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Table 1 Summary of prostate MRI public datasets

From: Artificial intelligence for prostate MRI: open datasets, available applications, and grand challenges

Number

Dataset

Data source

Modalities

Dataset size

Acquisition years

Files size

Data type

Field strength

Scanner manufacturer and model

Coil type

Clinical variables

Purpose

Reference

1

PROSTATE-MRI

TNCI

MRI (triplanar T2W, DWI, pre-contrast T1W, DCE)

MRI cases (n = 26), pathology images (n = 26)

2008–2010

3.4 GB

MRI cases (DICOM), pathology images (JPEG)

3 T

Philips Achieva

Endorectal

Gleason grade (n = 26)

Disease classification

[20]

2

Prostate Fused-MRI-Pathology

WRUHC, HUP

MRI (triplanar T2W, DWI, pre-contrast T1W, DCE)

MRI cases (n = 28), pathology images (n = 16)

2009–2011

81.2 GB

MRI cases (DICOM), pathology images (TIFF, XML)

3 T

Siemens Verio

Endorectal

Not reported

Disease classification

[21]

3

Prostate-3T

RUMC

MRI (axial T2W)

MRI cases (n = 64), SV and NVB segmentations (n = 15)

2003–2005

610 MB

MRI cases (DICOM), SV and NVB segmentations (MHA)

3 T

Siemens Trio

Pelvic phased-array surface

Not reported

Cancer detection

[22]

4

ICCVB

Not reported

MRI (axialT2W, DWI, DCE, ADC)

MRI cases (n = 12)

Not reported

5.6 GB

MRI cases (DICOM)

1.5 T (n = 7), 3 T (n = 5)

GE (n = 7), Siemens (n = 5)

Endorectal (n = 7), phased-array surface (n = 5)

Not reported

Cancer detection

[23]

5

TCGA-PRAD

UPMC, WHSL, LHMC

MRI (axial T2W, DWI, pre-contrast T1W, DCE, ADC), CT, PET

MRI cases (n = 10), CT images (n = 4), PET images (n = 3), pathology images (n = 14), genomics data (n = 14)

Not reported

3.74 GB

MRI cases (DICOM), CT images (DICOM), PET images (DICOM), pathology images (WEB), genomics data (WEB)

1.5 T

GE Signa HDx

Endorectal

PSA (n = 14), Gleason grade (n = 14), lesion location (n = 14), TNM classification (n = 14)

Disease classification, Cancer detection

[24]

6

PROSTATE-DIAGNOSIS

BMC

MRI (axial and coronal T2W, DWI, pre-contrast T1W, DCE)

MRI cases (n = 92), SV and NVB segmentations (n = 15), zones and lesions segmentations (n = 5)

2008–2010

5.6 GB

MRI cases (DICOM), SV and NVB segmentations (MHA), zones and lesions segmentations (NRRD)

1.5 T

Philips Achieva

Endorectal

Full report for: MRI (n = 54), biopsy (n = 43), specimen (n = 25), treatment (n = 52)

Disease classification, Cancer detection

[25]

7

Prostate-MRI-US-Biopsy

UCCUC

MRI (axial T2W), Ultrasound

MRI cases (n = 842), ultrasound cases (n = 1,151), gland and lesions segmentations (n = 1,150)

2004–2011

78.2 GB

MRI cases (DICOM), ultrasound cases (DICOM), gland and lesions segmentations (STL)

MRI: 3 T (n = 807), 1.5 T (n = 35). Ultrasoun: 2–10 MHz

MRI: Siemens Skyra (n = 609), Siemens Vida (n = 60), Siemens Prisma (n = 38), Siemens Verio (n = 36), Siemens Trio (n = 32), Siemens Avanto (n = 31), Siemens Espree (n = 1), GE Discovery MR750w (n = 14), GE Signa HDx (n = 10), GE Optima MR450w (n = 2), Philips Achieva (n = 5), Philips Ingenia (n = 4). Ultrasound: Hitachi Hi-Vision, Noblus C41V

MRI:  Transabdominal phased-array surface.  Ultrasound: End-fire probe

PIRADS (n = 840), PSA (n = 1146), Gleason grade (n = 196), prostate volume (n = 1,150), lesion location (n = 1,150)

Disease classification, Cancer detection

[26]

8

QIN PROSTATE

BWH

MRI (axial T2W, DWI, pre-contrast T1W, DCE, ADC)

MRI cases (n = 22)

Not reported

4.4 GB

MRI cases (DICOM)

3 T

GE Signa HDx

Endorectal

Not reported

Disease classification, Cancer detection

[27]

9

QIN-PROSTATE-Repeatability

BWH

MRI (axial T2W, DWI, DCE, ADC)

MRI cases (n = 15) zones and lesions segmentations (n = 15)

2013–2015

14.86 GB

MRI cases (DICOM), zone and lesions segmentations (DICOM)

3 T

GE Signa HDx

Endorectal

Not reported

Repeatability measurements, Disease classification

[28]

10

SPIE-AAPM-NCI PROSTATEx Challenges

RUMC

MRI (triplanar T2W, DWI, DCE, ADC, PDW)

MRI cases (n = 346), Ktrans images (n = 345), thumbnails images (n = 345)

2012

15.4 GB

MRI cases (DICOM), Ktrans images (MHD), thumbnail images (BMP)

