,1747e0,1945x 35 30 25 CO2 (g) 20 15 10 5 0 0,000 5,000 10,000 15,000 20,000 25,000 30,000 Tim e (h)
  • 12. Correlation between O.D and DW y = 0,545x + 0,2733 5 Dry Weight (g) 4 3 2 1 0 0 1 2 3 4 5 6 7 8 OD600
  • 13. OD600 0 1 2 3 4 5 6 7 8 0, 1, 00 2, 00 3, 00 4, 00 5, 00 6, 00 7, 00 8, 00 OD600 9 00 10 , 00 0.1 1 10 11 ,00 2 12 ,00 13 ,00 14 ,00 15 ,00 16 ,00 17 ,00 18 ,00 19 ,00 3 20 ,00 21 ,00 22 ,00 23 ,00 24 ,00 25 ,00 26 ,00 4 T ime (h) 27 ,00 28 ,00 29 ,00 30 ,00 31 ,00 32 ,00 33 ,00 5 34 ,00 35 ,00 36 ,00 37 ,00 38 ,00 39 ,00 Time (h) 40 ,00 41 ,00 6 42 ,00 y = 0.1057e0.4407x 43 ,00 44 ,00 45 ,00 ,0 0 Cell density in the fermenter as time increases 0 1 2 3 7 0,5 1,5 2,5 Max Specific growth rate on glucose 8 Average Weight (*) R eal OD600 9
  • 14. Yield Coefficients (Ysx) We calculated the Ysx numerically: Ysx on glucose y = 0,218x + 0,3879 Yxs = x / s 5 Yxs = (x2 - x1) / (s2 - s1) 4 Dry Weigh (g) 3 Dry Weight (g) 2 1 · Glucose (g) 0 0,0000 2,0000 4,0000 6,0000 8,0000 10,0000 12,0000 14,0000 16,0000 Yxs = 0.218 Glucose (g) Ysx on glucose Dry Weight (Cmols) y = 0,2378x + 0,0141 0,16 0,14 Biomass (Cmols) · Glucose (Cmol) 0,12 0,1 Yxs = 0.2378 0,08 0,06 0,04 0,02 0 0,0000 0,0500 0,1000 0,1500 0,2000 0,2500 0,3000 0,3500 0,4000 0,4500 0,5000 Glucose used (Cmols)
  • 15. Yield Coefficients (Ysx) Ysx on galactose y = 0,1911x + 0,8633 Dry Weight (g) 5 4 · Galactose (g) DW (g) 3 Yxs = 0.2175 2 1 0 0 2 4 6 8 10 12 14 16 Galactose used (g) Ysx on galactose Dry Weight (Cmols) y = 0,2084x + 0,0314 0,16 0,14 Biomass (Cmols) · Galactose (Cmol) 0,12 0,1 Yxs = 0.2373 0,08 0,06 0,04 0,02 0 0 0,1 0,2 0,3 0,4 0,5 Galactose (Cmols)
  • 16. Yield Coefficients (Yse) We calculate the Yse numerically: Yse on glucose y = 0,5487x + 0,0351 10,0000 Yse = e / s 9,0000 Ethanol produced(g) Yse = (e2 - e1) / (s2 - s1) 8,0000 7,0000 6,0000 5,0000 Ethanol (g) 4,0000 3,0000 2,0000 · Glucose (g) 1,0000 0,0000 Yse = 0.581 0,0000 2,0000 4,0000 6,0000 8,0000 10,0000 12,0000 14,0000 16,0000 Glucose used (g) Yse on galactose y = 0,4973x + 1,1397 10,0000 9,0000 Ethanol Produced (g) Ethanol (g) 8,0000 7,0000 6,0000 · Galactose (g) 5,0000 4,0000 Yse = 0.58 3,0000 2,0000 1,0000 0,0000 0 2 4 6 8 10 12 14 16 Galactose Used (g)
  • 17. Yield Coefficients (Ysc) Ysc on glucose y = 0,3795x - 0,2286 3 2,5 CO2 (g) 2 1,5 1 0,5 0 0,0000 1,0000 2,0000 3,0000 4,0000 5,0000 6,0000 7,0000 Glucose used (g) We calculate Ysc numerically: Ysc = c/s Ycs = (c2-c1) / (s2-s1) CO2 (g) . Glucose Ycs = 0,352
  • 18. CO2 Analysis Variance of the CO2 respect time 10 1 dCO2 (%) 0 500 1000 1500 2000 2500 3000 0,1 0,01 Time (min) Variance of the CO2 normalised respect time 10 dO2 normalised (%) 1 0 500 1000 1500 2000 2500 3000 3500 0,1 0,01 Time (min)
