Datasets:
image imagewidth (px) 460 600 | mask imagewidth (px) 460 600 | overlay imagewidth (px) 460 600 | case_id stringlengths 1 3 | patient_id stringlengths 1 3 | slice_index int32 19 265 | slice_selection stringclasses 1
value | n_slices int32 114 432 | has_t2 bool 2
classes | has_carotids bool 2
classes | carotid_absent_reason stringclasses 2
values | tumor_voxels int64 1.6k 456k | carotid_voxels int64 0 31.6k | tumor_volume_mm3 float64 200 57k | shape stringclasses 24
values | spacing_mm stringclasses 2
values | isotropic bool 2
classes | resampled_to_image_grid bool 2
classes | age int32 17 86 ⌀ | sex stringclasses 2
values | micro_macro stringclasses 2
values | functional_status stringclasses 5
values | knosp stringclasses 6
values | ki67 stringclasses 20
values | lineage stringclasses 7
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 1 | 119 | max_tumor_area | 342 | true | true | null | 6,416 | 13,196 | 802 | [499, 404, 342] | [0.5, 0.5, 0.5] | true | false | 34 | F | Micro | Cushing's | 0 | <3 | PIT-1 | |||
2 | 2 | 113 | max_tumor_area | 324 | false | true | null | 8,032 | 15,635 | 1,004 | [483, 391, 324] | [0.5, 0.5, 0.5] | true | true | 34 | F | Micro | Prolactinoma | 0 | 1 | PIT-1 | |||
3 | 3 | 108 | max_tumor_area | 342 | true | true | null | 34,709 | 6,476 | 4,338.625 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 24 | F | Macro | Acromegaly | 1 | <3 | PIT-1 | |||
4 | 4 | 117 | max_tumor_area | 342 | false | true | null | 31,056 | 14,739 | 3,882 | [499, 404, 342] | [0.5, 0.5, 0.5] | true | false | 75 | M | Macro | NFA | 1 | <3 | TPIT | |||
5 | 5 | 137 | max_tumor_area | 342 | true | true | null | 23,805 | 7,926 | 2,975.625 | [499, 404, 342] | [0.5, 0.5, 0.5] | true | false | 84 | F | Macro | NFA | 2 | <3 | SF1 | |||
6 | 6 | 129 | max_tumor_area | 342 | true | true | null | 63,417 | 13,412 | 7,927.125 | [560, 440, 342] | [0.5, 0.5, 0.5] | true | false | 47 | M | Macro | NFA | 1 | <3 | SF1 | |||
7 | 7 | 133 | max_tumor_area | 342 | true | true | null | 6,225 | 9,417 | 778.125 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 26 | F | Micro | Cushing's | 0 | Negative | Negative | |||
8 | 8 | 138 | max_tumor_area | 342 | true | true | null | 8,037 | 16,276 | 1,004.625 | [491, 399, 342] | [0.5, 0.5, 0.5] | true | true | 46 | M | Macro | Prolactinoma | 1 | <3 | PIT-1 | |||
9 | 9 | 127 | max_tumor_area | 342 | false | true | null | 33,835 | 12,000 | 4,229.375 | [491, 399, 342] | [0.5, 0.5, 0.5] | true | true | 79 | M | Macro | NFA | 2 | <3 | SF1 | |||
10 | 10 | 117 | max_tumor_area | 342 | false | true | null | 31,620 | 5,075 | 3,952.5 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 49 | F | Macro | NFA | 3b | <3 | SF1 | |||
11 | 11 | 107 | max_tumor_area | 342 | true | true | null | 27,931 | 7,318 | 3,491.375 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 59 | F | Macro | NFA | 1 | 1 | SF1 | |||
12 | 12 | 120 | max_tumor_area | 342 | true | true | null | 47,602 | 12,065 | 5,950.25 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 55 | M | Macro | NFA | 3a | 2 | SF1 | |||
13 | 13 | 146 | max_tumor_area | 342 | true | true | null | 5,799 | 9,000 | 724.875 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 47 | F | Micro | Acromegaly | 1 | <3 | PIT-1 | |||
14 | 14 | 132 | max_tumor_area | 342 | true | true | null | 124,343 | 10,767 | 15,542.875 | [491, 419, 342] | [0.5, 0.5, 0.5] | true | true | 59 | M | Macro | NFA | 3b | <3 | SF1 | |||
15 | 15 | 132 | max_tumor_area | 342 | true | true | null | 24,348 | 15,336 | 3,043.5 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 60 | F | Macro | NFA | 1 | 3 to 5 | SF1 | |||
16 | 16 | 135 | max_tumor_area | 342 | true | true | null | 26,682 | 6,796 | 3,335.25 | [491, 419, 342] | [0.5, 0.5, 0.5] | true | true | 38 | F | Macro | NFA | 2 | 1 | TPIT | |||
