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Table 3 Prediction results of radiomics models from diverse VOIs on the independent validation cohorts

From: The effects of volume of interest delineation on MRI-based radiomics analysis: evaluation with two disease groups

Dataset

Image

Radiomics model

Feature number

AUC

95% CI

p-Value

SEN

SPE

ACCU

NPC group

CET1-w

Baseline

15

0.778

0.720–0.830

–

77.4%

75.0%

72.7%

Erosion

9

0.806

0.750–0.855

0.403

77.4%

85.7%

76.9%

Smoothing

11

0.803

0.746–0.852

0.412

80.6%

75.0%

74.1%

Dilation

10

0.810

0.754–0.858

0.268

80.6%

71.4%

72.0%

Dilation5

20

0.751

0.691–0.805

0.437

87.1%

53.6%

68.1%

Dilation7

14

0.738

0.678–0.793

0.220

77.4%

67.9%

68.3%

T2-w

Baseline

11

0.748

0.688–0.802

–

74.2%

71.4%

70.8%

Erosion

19

0.710

0.647–0.767

0.359

71.0%

71.4%

68.3%

Smoothing

15

0.702

0.639–0.759

0.279

74.2%

60.7%

66.1%

Dilation

20

0.718

0.656–0.774

0.447

77.4%

60.7%

65.8%

Dilation5

14

0.596

0.530–0.659

0.003*

54.8%

53.6%

53.4%

Dilation7

18

0.588

0.522–0.651

0.002*

61.3%

64.3%

57.3%

SLN group

DWI

Baseline

15

0.734

0.666–0.794

–

77.8%

67.7%

69.0%

Erosion

10

0.536

0.500–0.607

<  0.001*

55.6%

58.1%

54.7%

Smoothing

20

0.711

0.642–0.773

0.617

72.2%

67.7%

63.9%

Dilation

20

0.737

0.670–0.798

0.934

77.8%

64.5%

66.7%

Dilation5

20

0.744

0.677–0.803

0.934

66.7%

80.6%

68.2%

Dilation7

8

0.789

0.725–0.843

0.269

83.3%

74.2%

72.9%

T2-FS

Baseline

19

0.725

0.657–0.786

–

61.1%

74.2%

66.5%

Erosion

20

0.696

0.627–0.760

0.319

55.6%

77.4%

61.0%

Smoothing

4

0.845

0.787–0.893

0.001*

72.2%

74.2%

70.6%

Dilation

20

0.800

0.737–0.854

0.042*

66.7%

74.2%

70.8%

Dilation5

18

0.868

0.813–0.912

< 0.001*

77.8%

87.1%

76.5%

Dilation7

13

0.802

0.739–0.855

0.028*

83.3%

67.7%

72.9%

  1. Baseline no processing with the accurate VOIs, Erosion erosion operation, Smoothing smoothing operation, Dilation dilation with structural element radius size of 3, Dilation5 dilation with structural element radius size of 5, Dilation7 dilation with structural element radius size of 7, AUC area under receiver operating characteristic curve, CI confidence interval, SEN sensitivity, SPE specificity, ACCU accuracy, * p < 0.05 with DeLong test representing statistically significant difference in VOI-operated model and Baseline model