  • 19. TPK2 vs Wild Type Variance of CO2 normalised 1.200 CO2 analysis dO2 normalised (%) 1.000 0.800 0.600 0.400 0.200 0.000 0 500 1000 1500 2000 2500 3000 Time (minutes) Varianc e of C O2 normalis ed (T E AM 1) 0,8 0,7 dC O2 norm alis ed (% ) 0,6 0,5 0,4 0,3 0,2 0,1 0 0 5 10 15 20 25 30 35 40 45 50 T im e (h)
  • 20. TPK2 vs Wild Type (Ysx) Ysx on glucose Ysx on galactose y = 0,2378x + 0,0141 y = 0,2084x + 0,0314 0,16 0,16 0,14 0,14 Biomass (Cmols) Biomass (Cmols) 0,12 0,12 0,1 0,1 0,08 0,08 0,06 0,06 0,04 0,04 0,02 0,02 0 0 0,0000 0,0500 0,1000 0,1500 0,2000 0,2500 0,3000 0,3500 0,4000 0,4500 0,5000 0 0,1 0,2 0,3 0,4 0,5 Glucose used (Cmols) Galactose (Cmols) Ysx on substrates (TEAM 1) y = 0,1288x + 0,0682 0,12 0,1 Biomass (Cmol) 0,08 Glucose(Cmol) 0,06 Galactose(Cmol) 0,04 y = 0.3407x + 0.0008 0,02 0 0 0,05 0,1 0,15 0,2 0,25 0,3 Substrates used (Cmol)
  • 21. TPK2 vs Wild Type Yse on glucose y = 0,5487x + 0,0351 10,0000 Yse on glucose 9,0000 Ethanol produced(g) 8,0000 (Ethanol produced 7,0000 6,0000 5,0000 (g)) 4,0000 3,0000 2,0000 1,0000 0,0000 0,0000 2,0000 4,0000 6,0000 8,0000 10,0000 12,0000 14,0000 16,0000 Glucose used (g) Y s e on g lu c os e (T E AM 1) y = 0.5599x + 0.0698 1,2 1,0 E thanol (g /l) 0,8 0,6 0,4 0,2 0,0 0 0,5 1 1,5 2 G luc ose use d (g /l)
  • 22. TPK2 vs Wild Type Yse on galactose y = 0,4973x + 1,1397 10,0000 9,0000 Yse on galactose Ethanol Produced (g) 8,0000 7,0000 (Ethanol produced 6,0000 5,0000 (g)) 4,0000 3,0000 2,0000 1,0000 0,0000 0 2 4 6 8 10 12 14 16 Galactose Used (g) Y s e o n g alac to s e (T E AM 1) y = 0.5292x + 0.529 7,0 6,0 5,0 E thanol (g /l) 4,0 3,0 2,0 1,0 0,0 0,0 2,0 4,0 6,0 8,0 10,0 12,0 G a la c tose use d (g /l)
  • 23. TPK2 vs Wild Type Ysc on glucose y = 0,3795x - 0,2286 Ysc on glucose 3 (CO2 g) 2,5 2 CO2 (g) 1,5 1 0,5 0 0,0000 1,0000 2,0000 3,0000 4,0000 5,0000 6,0000 7,0000 Glucose used (g) Ysc on substrates (TEAM 1) 0,35 40 0,3 35 C O 2 produc ed y = 0.4589x + 0.1533 0,25 30 T ime (h) (C mol) 25 0,2 G luc os e(C mol) 20 0,15 y = 0.478x - 0.0077 15 0,1 10 G alac tos e(C m 0,05 5 ol) 0 0 0 0,05 0,1 0,15 0,2 0,25 0,3 0,35 0,4 0,45 0,5 S ubs trates us ed (C mol)
  • 24. TPK2 vs SNF1 Variance of CO2 normalised 1.200 dO2 normalised (%) CO2 analysis 1.000 0.800 0.600 0.400 0.200 0.000 0 500 1000 1500 2000 2500 3000 Time (minutes) Variance of CO2 normalised (TEAM 2) 10 9 8 7 CO2 (g) 6 5 4 3 2 1 0 0 10 20 30 40 50 60 Time (h)
  • 25. TPK2 vs SNF1 Ysx on glucose y = 0,2378x + 0,0141 0,16 0,14 Biomass (Cmols) 0,12 Ysx on glucose 0,1 0,08 (Biomass Cmol) 0,06 0,04 0,02 0 0,0000 0,0500 0,1000 0,1500 0,2000 0,2500 0,3000 0,3500 0,4000 0,4500 0,5000 Glucose used (Cmols) Ysx on glucose (TEAM 2) y = 0.1347x + 0.0094 0.018 0.016 0.014 Biomass (c-mol) 0.012 0.01 0.008 0.006 0.004 0.002 0 0 0.005 0.01 0.015 0.02 0.025 0.03 0.035 0.04 0.045 0.05 Glucose (c-mol)