17 | 17 | 117 | max_tumor_area | 342 | true | true | null | 42,792 | 9,610 | 5,349 | [499, 429, 342] | [0.5, 0.5, 0.5] | true | false | 38 | F | Macro | Acromegaly | 1 | <3 | PIT-1 | |||
18 | 18 | 107 | max_tumor_area | 342 | false | true | null | 53,189 | 10,059 | 6,648.625 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 42 | M | Macro | NFA | 2 | <3 | TPIT | |||
19 | 19 | 132 | max_tumor_area | 342 | false | true | null | 34,459 | 11,728 | 4,307.375 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 60 | M | Macro | NFA | 2 | <3 | SF1 | |||
20 | 20 | 184 | max_tumor_area | 432 | false | true | null | 18,957 | 8,760 | 2,369.625 | [499, 399, 432] | [0.5, 0.5, 0.5] | true | false | 76 | M | Macro | NFA | 1 | <3 | SF1 | |||
21 | 21 | 115 | max_tumor_area | 342 | false | true | null | 7,892 | 13,928 | 986.5 | [491, 419, 342] | [0.5, 0.5, 0.5] | true | true | 17 | M | Micro | Acromegaly | 0 | 1 | PIT-1 | |||
22 | 22 | 104 | max_tumor_area | 342 | true | true | null | 6,598 | 10,619 | 824.75 | [499, 499, 342] | [0.5, 0.5, 0.5] | true | false | 36 | F | Macro | NFA | 0 | Negative | Negative | |||
23 | 23 | 117 | max_tumor_area | 342 | false | true | null | 13,820 | 8,869 | 1,727.5 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 59 | F | Micro | Cushing's | 0 | Negative | Negative | |||
24 | 24 | 153 | max_tumor_area | 432 | false | true | null | 456,037 | 15,273 | 57,004.625 | [499, 399, 432] | [0.5, 0.5, 0.5] | true | false | 70 | F | Macro | NFA | 4 | 1 | TPIT | |||
25 | 25 | 123 | max_tumor_area | 342 | true | true | null | 28,129 | 10,240 | 3,516.125 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 68 | F | Macro | NFA | 1 | 1 | SF1 | |||
26 | 26 | 153 | max_tumor_area | 342 | true | true | null | 35,394 | 21,074 | 4,424.25 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 86 | M | Macro | NFA | 1 | 1 | SF1 | |||
27 | 27 | 135 | max_tumor_area | 342 | true | true | null | 51,757 | 13,052 | 6,469.625 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 46 | M | Macro | NFA | 3b | 4 | SF1 | |||
28 | 28 | 130 | max_tumor_area | 342 | true | true | null | 26,145 | 14,133 | 3,268.125 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 82 | M | Macro | NFA | 3b | <3 | SF1 | |||
29 | 29 | 114 | max_tumor_area | 342 | true | true | null | 13,857 | 13,528 | 1,732.125 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 60 | M | Macro | NFA | 1 | 3 | SF1 | |||
30 | 30 | 162 | max_tumor_area | 342 | true | true | null | 51,440 | 22,500 | 6,430 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 73 | M | Macro | NFA | 1 | <3 | SF1 | |||
31 | 31 | 132 | max_tumor_area | 342 | true | true | null | 24,745 | 16,586 | 3,093.125 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 55 | M | Macro | NFA | 2 | <3 | SF1 | |||
32 | 32 | 99 | max_tumor_area | 342 | true | true | null | 18,143 | 13,604 | 2,267.875 | [499, 404, 342] | [0.5, 0.5, 0.5] | true | false | 23 | M | Macro | Acromegaly | 0 | <3 | PIT-1 | |||
33 | 33 | 150 | max_tumor_area | 342 | false | true | null | 102,259 | 25,610 | 12,782.375 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 46 | M | Macro | NFA | 2 | <1 | SF1 | |||
34 | 34 | 138 | max_tumor_area | 342 | true | true | null | 182,434 | 10,702 | 22,804.25 | [499, 369, 342] | [0.5, 0.5, 0.5] | true | false | 44 | M | Macro | NFA | 4 | 2 | SF1 | |||
35 | 35 | 135 | max_tumor_area | 342 | false | true | null | 5,299 | 12,072 | 662.375 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 60 | F | Micro | Cushing's | 0 | Suboptimal staining | TPIT | |||
36 | 36 | 147 | max_tumor_area | 342 | true | true | null | 66,309 | 11,275 | 8,288.625 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 63 | M | Macro | NFA | 2 | 1 | SF1 | |||