3 T

Siemens Trio (n = 57), Siemens Skyra (n = 289)

Pelvic phased-array surface

Lesion location (n = 344), significant/insignificant cancer (n = 204), Gleason grade group (n = 99)

Disease classification, Cancer detection

[18, 29]

11

NCI-ISBI 2013 ASPS Challenge

BMC, RUMC

MRI (axial T2W)

MRI cases (n = 80), zones segmentations (n = 80)

2003–2010

600 MB

MRI cases (DICOM), zones segmentations (NRRD)

1.5 T (n = 40), 3 T (n = 40)

Philips Achieva (n = 40), Siemens Trio (n = 40)

Endorectal (n = 40), pelvic phased-array surface (n = 40)

Not reported

Zones segmentation

[30, 31]

12

PROMISE12 Challenge

HUH, BIDMC, UCL, RUMC

MRI (axial T2W)

MRI cases (n = 80), whole gland segmentations (n = 50)

Not reported

1.2 GB

MRI cases (MHD), gland segmentations (MHD)

1.5 T (n = 30), 3 T (n = 50)

GE (n = 20), Semiens (n = 60)

Endorectal (n = 41), phased-array surface (n = 39)

Not reported

Whole gland segmentation

[32, 33]

13

Medical Segmentation Decathlon

RUMC

MRI (axial T2W, ADC)

MRI cases (n = 48), zones segmentations (n =32)

Not reported

229 MB

MRI cases (NII.GZ), zones segmentations (NII.GZ)

3 T

Not reported

Phased-array surface coil

Not reported

Zones segmentation

[34, 35]

14

QUBIQ21 Challenge

Not reported

MRI (axial T2W)

MRI cases (n = 55), whole and central gland segmentations (n = 55 [327 masks])

Not reported

2.04 GB

MRI cases (NII.GZ), whole and central gland segmentations (NII.GZ)

Not reported

Not reported

Endorectal

Not reported

Segmentation uncertainty estimation

[17]

15

NCIGT-PROSTATE

BMWH

MRI (triplanar T2W)

MRI cases (n = 10), gland segmentations (n = 10)

Not reported

768 MB

MRI cases (DICOM)

3 T

GE Signa HDx

Endorectal

Not reported

Whole gland segmentation

[36]

16

PI-CAI Challenge

RUMC, UMCG, ZGT

MRI (triplanar T2W, DWI, ADC)

MRI cases (n = 1,500), lesions segmentations (n = 1,295)

2012-2021

32.5 GB

MRI cases (MHA), lesions segmentations (NII.GZ)

1.5 T (n = 82), 3 T (n = 1,418)

Siemens ([Skyra 3 T, TrioTim 3 T, Prisma 3 T, Aera 1.5 T, Avanto 1.5 T, Espree 1.5 T]; n = 1,221), Philips ([Ingenia 3 T, Achieva 1.5 T, Intera 1.5 T]; n = 279)

Phased-array surface coil

Age (n = 1,500), PSA (n = 1,460), PSA density (n = 1,047), Gleason grade (n = 1,001), prostate volume (n = 1,473), histopathology type (n = 1,001)

Disease classification, Cancer detection

[37, 38]

17

Prostate158

CUB

MRI (axial T2W, DWI, ADC)

MRI cases (n = 139), zones segmentation (n = 139), lesions segmentations (n = 83)

Not reported

2.6 GB

MRI cases (NII.GZ), zones and lesions segmentations (NII.GZ)

3 T

Not reported

Phased-array surface coil

Not reported

Zones segmentation, Cancer detection

[39]

  1. ADC Apparent diffusion coefficient; BIDMC Beth Israel Deaconess Medical Center, Boston, MA, USA; BMC Boston Medical Center, Boston, MA, USA; BWH Brigham and Women’s Hospital, Boston, MA, USA; CT Computed Tomography; CUB Charité-Universitätsmedizin Berlin, Berlin, Germany; DCE Dynamic contrast-enhanced; DWI Diffusion-weighted imaging; GE General Electric Healthcare Systems, Milwaukee, WI, USA; HUH Haukeland University Hospital, Bergen, Norway; HUP Hospital of the University of Pennsylvania, Philadelphia, PA, USA; LHMC Lahey Hospital Medical Center, Burlington, MA, USA; MRI Magnetic resonance imaging; NVB Neurovascular Bundle; PDW Proton Density-Weighted; PET Positron emission tomography; Philips Philips Healthcare, Best, the Netherlands; PI-RADS Prostate Imaging-Reporting And Data System; PSA Prostate-specific antigen; RUMC Radboud University Medical Center, Nijmegen, the Netherlands; Siemens Siemens Healthineers, Erlangen, Germany; SV Seminal vesicles; T1W T1-weighted; T2W T2-Weighted; TNCI The National Cancer Institute, Bethesda, MD, USA; TNM Tumor Node Metastasis; UCCUC The University of California Clark Urology Center, Los Angeles, CA, USA; UCL University College London, London, UK; UMCG University Medical Center Groningen, Groningen, the Netherlands; UPMC University of Pittsburgh Medical Center, Pittsburgh, PA, USA; WHSL Washington University in St. Louis, Saint Louis, MO, USA; WRUHC Western Reserve University Hospitals, Cleveland, OH, USA; ZGT Ziekenhuis Groep Twente, Twente, the Netherlands.