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. 2010 Nov-Dec;15(6):299–309.

Table 2.

The association rules found in the data by the generalized rule induction (GRI) method, showing 100 most important rules created by GRI algorithm in classifying benign (B), malignant (M) and common (C) proteins expressed in breast cancers.

Antecedent Support (%)
Count of Ile-Ile > 2.500 42.86
Count of Ile > 27.000 and Freq of Ala-Ala < 0.004 42.86
Count of Phe-Lys > 0.500 and Count of Ile > 28.500 38.1
Count of Ala-Gly > 0.500 and Count of Ile-Cys > 0.500 38.1
Count of Ile > 27.000 and Count of Tyr-Pro > 0.500 38.1
Freq of Met-Ser < 0.000 and Freq of Gln-Val < 0.002 and Freq of Asp < 0.078 23.81
Count of Asp-Arg > 1.500 33.33
Count of Asp-Lys > 2.500 and Freq of Ala-Ala < 0.004 33.33
Count of Cys-Val > 1.500 and Count of Ile > 30.000 33.33
Count of Ala-Gly > 0.500 and Count of Asp-Arg > 1.500 33.33
Count of Ala-Gly > 0.500 and Freq of Asp < 0.059 and Freq of Ala-Ala < 0.004 33.33
Count of Ala-Gly > 0.500 and Count of Ile > 28.500 and Freq of Ala-Leu < 0.008 33.33
Count of Ile > 27.000 and Count of Tyr-Cys < 1.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Val-Ala < 7.000 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Ser-Val < 5.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Gln-Val < 6.000 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Asn-Arg < 4.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Met-Ser < 2.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Lys-Phe < 4.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Ile-Pro < 2.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Ile-Ile < 5.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Gly-Ile < 5.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Gly-Phe < 3.500 and Freq of Asp-Leu < 0.006 33.33
Count of Ile > 27.000 and Count of Phe-Lys < 4.000 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Phe-Phe > 0.500 and Freq of Ala-Leu < 0.008 33.33
Count of Ile > 27.000 and Count of Glu-Asn < 3.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Asp-Arg < 4.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Asp-Lys < 6.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Ala-Ile < 7.000 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Ala-Gly < 3.500 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Freq of Asp < 0.056 and Freq of Ala-Ala < 0.004 33.33
Count of Ile > 27.000 and Count of Phe < 64.500 and Freq of Ala-Ala < 0.004 33.33
Freq of Asn-Ile < 0.000 and Freq of Ala-Ala < 0.008 and Count of Asp-Lys > 1.500 14.29
Freq of Asn-Ile < 0.000 and Count of Asp-Lys > 1.500 and Freq of Ala-Ala < 0.008 14.29
Freq of Asn-Ile < 0.000 and Freq of Ile > 0.040 and Freq of Ala-Leu < 0.008 14.29
Freq of Asn-Ile < 0.000 and Count of Ile > 11.500 and Freq of Ala-Leu < 0.008 14.29
Freq of Gly-Phe < 0.000 and Freq of Ala-Ala < 0.008 and Count of Ile > 11.500 14.29
Freq of Gly-Phe < 0.000 and Count of Asp-Lys > 1.500 and Freq of Ala-Ala < 0.008 14.29
Count of Ala-Ile < 1.500 and Freq of Ala-Ala < 0.008 and Count of Ile > 11.500 14.29
Count of Ala-Ile < 1.500 and Count of Ile-Ile > 0.500 and Freq of Ala-Ala < 0.008 14.29
Count of Ala-Ile < 1.500 and Count of Asp-Lys > 1.500 and Freq of Ala-Ala < 0.008 14.29
Count of Ile < 25.500 and Freq of Ala-Ala < 0.008 and Count of Ile > 11.500 14.29
Count of Ile < 25.500 and Count of Ile-Ile > 0.500 and Freq of Ala-Ala < 0.008 14.29
Count of Ile < 25.500 and Count of Asp-Lys > 1.500 and Freq of Ala-Ala < 0.008 14.29
Count of Asp-Lys > 2.500 and Count of Asp-Tyr > 1.500 28.57
Count of Asp-Lys > 2.500 and Freq of Ile < 0.066 and Freq of Ala-Ala < 0.004 28.57
Count of Ala-Ile > 2.500 and Freq of Asp-Leu < 0.006 28.57
Count of Ala-Gly > 0.500 and Freq of Ile > 0.059 28.57
Count of Ala-Gly > 0.500 and Freq of Asp < 0.059 and Freq of Asp > 0.044 28.57
Count of Ala-Gly > 0.500 and Count of Cys > 14.000 and Freq of Ala-Leu < 0.006 28.57
Freq of Ile > 0.059 and Count of Ala-Gly > 0.500 28.57

Count of Ile > 27.000 and Count of Gly-Ile < 5.500 and Count of Tyr-Pro > 0.500 28.57

