Table 9 Medical imaging datasets

From: Machine learning for Parkinson’s disease: a comprehensive review of datasets, algorithms, and challenges

Article

Repository/Source

#PD

#HC

#PDF

#PDM

#HCF

#HCM

Information

85

Clinical

305

227

132

173

123

104

From Chang Gung Memorial Hospital, Linkou,

Collected from 2008 to December 2017

86

Clinical

120

58

62

External validation includes 43 PD patients

(24 M and 19 F)

87

Clinical

144

55

Collected from May 2015 – Mar 2020,

Age: 18–75 years,

Disease duration: <4 years

88

Parkinson’s Disease Society Brain Bank216

247

125

Collected from 2014 to March 2018,

23 incomplete clinical data

89

217

22

12

10

Age range: 48–77 years

218,219

  

In total, 82 individuals participated

90

PPMI220

252

84

168

Age: 35–86 (average 62.4),

DAT SPECT images: Year 0 & Year 1

91

Clinical

267

160

The data includes DAT SPECT images from years 0 and 1

92

PPMI220,221

92

22

222

14

14

15

15

93

219,223

860

350

350 patients from ADNI,

350 patients from PPMI,

160 patients from NIFD,

350 healthy people

94

PPMI220

CCNA224

BioCog225

PD-MCI Calgary226

PD-MCI Montreal227

C-BIG3228

NEUROCON dataset229

Tao Wu dataset229

OpenNeuro Olfactory dysfunction230,231,

Hamburg dataset232

UK Biobank, OASIS3233

SALD234

1024

1017

Data collected from 13 separate studies

95

PPMI220

236

82

96

Clinical

115

115

97

Clinical

In total, 210 individuals participated

98

Clinical

43

55

99

Clinical

103

255

Clinical

22

26

84

Clinical

239 individuals,

137 from Municipal Medical Center,

102 from Kanazawa University Hospital

100

Clinical

95

101

NewHandPD235

31

35

66 individuals

102

Clinical

96

From September 2016 and December 2020

103

236,237

582 MRI images,

249 MRI for PD

104

PPMI220

255

249

105

Ruijin Hospital,

Clinical

92

287

First Affiliated Hospital of Zhengzhou University,

Clinical

83

72

106

PPMI220

357

210

125

232

74

136

1213 images,

PD: Average age (61.83 ± 9.89)

HC: Average age (60.77 ± 11.29)

107

PPMI220,221

170

170

2720 SPECT DaTSCAN images

(1360 PD and 1360 HC)

108

PPMI220,221

366

163

SWEED Group: 63 individuals,

Prodromal Group: 48 individuals

83

Clinical

854

775

1758 TCS images,

Accessed from Sep 2019 to May 2022

109

PPMI220,221

213

213

88

125

80

133

HC: average age (59.44 ± 11.33)

PD: average age (61.27 ± 9.71)

213 age-matched T1-weighted MRI scans,

Randomly selected

NEUROCRON229

27

16

10

17

12

4

HC: average age

(67.63 ± 11.89)

PD: average age

(68.13 ± 12.86)

Tao Wu dataset229

18

18

8

10

7

11

HC: average age

(67.63 ± 11.89)

PD: average age

(65.61 ± 4.45)

110

UK Biobank238

84

84

Two groups: Prevalent and Incident datasets,

Prevalent Dataset:

154 fundus images (77 PD, 77 HC),

Incident dataset:

92 images (46 PD, 46 HC)

  1. In this table, we detailed all the datasets in papers and compared participant demographics (number, gender, and health status: #PD => Parkinson’s Disease, #HC => Number of Healthy Control Participants, #PDF => Number of Parkinson’s disease Female Participants, #PDM => Number of Parkinson’s disease Male Participants, #HCF => Number of Healthy Control Female Participants, #HCM => Number of Healthy Control Male Participants).