36. glucose fermentation 

Similarity values obtained by G-SESAME

  ADH1 ADH2 ADH3 ADH4 ADH5 ALD4 ALD5 ALD6 CDC19 ENO1 ENO2 FBA1 GLK1 GPM1 HXK1 HXK2 PDC1 PDC5 PDC6 PFK1 PFK2 PGI1 PGK1 PYK2 TDH1 TDH2 TDH3 TPI1
ADH1  110.86910.3380.3380.3380.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.2940.2940.2940.199
ADH2    10.86910.3380.3380.3380.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.2940.2940.2940.199
ADH3      0.86910.3380.3380.3380.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.2940.2940.2940.199
ADH4        0.8690.2940.2940.2940.1570.1730.1730.1730.1460.1730.1460.1460.1730.1730.1730.1300.1300.1730.1570.1570.2520.2520.2520.173
ADH5          0.3380.3380.3380.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.2940.2940.2940.199
ALD4            0.7280.7280.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.6330.6330.6330.199
ALD5              10.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.6330.6330.6330.199
ALD6                0.1800.1990.1990.1990.1670.1990.1670.1670.1990.1990.1990.1500.1500.1990.1800.1800.6330.6330.6330.199
CDC19                  0.1800.1800.1800.7080.1800.7080.7080.1800.1800.1800.6410.6410.1800.59910.1570.1570.1570.180
ENO1                    10.3380.1670.1990.1670.1670.3380.3380.3380.1500.1500.1990.1800.1800.1730.1730.1730.199
ENO2                      0.3380.1670.1990.1670.1670.3380.3380.3380.1500.1500.1990.1800.1800.1730.1730.1730.199
FBA1                        0.1670.1990.1670.1670.5120.5120.5120.1500.1500.1990.1800.1800.1730.1730.1730.199
GLK1                          0.1670.8050.8050.1670.1670.1670.7260.7260.1670.5420.7080.1460.1460.1460.167
GPM1                            0.1670.1670.1990.1990.1990.1500.1500.3380.1800.1800.1730.1730.1730.338
HXK1                              10.1670.1670.1670.7260.7260.1670.5420.7080.1460.1460.1460.167
HXK2                                0.1670.1670.1670.7260.7260.1670.5420.7080.1460.1460.1460.167
PDC1                                  110.1500.1500.1990.1800.1800.1730.1730.1730.199
PDC5                                    10.1500.1500.1990.1800.1800.1730.1730.1730.199
PDC6                                      0.1500.1500.1990.1800.1800.1730.1730.1730.199
PFK1                                        10.1500.4910.6410.1300.1300.1300.150
PFK2                                          0.1500.4910.6410.1300.1300.1300.150
PGI1                                            0.1800.1800.1730.1730.1730.728
PGK1                                              0.5990.1570.1570.1570.180
PYK2                                                0.1570.1570.1570.180
TDH1                                                  110.173
TDH2                                                    10.173
TDH3                                                      0.173
TPI1                                                       

Clustering results by G-SESAME

Threshold Initial1.0000.8600.8000.7200.7000.6300.5900.5100.3300.1900.180
Clustering
Result
ALD6