37 | 37 | 108 | max_tumor_area | 342 | false | true | null | 12,143 | 10,354 | 1,517.875 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 31 | M | Micro | Cushing's | 0 | 3 | TPIT | |||
38 | 38 | 129 | max_tumor_area | 342 | true | true | null | 76,244 | 7,208 | 9,530.5 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 70 | M | Macro | NFA | 3a | <1 | SF1 | |||
39 | 39 | 147 | max_tumor_area | 342 | false | true | null | 237,796 | 11,525 | 29,724.5 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 36 | M | Macro | NFA | 2 | 3 | SF1 | |||
40 | 40 | 129 | max_tumor_area | 342 | true | true | null | 12,687 | 9,937 | 1,585.875 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 58 | F | Macro | NFA | 1 | 3 | TPIT | |||
41 | 41 | 114 | max_tumor_area | 342 | true | true | null | 11,312 | 7,680 | 1,414 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 30 | F | Macro | Cushing's | 1 | <3 | TPIT | |||
42 | 42 | 153 | max_tumor_area | 342 | true | true | null | 82,208 | 22,770 | 10,276 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 67 | M | Macro | NFA | 3b | <3 | SF1 | |||
43 | 43 | 120 | max_tumor_area | 342 | true | true | null | 36,621 | 12,654 | 4,577.625 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 41 | F | Macro | NFA | 2 | <3 | SF1 | |||
44 | 44 | 115 | max_tumor_area | 342 | true | true | null | 36,642 | 10,952 | 4,580.25 | [530, 410, 342] | [0.5, 0.5, 0.5] | true | false | 36 | M | Macro | Acromegaly | 1 | <1 | PIT-1 | |||
45 | 45 | 126 | max_tumor_area | 342 | true | true | null | 132,929 | 27,761 | 16,616.125 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 62 | M | Macro | NFA | 3a | <3 | SF1 | |||
46 | 46 | 132 | max_tumor_area | 342 | true | true | null | 185,743 | 8,798 | 23,217.875 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 47 | F | Macro | NFA | 4 | <3 | Multiple lineage plurihormonal (TPIT, SF1) | |||
47 | 47 | 129 | max_tumor_area | 342 | true | true | null | 42,070 | 11,545 | 5,258.75 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 73 | M | Macro | NFA | 2 | <1 | SF1 | |||
48 | 48 | 118 | max_tumor_area | 342 | false | true | null | 114,711 | 7,864 | 14,338.875 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 50 | F | Macro | NFA | 4 | 3 to 5 | Null cell adenoma | |||
49 | 49 | 115 | max_tumor_area | 342 | true | true | null | 8,186 | 14,986 | 1,023.25 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 17 | M | Micro | Cushing's | 0 | 1 | TPIT | |||
50 | 50 | 166 | max_tumor_area | 339 | true | true | null | 127,283 | 23,971 | 15,910.375 | [499, 375, 339] | [0.5, 0.5, 0.5] | true | false | 58 | M | Macro | NFA | 3a | <3 | SF1 | |||
51 | 51 | 124 | max_tumor_area | 342 | true | true | null | 21,140 | 11,030 | 2,642.5 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 50 | F | Macro | NFA | 1 | <1 | Negative | |||
52 | 52 | 142 | max_tumor_area | 342 | true | true | null | 5,312 | 10,897 | 664 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 64 | F | Micro | Cushing's | 0 | Negative | Negative | |||
53 | 53 | 135 | max_tumor_area | 342 | true | true | null | 3,240 | 11,016 | 405 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 52 | M | Macro | Cushing's | 1 | <3 | TPIT | |||
54 | 54 | 144 | max_tumor_area | 342 | false | true | null | 75,126 | 18,287 | 9,390.75 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 74 | F | Macro | NFA | 2 | <3 | SF1 | |||
55 | 55 | 127 | max_tumor_area | 342 | true | true | null | 52,679 | 22,299 | 6,584.875 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 67 | M | Macro | NFA | 0 | <3 | TPIT | |||
56 | 56 | 144 | max_tumor_area | 342 | true | true | null | 19,584 | 15,541 | 2,448 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 65 | F | Macro | NFA | 1 | <3 | SF1 | |||
