Table 1 Quantitative results for IVO (top) and ProstateX (bottom) test data evaluated with different Gleason Grade Group (GGG) significance criteria (e.g. lesions with GGG\(\ge\)1, 2, or 3 are considered positive), at lesion- and patient-level (\(N_{positives}/N_{total}\)), and at two thresholds (t): maximum sensitivity and balanced. For IVO data, results are compared with radiologist-assigned pre-biopsy PI-RADS scores for all IVO patients with no missing sequences and with PI-RADS information available (N=106 patients, 111 lesions). AUC: Area under the ROC curve.

From: Deep learning for fully automatic detection, segmentation, and Gleason grade estimation of prostate cancer in multiparametric magnetic resonance images

(Dataset) & Significance criterion

Level

AUC

Max. sensitivity

Balanced

PI-RADS\(\ge\)4

PI-RADS=5

t

Sens.

Spec.

t

Sens.

Spec.

Sens.

Spec.

Sens.

Spec.

IVO GGG\(\ge\)1

Lesion (\(13/33\))

0.892

0.027

1.000

0.350

0.105

0.923

0.700

0.741

0.604

0.328

0.962

Patient (15/30)

0.920

0.253

1.000

0.667

0.301

0.867

0.800

0.710

0.649

0.290

0.973

IVO GGG\(\ge\)2

Lesion (8/33)

0.945

0.173

1.000

0.800

0.301

0.875

0.920

0.882

0.558

0.441

0.922

Patient (9/30)

0.910

0.219

1.000

0.762

0.262

0.889

0.810

0.850

0.576

0.400

0.924

IVO GGG\(\ge\)3

Lesion (3/33)

0.856

0.301

1.000

0.800

0.315

0.667

0.867

0.727

0.440

0.455

0.840

Patient (3/30)

0.840

0.301

1.000

0.778

0.315

0.667

0.852

0.727

0.432

0.455

0.832

ProstateX GGG\(\ge\)1

Lesion (17/69)

0.898

0.028

0.941

0.788

0.053

0.824

0.865

Patient (16/45)

0.866

0.108

1.000

0.138

0.104

0.938

0.655

ProstateX GGG\(\ge\)2

Lesion (13/69)

0.959

0.028

1.000

0.786

0.108

0.923

0.911

Patient (13/45)

0.865

0.028

1.000

0.375

0.108

0.923

0.688

ProstateX GGG\(\ge\)3

Lesion (7/69)

0.751

0.195

0.714

0.887

0.195

0.714

0.887

Patient (7/45)

0.767

0.016

1.000

0.395

0.026

0.857

0.500