  • 26. TPK2 vs SNF1 Yse on glucose y = 0,5487x + 0,0351 10,0000 9,0000 Ethanol produced(g) 8,0000 7,0000 Yse on glucose 6,0000 5,0000 (Ethanol produced 4,0000 3,0000 g) 2,0000 1,0000 0,0000 0,0000 2,0000 4,0000 6,0000 8,0000 10,0000 12,0000 14,0000 16,0000 Glucose used (g) Yse on glucose (TEAM 2) y = 0.2116x + 0.2557 2.5 2 Ethanol (g) 1.5 1 0.5 0 0 1 2 3 4 5 6 7 8 9 10 Glucose (g)
  • 27. TPK2 vs SNF1 Ysc on glucose y = 0,3795x - 0,2286 3 Ysc on glucose 2,5 (CO2 g) 2 CO2 (g) 1,5 1 0,5 0 0,0000 1,0000 2,0000 3,0000 4,0000 5,0000 6,0000 7,0000 Glucose used (g) Ysc on glucose (TEAM 2) y = 0.5157x - 0.0888 0.9 0.8 0.7 0.6 CO2 (g) 0.5 0.4 0.3 0.2 0.1 0 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 Glucose (g)
  • 28. Comparison table Ysx on Ysx on Yse on Yse on Ysc on Growth Rate Growth Rate Growth Rate Strain glucose galactose glucose galactose glucose glucose galactose Ethanol Biomass (gg-1) (gg-1) (gg-1) (gg-1) (gg-1) (h-1) (h-1) (h-1) (gl-1) WT - Team 1 0,296 0,112 0,55 n.a 0,66 0,44 0,045 0,07 2,66 WT - Team 4 0,124 0,376 0,312 0 0,758 0,328 0,057 0 2,8 SNF1 - Team 2 0,12 0 0,21 0 0,51 0,11 0 0 1,61 SNF1 - Team 5 0,12 0 0,24 0 0,23 0,13 0 0 1,2 TPK2 - Team 3 0,218 0,191 0,549 0,49 0,378 0,43 n.a n.a 2,76 TPK2 - Team 6 0,15 0,23 0,23 0,43 0,48 0,26 0,08 0,1 3,83
  • 29. Carbon balance Glucose in Galactose in Biomass Succinato Accetate Glycerol Ethanol Ethanol CO2 CO2 Time (h) ferm. (Cmol) ferm. (Cmols) (Cmols) (Cmols) (Cmols) (Cmols) produced (g) (Cmols) prod. (g) prod. (Cmol) 0,00 0,4756 0,469451327 0,01832823 0,0027 0,5003 0,0334 0 0,0000 1,00 0,459047551 0,459613822 0,02004453 0,0026 0,5356 0,0357 0,00079691 0,0000 2,00 0,452636162 0,461264404 0,01578401 0,0018 0,0026 0,0007 0,6397 0,0426 0,00103598 0,0000 3,00 0,440609389 0,461917886 0,01705226 0,0022 0,0026 0,0007 0,7592 0,0506 0,00127505 0,0000 4,00 0,424343979 0,462041649 0,01933114 0,0031 0,0025 0,9289 0,0619 0,00135475 0,0000 5,00 0,399134745 0,463599485 0,03435194 0,0039 0,0022 1,2067 0,0804 0,00135475 0,0000 6,00 0,366107147 0,463174676 0,04465645 0,0047 0,0021 1,5617 0,1041 0,0128568 0,0003 7,00 0,323906116 0,471833846 0,05432684 0,0060 0,0020 0,0016 2,0831 0,1389 0,01684134 0,0004 8,00 0,255707175 0,45674963 0,07303348 0,0072 0,0018 0,0021 2,7337 0,1822 0,02024149 0,0005 22,50 0 0,039912279 0,12661693 0,0342 0,0008 0,0115 9,1454 0,6097 0,01973678 0,0004 23,50 0 0,010723918 0,10949559 0,0357 0,0009 0,0119 9,3072 0,6205 0,01389278 0,0003 24,50 0 0,00927677 0,12217807 0,0349 0,0020 0,0124 9,1026 0,6068 0,00286887 0,0001 26,50 0 0,007590914 0,12344631 0,0350 0,0033 0,0147 8,5337 0,5689 0,00257667 0,0001 27,50 0 0,006428087 0,12629987 0,0344 0,0018 0,0168 8,0572 0,5371 0,00268293 