57 | 57 | 162 | max_tumor_area | 342 | true | true | null | 118,586 | 17,903 | 14,823.25 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 64 | M | Macro | NFA | 1 | <3 | SF1 | |||
58 | 58 | 140 | max_tumor_area | 342 | true | true | null | 85,838 | 20,755 | 10,729.75 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 64 | M | Macro | NFA | 3b | "low" | SF1 | |||
59 | 59 | 137 | max_tumor_area | 342 | true | true | null | 7,094 | 11,435 | 886.75 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 41 | F | Micro | Cushing's | 0 | <1 | Negative | |||
60 | 60 | 134 | max_tumor_area | 342 | true | true | null | 6,810 | 5,504 | 851.25 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 38 | F | Micro | Prolactinoma | 0 | 1 | SF1 | |||
61 | 61 | 113 | max_tumor_area | 342 | false | true | null | 23,139 | 15,344 | 2,892.375 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 55 | M | Macro | NFA | 2 | <3 | SF1 | |||
62 | 62 | 94 | max_tumor_area | 342 | false | true | null | 50,850 | 14,524 | 6,356.25 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 40 | F | Macro | Prolactinoma | 1 | <3 | PIT-1 | |||
63 | 63 | 111 | max_tumor_area | 342 | true | true | null | 191,602 | 11,925 | 23,950.25 | [500, 420, 342] | [0.5, 0.5, 0.5] | true | false | 55 | M | Macro | NFA | 3a | <3 | SF1 | |||
64 | 64 | 121 | max_tumor_area | 342 | true | true | null | 66,148 | 23,158 | 8,268.5 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 59 | M | Macro | NFA | 1 | <3 | SF1 | |||
65 | 65 | 119 | max_tumor_area | 342 | true | true | null | 36,661 | 26,499 | 4,582.625 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 61 | F | Macro | NFA | 0 | 2 | SF1 | |||
66 | 66 | 124 | max_tumor_area | 338 | true | true | null | 19,800 | 17,724 | 2,475 | [572, 452, 338] | [0.5, 0.5, 0.5] | true | false | 63 | F | Macro | NFA | 1 | <3 | SF1 | |||
67 | 67 | 97 | max_tumor_area | 316 | true | true | null | 53,559 | 7,890 | 6,694.875 | [480, 370, 316] | [0.5, 0.5, 0.5] | true | false | 52 | F | Macro | Acromegaly | 1 | <3 | PIT-1 | |||
68 | 68 | 110 | max_tumor_area | 342 | true | true | null | 8,310 | 14,753 | 1,038.75 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 54 | M | Macro | Acromegaly | 0 | <3 | PIT-1 | |||
69 | 69 | 133 | max_tumor_area | 342 | true | true | null | 22,083 | 14,731 | 2,760.375 | [540, 420, 342] | [0.5, 0.5, 0.5] | true | false | 68 | M | Macro | NFA | 2 | <3 | SF1 | |||
70 | 70 | 131 | max_tumor_area | 342 | true | true | null | 28,778 | 23,943 | 3,597.25 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 71 | F | Macro | NFA | 1 | <3 | SF1 | |||
71 | 71 | 115 | max_tumor_area | 342 | false | true | null | 5,939 | 11,956 | 742.375 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 27 | M | Micro | Cushing's | 0 | <1 | Negative | |||
72 | 72 | 138 | max_tumor_area | 342 | true | true | null | 59,678 | 25,990 | 7,459.75 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 80 | F | Macro | NFA | 3a | 2 | SF1 | |||
73 | 73 | 132 | max_tumor_area | 342 | false | false | not_published | 7,669 | 0 | 958.625 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | true | 37 | F | Micro | Cushing's | 0 | <1 | Negative | |||
74 | 74 | 136 | max_tumor_area | 342 | true | true | null | 17,574 | 9,589 | 2,196.75 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 58 | F | Macro | NFA | 1 | NA | Negative | |||
75 | 75 | 123 | max_tumor_area | 342 | true | false | not_published | 128,555 | 0 | 16,069.375 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 34 | M | Macro | Acromegaly | 1 | 1 | PIT-1 | |||
76 | 76 | 114 | max_tumor_area | 342 | true | true | null | 130,657 | 14,334 | 16,332.125 | [499, 389, 342] | [0.5, 0.5, 0.5] | true | false | 69 | F | Macro | Acromegaly | 2 | <3 | PIT-1 | |||