Count of Ile > 27.000 and Count of Gly-Phe < 3.500 and Count of Phe-Lys > 1.500 28.57
Count of Ile > 27.000 and Count of Phe-Lys < 4.000 and Count of Cys-Val > 1.500 28.57
Count of Ile > 27.000 and Count of Phe-Asp < 4.000 and Freq of Ala-Ala < 0.004 28.57
Count of Ile > 27.000 and Count of Glu-Asn < 3.500 and Count of Cys-Val > 1.500 28.57
Count of Ile > 27.000 and Count of Asp-Arg < 4.500 and Count of Glu-Asn > 1.500 28.57
Count of Ile > 27.000 and Count of Asp-Lys < 6.500 and Count of Cys-Val > 1.500 28.57
Count of Ile > 27.000 and Count of Cys-Val < 2.500 and Freq of Ala-Ala < 0.004 28.57
Count of Ile > 27.000 and Count of Ala-Ile < 7.000 and Count of Cys-Val > 1.500 28.57
Count of Ile > 27.000 and Freq of Asp < 0.056 and Count of Asn-Arg > 1.500 28.57
Count of Ile > 27.000 and Count of Phe < 64.500 and Count of Cys-Val > 1.500 28.57
Count of Ile > 27.000 and Count of Cys < 28.500 and Freq of Ala-Ala < 0.004 28.57
Freq of Met-Ser < 0.000 and Freq of Lys-His < 0.002 and Count of Thr-Ile > 0.500 19.05
Freq of Met-Ser < 0.000 and Freq of Phe-Met < 0.002 and Count of Thr-Ile > 0.500 19.05
Freq of Met-Ser < 0.000 and Freq of Asp-Leu < 0.013 and Count of Asn-Arg < 0.500 19.05
Freq of Met-Ser < 0.000 and Freq of Asp-Ala (1) < 0.014 and Count of Asn-Arg < 0.500 19.05
Freq of Met-Ser < 0.000 and Freq of Asp-Asp < 0.004 and Count of Thr-Ile > 0.500 19.05
Freq of Met-Ser < 0.000 and Count of Thr-Ile > 0.500 and Count of Asn-Arg < 0.500 19.05
Freq of Met-Ser < 0.000 and Count of Asn-Arg < 0.500 and Count of Cys > 1.500 19.05
Freq of Met-Ser < 0.000 and Count of Leu-Ile > 0.500 and Count of Asn-Arg < 0.500 19.05
Freq of Met-Ser < 0.000 and Freq of Asp < 0.070 and Count of Asn-Arg < 0.500 19.05
Freq of Cys-Tyr < 0.000 and Freq of Lys-His < 0.002 and Count of Thr-Ile > 0.500 19.05
Freq of Cys-Tyr < 0.000 and Freq of Phe-Met < 0.002 and Count of Cys > 1.500 19.05
Freq of Cys-Tyr < 0.000 and Freq of Asp-Leu < 0.013 and Count of Asn-Arg < 0.500 19.05
Freq of Cys-Tyr < 0.000 and Freq of Asp-Ala (1) < 0.014 and Count of Asn-Arg < 0.500 19.05
Freq of Cys-Tyr < 0.000 and Freq of Asp-Asp < 0.004 and Count of Thr-Ile > 0.500 19.05
Freq of Cys-Tyr < 0.000 and Count of Thr-Ile > 0.500 and Count of Asn-Arg < 0.500 19.05
Freq of Cys-Tyr < 0.000 and Count of Asn-Arg < 0.500 and Count of Cys > 1.500 19.05
Freq of Cys-Tyr < 0.000 and Count of Leu-Ile > 0.500 and Count of Asp-Arg < 0.500 19.05
Freq of Cys-Tyr < 0.000 and Freq of Asp < 0.070 and Count of Asn-Arg < 0.500 19.05
Count of Met-Ser < 0.500 and Freq of Ala-Leu > 0.008 19.05
Count of Met-Ser < 0.500 and Count of Asn-Arg < 0.500 and Freq of Ala-Leu > 0.008 19.05
Count of Met-Ser < 0.500 and Freq of Asp < 0.070 and Freq of Ala-Leu > 0.008 19.05
Count of Asp-Lys > 2.500 and Count of Asp-Arg < 4.500 and Freq of Ile > 0.048 23.81
Count of Asp-Lys > 2.500 and Count of Ala-Ile < 7.000 and Count of Leu-Ile > 3.500 23.81
Count of Asp-Lys > 2.500 and Count of Ala-Gly < 3.500 and Freq of Ala-Ala < 0.004 23.81
Count of Asp-Lys > 2.500 and Freq of Ile < 0.066 and Count of Asp-Tyr > 1.500 23.81
Count of Asp-Lys > 2.500 and Freq of Asp < 0.056 and Freq of Asp > 0.044 23.81
Count of Asp-Lys > 2.500 and Count of Ile < 85.500 and Freq of Ile > 0.048 23.81
Count of Asp-Lys > 2.500 and Count of Phe < 64.500 and Count of Leu-Ile > 3.500 23.81
Count of Asp-Lys > 2.500 and Count of Cys > 14.000 and Freq of Ala-Leu < 0.006 23.81
Count of Cys-Val > 1.500 and Count of Cys > 19.000 23.81
Count of Ala-Ile > 2.500 and Count of Val-Tyr > 2.000 23.81
Count of Ala-Ile > 2.500 and Count of Val-Ala < 9.500 and Freq of Asp-Leu < 0.006 23.81
Count of Ala-Ile > 2.500 and Count of Thr-Tyr < 2.500 and Freq of Asp-Leu < 0.006 23.81
Count of Ala-Ile > 2.500 and Count of Thr-Ile < 6.500 and Freq of Asp-Leu < 0.006 23.81
Count of Ala-Ile > 2.500 and Count of Ser-Val < 8.000 and Freq of Asp-Leu < 0.006 23.81
Count of Ala-Ile > 2.500 and Count of Ser-Phe < 5.500 and Freq of Asp-Leu < 0.006 23.81