Table 20 Comparison of actual and predicted drug response values for SA.

From: Graph theoretic and machine learning approaches in molecular property prediction of bladder cancer therapeutics

Index

Equation

\(S_1\)

S1

S2

S3

S4

S5

S6

S7

S8

S9

S10

S11

S12

S13

S14

S15

S16

Actual

SA

93

87

99

92

77

96

116

75

112

51

112

224

222

245

147

77

108

\(M_1\)

Linear

80.6

80.6

137.6

116.2

107.9

105.5

113.9

103.2

138.8

56.8

71.0

212.5

224.4

184.0

103.2

121.0

75.8

Cubic

83.6

83.6

128.8

103.9

96.3

94.4

101.5

92.6

130.4

92.7

84.6

226.4

235.7

193.5

92.6

108.8

83.7

\(M_2\)

Linear

81.6

82.1

137.3

111.4

107.0

103.6

112.4

99.7

133.9

55.3

71.4

216.9

229.6

185.2

110.5

118.3

76.8

Cubic

81.7

81.8

133.6

101.3

96.9

93.8

102.3

90.7

128.8

90.1

81.5

228.3

231.3

200.6

100.3

108.8

81.1

H

Linear

78.9

79.1

139.7

119.0

110.9

112.6

115.6

116.1

149.7

63.3

71.4

195.2

212.8

176.2

93.3

126.4

72.8

Cubic

87.5

87.4

123.7

99.2

92.4

93.7

96.1

96.5

138.5

100.6

92.4

215.6

243.6

182.7

85.0

106.8

91.3

F

Linear

81.5

81.5

134.5

115.0

106.1

99.7

110.7

95.9

130.2

58.2

72.6

223.9

229.8

187.4

109.5

115.8

80.7

Cubic

82.0

82.0

132.2

106.2

96.7

91.1

101.4

88.2

126.1

90.0

82.1

229.6

228.6

207.7

100.1

107.2

81.9

SS

Linear

80.3

80.4

139.4

116.6

108.8

109.2

115.3

107.9

143.3

57.5

70.6

205.2

220.5

180.7

100.0

123.7

73.6

Cubic

84.5

84.5

127.8

102.0

95.4

95.7

100.8

94.8

132.9

94.9

86.5

221.7

239.9

187.3

89.6

109.1

85.5

ABC

Linear

79.8

79.6

137.5

119.5

109.2

107.9

114.9

107.6

144.0

59.1

71.3

206.6

219.4

181.6

96.9

123.3

74.8

Cubic

85.6

85.6

124.2

104.1

95.3

94.3

99.8

94.1

132.5

96.1

87.9

223.6

239.7

187.6

88.2

107.8

86.6

RI

Linear

78.5

78.6

138.3

119.6

110.8

110.1

114.8

113.5

148.2

62.6

71.5

199.7

215.1

179.0

93.8

125.1

73.8

Cubic

87.5

87.5

122.3

100.8

93.4

92.9

96.5

95.4

136.1

99.7

91.5

219.4

242.3

185.6

85.8

106.3

90.0

SC

Linear

79.3

79.4

139.3

118.7

110.1

111.0

115.5

112.6

147.4

61.0

71.1

199.6

215.8

178.2

95.2

125.3

73.2

Cubic

86.4

86.4

124.5

101.0

93.8

94.5

98.1

95.7

135.7

98.6

90.1

218.6

242.5

184.1

86.4

107.6

88.9

SA

Linear

80.0

80.1

140.0

117.5

109.5

111.2

115.9

111.3

146.2

59.2

70.7

200.5

217.3

178.4

97.2

125.1

72.9

Cubic

85.4

85.4

126.6

101.0

94.4

95.8

99.6

95.8

135.0

97.1

88.5

218.5

242.1

184.1

87.5

108.7

87.5

HZ

Linear

81.5

81.8

135.8

113.3

106.5

101.5

111.5

97.7

131.9

56.8

72.0

220.7

229.8

186.4

109.9

117.0

78.8

Cubic

81.8

81.9

132.9

103.8

96.8

92.3

101.9

89.3

127.4

90.0

81.8

229.4

229.6

204.3

100.2

108.0

81.5