ALD5

ALD4

TDH3

TDH2

TDH1

ADH5

ADH3

ADH2

ADH1

ADH4

PDC6

PDC5

PDC1

FBA1

ENO2

ENO1

TPI1

PGI1

GPM1

HXK2

HXK1

GLK1

PFK2

PFK1

PYK2

CDC19

PGK1

ALD6
ALD5

ALD4

TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1

ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1

PGI1

GPM1

HXK2
HXK1

GLK1

PFK2
PFK1

PYK2
CDC19

PGK1

ALD6
ALD5

ALD4

TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1

PGI1

GPM1

HXK2
HXK1

GLK1

PFK2
PFK1

PYK2
CDC19

PGK1

ALD6
ALD5

ALD4

TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1

PGI1

GPM1

HXK2
HXK1
GLK1

PFK2
PFK1

PYK2
CDC19

PGK1

ALD6
ALD5
ALD4

TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1
PGI1

GPM1

HXK2
HXK1
GLK1
PFK2
PFK1

PYK2
CDC19

PGK1

ALD6
ALD5
ALD4

TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1
PGI1

GPM1

HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19

PGK1

ALD6
ALD5
ALD4
TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1
PGI1

GPM1

HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19

PGK1

ALD6
ALD5
ALD4
TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1

FBA1

ENO2
ENO1

TPI1
PGI1

GPM1

HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19
PGK1

ALD6
ALD5
ALD4
TDH3
TDH2
TDH1

ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1
FBA1

ENO2
ENO1

TPI1
PGI1

GPM1

HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19
PGK1

ALD6
ALD5
ALD4
TDH3
TDH2
TDH1
ADH5
ADH3
ADH2
ADH1
ADH4

PDC6
PDC5
PDC1
FBA1
ENO2
ENO1

TPI1
PGI1
GPM1

HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19
PGK1

ALD6
ALD5
ALD4
TDH3
TDH2
TDH1
ADH5
ADH3
ADH2
ADH1
ADH4
PDC6
PDC5
PDC1
FBA1
ENO2
ENO1
TPI1
PGI1
GPM1

HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19
PGK1

ALD6
ALD5
ALD4
TDH3
TDH2
TDH1
ADH5
ADH3
ADH2
ADH1
ADH4
PDC6
PDC5
PDC1
FBA1
ENO2
ENO1
TPI1
PGI1
GPM1
HXK2
HXK1
GLK1
PFK2
PFK1
PYK2
CDC19
PGK1

Similarity values obtained by Resnik's method

  ADH1 ADH2 ADH3 ADH4 ADH5 ALD4 ALD5 ALD6 CDC19 ENO1 ENO2 FBA1 GLK1 GPM1 HXK1 HXK2 PDC1 PDC5 PDC6 PFK1 PFK2 PGI1 PGK1 PYK2 TDH1 TDH2 TDH3 TPI1
ADH1   5.080 5.080 5.080 5.080 1.378 1.378 1.378 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 1.378 0.281
ADH2     5.080 5.080 5.080 1.378 1.378 1.378 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 1.378 0.281
ADH3       5.080 5.080 1.378 1.378 1.378 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 1.378 0.281
ADH4         5.080 1.378 1.378 1.378 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 1.378 0.281
ADH5           1.378 1.378 1.378 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 1.378 0.281
ALD4             5.763 5.763 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 5.763 5.763 5.763 0.281
ALD5               6.074 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 5.763 5.763 5.763 0.281
ALD6                 0.281 0.281 0.281 0.281 1.378 0.281 1.378 1.378 0.281 0.281 0.281 1.378 1.378 0.281 0.281 0.281 5.763 5.763 5.763 0.281
CDC19                   0.281 0.281 0.281 3.394 0.281 3.394 3.394 0.281 0.281 0.281 3.394 3.394 0.281 3.143 3.665 0.281 0.281 0.281 0.281
ENO1                     5.529 1.378 1.378 0.281 1.378 1.378 1.378 1.378 1.378 1.378 1.378 0.281 0.281 0.281 0.281 0.281 0.281 0.281
ENO2                       1.378 1.378 0.281 1.378 1.378 1.378 1.378 1.378 1.378 1.378 0.281 0.281 0.281 0.281 0.281 0.281 0.281
FBA1                         1.378 0.281 1.378 1.378 4.374 4.374 4.374 1.378 1.378 0.281 0.281 0.281 0.281 0.281 0.281 0.281
GLK1                           1.378 3.394 3.394 1.378 1.378 1.378 3.394 3.394 1.378 3.143 3.394 1.378 1.378 1.378 1.378
GPM1                             1.378 1.378 0.281 0.281 0.281 1.378 1.378 1.378 0.281 0.281 0.281 0.281 0.281 1.378
HXK1                               3.665 1.378 1.378 1.378 3.394 3.394 1.378 3.143 3.394 1.378 1.378 1.378 1.378
HXK2                                 1.378 1.378 1.378 3.394 3.394 1.378 3.143 3.394 1.378 1.378 1.378 1.378
PDC1                                   5.987 5.987 1.378 1.378 0.281 0.281 0.281 0.281 0.281 0.281 0.281
PDC5                                     5.987 1.378 1.378 0.281 0.281 0.281 0.281 0.281 0.281 0.281
PDC6                                       1.378 1.378 0.281 0.281 0.281 0.281 0.281 0.281 0.281
PFK1                                         7.826 1.378 3.143 3.394 1.378 1.378 1.378 1.378
PFK2                                           1.378 3.143 3.394 1.378 1.378 1.378 1.378
PGI1                                             0.281 0.281 0.281 0.281 0.281 6.235
PGK1                                               3.143 0.281 0.281 0.281 0.281
PYK2                                                 0.281 0.281 0.281 0.281
TDH1                                                   7.935 7.935 0.281
TDH2                                                     7.935 0.281
TDH3                                                       0.281
TPI1                                                        

Gene Clustering Result

Threshold Initial 7.935 7.735 6.135 6.035 5.935 5.735 5.435 5.035 4.335 3.635 3.335 3.135 1.335
Clustering
Result
HXK2