77 | 77 | 109 | max_tumor_area | 342 | false | true | null | 11,899 | 10,033 | 1,487.375 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 44 | F | Macro | Acromegaly | 3a | <3 | PIT-1 | |||
78 | 78 | 117 | max_tumor_area | 342 | true | true | null | 14,259 | 16,636 | 1,782.375 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 69 | M | Macro | NFA | 3a | 1 | SF1 | |||
79 | 79 | 165 | max_tumor_area | 342 | true | true | null | 71,072 | 9,017 | 8,884 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 74 | M | Macro | NFA | 3a | <3 | SF1 | |||
80 | 80 | 19 | max_tumor_area | 114 | false | true | null | 3,365 | 1,346 | 1,203.51 | [512, 432, 114] | [0.4883, 0.4883, 1.5] | false | true | 54 | F | Macro | NFA | 0 | <3 | SF1 | |||
81 | 81 | 157 | max_tumor_area | 342 | true | true | null | 138,023 | 13,187 | 17,252.875 | [499, 369, 342] | [0.5, 0.5, 0.5] | true | false | 54 | F | Macro | NFA | 4 | 1 | SF1 | |||
82 | 82 | 152 | max_tumor_area | 342 | true | true | null | 26,618 | 20,345 | 3,327.25 | [499, 369, 342] | [0.5, 0.5, 0.5] | true | false | 51 | M | Macro | NFA | 0 | 3 | TPIT | |||
83 | 83 | 102 | max_tumor_area | 342 | true | true | null | 22,537 | 27,633 | 2,817.125 | [600, 440, 342] | [0.5, 0.5, 0.5] | true | false | 27 | M | Macro | Acromegaly | 1 | 5 | PIT-1 | |||
84 | 84 | 130 | max_tumor_area | 342 | true | true | null | 50,226 | 16,709 | 6,278.25 | [499, 379, 342] | [0.5, 0.5, 0.5] | true | false | 80 | F | Macro | NFA | 1 | 1 | SF1 | |||
85 | 85 | 115 | max_tumor_area | 342 | false | true | null | 56,930 | 5,292 | 7,116.25 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 30 | F | Macro | NFA | 1 | <3 | TPIT | |||
86 | 86 | 159 | max_tumor_area | 342 | false | true | null | 71,420 | 6,845 | 8,927.5 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 59 | F | Macro | NFA | 1 | 1 | TPIT | |||
87 | 87 | 265 | max_tumor_area | 324 | false | true | null | 18,399 | 4,548 | 2,299.875 | [483, 391, 324] | [0.5, 0.5, 0.5] | true | true | 46 | F | Macro | NFA | 1 | 5 | SF1 | |||
88 | 88 | 126 | max_tumor_area | 342 | true | true | null | 7,899 | 7,836 | 987.375 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 36 | F | Micro | Cushing's | 0 | <1 | Negative | |||
89 | 89 | 129 | max_tumor_area | 342 | true | true | null | 7,605 | 5,991 | 950.625 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 36 | F | Micro | Cushing's | 0 | 4 | TPIT | |||
90 | 90 | 126 | max_tumor_area | 342 | false | true | null | 30,553 | 22,580 | 3,819.125 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 39 | F | Macro | Acromegaly | 1 | 1 | PIT-1 | |||
91 | 91 | 106 | max_tumor_area | 342 | true | true | null | 75,386 | 31,596 | 9,423.25 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 57 | M | Macro | Prolactinoma | 4 | <3 | PIT-1 | |||
92 | 92 | 114 | max_tumor_area | 342 | true | true | null | 26,954 | 8,328 | 3,369.25 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 54 | F | Macro | NFA | 1 | 4 | TPIT | |||
93 | 93 | 116 | max_tumor_area | 342 | true | true | null | 72,572 | 22,451 | 9,071.5 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 39 | M | Macro | NFA | 2 | <3 | SF1 | |||
94 | 94 | 129 | max_tumor_area | 342 | true | true | null | 6,262 | 9,686 | 782.75 | [600, 440, 342] | [0.5, 0.5, 0.5] | true | false | 44 | M | Macro | Prolactinoma | 0 | 5 | PIT-1 | |||
95 | 95 | 123 | max_tumor_area | 342 | true | true | null | 18,527 | 9,419 | 2,315.875 | [500, 420, 342] | [0.5, 0.5, 0.5] | true | false | 29 | F | Macro | Acromegaly | 3a | 2 | PIT-1 | |||
96 | 96 | 119 | max_tumor_area | 342 | true | true | null | 17,101 | 7,523 | 2,137.625 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 39 | F | Macro | Acromegaly | 1 | 3 | PIT-1 | |||