0,0001 45,50 0 0,006743729 0,15071363 0,0300 0,0020 0,0221 3,6456 0,2430 0,00265636 0,0001 INPUT SUM Difference % error 0,9994 0,99939992 0,9770 0,02239906 2,23990569 0,99939992 0,9775 0,02192459 2,19245869 0,99939992 0,9758 0,02362163 2,36216317 0,99939992 0,9732 0,02621192 2,62119219 0,99939992 0,9836 0,01577527 1,57752747 0,99939992 0,9851 0,01426147 1,42614745 0,99939992 0,9989 0,00046984 0,04698416 0,99939992 0,9794 0,02003938 2,00393766 0,99939992 0,8232 0,17633321 17,6333212 0,99939992 0,7895 0,21001142 21,0011419 0,99939992 0,7877 0,2118361 21,1836104 0,99939992 0,7530 0,24658696 24,6586964 0,99939992 0,7229 0,27664874 27,6648736 0,99939992 0,4547 0,54501207 54,5012066
  • 30. Sample for transcription analysis  The sample we took for transcription analysis was the last one of the first day, assigned as sample number G3.8. It was obtained in the ninth hour of the fermentation process. It should be taken at this time because it’s when all the cells are growing up in an ideal environment.  It is important to know because transcriptome analysis will show what mRNA was present in the cell during that period of time. A cross comparison with the dates shows what proteins were being used by the microorganism when there was glucose in the media.
  • 31. Other aspects  Crabtree effect. When the level of glucose goes beyond a critical concentration, the ability of the yeast to oxide glucose is diminished and the microorganism begins to express a mixed metabolism which includes a respiration pathway (now limited) and a fermentation pathway too (which is now very active). Nevertheless, there’s no evidence of the Crabtree effect because of the glucose and ethanol levels (they don’t fit as we expected).  We can see glucose repression of growth on galactose. During the time that there is glucose in the media, galactose is not used by the culture because glucose inhibits it. However, when the concentration of glucose arrives to a critical low level, it stops inhibiting galactose´s use and the culture starts to grow up with it.  It may be gluconeogenesis because of the use of ethanol behind the glucose/galactose one.  The strain was able to grow up with both substrates (galactose and ethanol). This can be seen if you look at the decreasing levels of them.  The strain grew up fast because the levels of the different substrates went down easily in comparison to the other strains.
  • 32.
  • 33.
  • 34.
  • 35. Snf1 mutation Tpk2 mutation
  • 39. References  Protein phosphorylation and dephosphorylation. Michael J.R. Starks  Online and in situ monitoring of biomass in submerged cultivations. Olsson,L. and J.Nielsen.  How Saccharomyces responds to nutrients. Shania Zaman et al.
  • 40. So, we got it! Thank you guys!