HXK1

PYK2

CDC19

PFK2

PFK1

GLK1

PGK1

PDC6

PDC5

PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6

ALD5

TDH3

TDH2

TDH1

ALD4

TPI1

PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2

PFK1

GLK1

PGK1

PDC6

PDC5

PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6

ALD5

TDH3
TDH2
TDH1

ALD4

TPI1

PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6

PDC5

PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6

ALD5

TDH3
TDH2
TDH1

ALD4

TPI1

PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6

PDC5

PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6

ALD5

TDH3
TDH2
TDH1

ALD4

TPI1
PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6

PDC5

PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6
ALD5

TDH3
TDH2
TDH1

ALD4

TPI1
PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6
PDC5
PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6
ALD5

TDH3
TDH2
TDH1

ALD4

TPI1
PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6
PDC5
PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2

ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6
PDC5
PDC1

FBA1

ADH5

ADH4

ADH3

ADH2

ADH1

ENO2
ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6
PDC5
PDC1

FBA1

ADH5
ADH4
ADH3
ADH2
ADH1

ENO2
ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2

HXK1

PYK2

CDC19

PFK2
PFK1

GLK1

PGK1

PDC6
PDC5
PDC1
FBA1

ADH5
ADH4
ADH3
ADH2
ADH1

ENO2
ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2
HXK1

PYK2
CDC19

PFK2
PFK1

GLK1

PGK1

PDC6
PDC5
PDC1
FBA1

ADH5
ADH4
ADH3
ADH2
ADH1

ENO2
ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2
HXK1
PYK2
CDC19
PFK2
PFK1
GLK1

PGK1

PDC6
PDC5
PDC1
FBA1

ADH5
ADH4
ADH3
ADH2
ADH1

ENO2
ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2
HXK1
PYK2
CDC19
PFK2
PFK1
GLK1
PGK1

PDC6
PDC5
PDC1
FBA1

ADH5
ADH4
ADH3
ADH2
ADH1

ENO2
ENO1

ALD6
ALD5
TDH3
TDH2
TDH1
ALD4

TPI1
PGI1

GPM1

HXK2
HXK1
PYK2
CDC19
PFK2
PFK1
GLK1
PGK1
PDC6
PDC5
PDC1
FBA1
ADH5
ADH4
ADH3
ADH2
ADH1
ENO2
ENO1
ALD6
ALD5
TDH3
TDH2
TDH1
ALD4
TPI1
PGI1
GPM1

 

Analysis:

Genes ALD5 and ALD6 are annotated by the same molecular function term GO:0004028: 3-chloroallyl aldehyde dehydrogenase activity. Genes TDH1, TDH2, and TDH3 are annotated by the same molecular function term GO:0004365: glyceraldehyde-3-phosphate dehydrogenase (phosphorylating) activity. Genes ADH1, ADH2, ADH3, and ADH5 are annotated by only one molecular function term GO:0004022: alcohol dehydrogenase activity. Genes PDC1, PDC5, and PDC6 are annotated by the same molecular function term GO:0004737: pyruvate decarboxylase activity. Genes ENO1 and ENO2 are annotated by the same molecular function term GO:0004634: phosphopyruvate hydratase activity. Genes HXK1 and HXK2 are annotated by the same molecular function term GO:0004396: hexokinase activity. Genes PFK1 and PFK2 are annotated by the same molecular function term GO:0003872: 6-phosphofructokinase activity.

Thus, ALD5 and ALD6 have the same molecular function. TDH1, TDH2, and TDH3 have the same molecular function. ADH1, ADH2, ADH3, and ADH5 have the same molecular function. PDC1, PDC5, and PDC6 have the same molecular function. ENO1 and ENO2 have the same molecular function. HXK1 and HXK2 have the same molecular function. PFK1 and PFK2 have the same molecular function. The similarity values and clustering results obtained by G-SESAME are consistent with these observations. However, based on Resnik's method, the similarity among genes TDH1, TDH2, and TDH3 is greater than the similarity between PFK1 and PFK2. The similarity between PFK1 and PFK2 is greater than the similarity between ALD5 and ALD6. The similarity between ALD5 and ALD6 is greater than the similarity among PDC1, PDC5, and PDC6. The similarity among PDC1, PDC5, and PDC6 is greater than the similarity among ADH1, ADH2, ADH3, and ADH5. The similarity among ADH1, ADH2, ADH3, and ADH5 is greater than the similarity between ENO1 and ENO2. The similarity between ENO1 and ENO2 is greater than the similarity between HXK1 and HXK2. These results are inconsistent with the human perception.

Furthermore, there are many other results obtained by Resnik's method are not consistent with human perspectives. For instance, Genes TPI1 and PGI1 are annotated by two different terms, GO:0004807: triose-phosphate isomerase activity and GO:0004347: glucose-6-phosphate isomerase activity respectively. Therefore, the difference between TPI1 and PGI1 should be greater than the difference between HXK1 and HXK2. However, based on Resnik's method, the similarity value between TPI1 and PGI1 is greater than the similarity between HXK1 and HXK2, two genes annotated by the same term.

conclusion:

G-SESAME is better.