97 | 97 | 144 | max_tumor_area | 342 | false | true | null | 77,635 | 14,327 | 9,704.375 | [499, 409, 342] | [0.5, 0.5, 0.5] | true | false | 78 | F | Macro | NFA | 3a | <3 | SF1 | |||
98 | 98 | 105 | max_tumor_area | 342 | true | true | null | 9,667 | 8,873 | 1,208.375 | [499, 419, 342] | [0.5, 0.5, 0.5] | true | false | 18 | M | Macro | Acromegaly | 0 | 2 | PIT-1 | |||
99 | 99 | 159 | max_tumor_area | 342 | true | true | null | 1,601 | 12,654 | 200.125 | [499, 399, 342] | [0.5, 0.5, 0.5] | true | false | 26 | M | Micro | Cushing's | 0 | NR | Negative | |||
100 | 100 | 125 | max_tumor_area | 342 | true | true | null | 149,945 | 17,808 | 18,743.125 | [576, 426, 342] | [0.5, 0.5, 0.5] | true | false | null | M | Macro | NFA | 3a | <3 | SF1 |
Pituitary_tumor
MedOtter mirror of "Mapping pituitary neuroendocrine tumors: an annotated MRI dataset profiling tumor and carotid characteristics" (Pandit et al., Scientific Data 12:80, 2025).
- Upstream: figshare 27894084
- Paper: 10.1038/s41597-024-04218-8
- License: CC BY 4.0 - redistribution and commercial use permitted with attribution.
136 patients, one scan each, from the Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery (Queen Square) / UCL, recruited July 2021 - December 2023.
Contents
dataset/<pid>/<pid>_T1.nii.gz T1w contrast-enhanced, 136/136
dataset/<pid>/<pid>_T2.nii.gz T2w, co-registered, 100/136
dataset/<pid>/<pid>_mask.nii.gz merged uint8 {0=bg, 1=tumour, 2=carotids}
original_masks/<pid>/ untouched upstream binaries
upstream/ the authors' FSL scripts + supplementary sheet
train.jsonl 136 rows, one per patient
metadata.csv same fields, flat
Classes
| id | name | present |
|---|---|---|
| 0 | background | - |
| 1 | pituitary tumour-gland complex | 136/136 |
| 2 | intracranial internal carotid arteries (both sides, one label) | 133/136 |
The two structures are disjoint. Measured across all 133 patients that carry
both: maximum overlap 0 voxels - including the 9 Knosp-4 cases where the
tumour encases the carotid and the naive expectation is overlap. Annotators
carve the carotid out of the tumour label. So mask == k equality is exact and
no fan-out is needed.
Carotids are absent for PID 73 and PID 75 (never published) and PID
132 (upstream file is zero bytes). has_carotids and carotid_absent_reason
record this; an absent carotid is not an empty mask.
Geometry
0.5 mm isotropic, RAS, qform = sform = 1, float32 images. Per-patient FOV
differs (24 distinct shapes). PID 80 escaped the upstream isotropic step and
is native 0.4883 x 0.4883 x 1.5 mm; isotropic flags it.
Upstream preprocessing (scripts under upstream/): fsl_anat bias correction
with --noreorient --nocrop --noreg, then flirt -applyisoxfm 0.5, then
fslmaths -thr 0.9 -bin for masks. No raw DICOM is published, so this is a
preprocessed release, not native acquisition data.
What this mirror changes
Every change is recorded per case in train.jsonl; original_masks/ keeps the
untouched upstream binaries.
- Merged label map. Upstream ships two separate binary files; this mirror
adds one
{0,1,2}map. Masks are binarised with> 0off the raw array because dtypes are mixed (tumour float32 x134 / int32 x2, carotids uint8). - 10 patients had masks on a different grid than their own T1 (2, 8, 9, 14,
16, 21, 73, 80, 87, 125), because upstream resampled each file against
itself as reference. Nearest-neighbour resampled onto the T1 grid, which
retains 100% of foreground voxels. Flagged
resampled_to_image_grid. - 8 patients had T2 on a different grid (14, 16, 45, 50, 58, 118, 123, 125);
linearly resampled onto the T1 grid. Flagged
t2_resampled_to_image_grid.
Upstream defects normalised here
- The documented filenames are not the shipped ones. Paper and figshare say
[pid]_tumour.nii.gz/[pid]_T2.nii.gz; the archive ships_tumor_f/_T2_f. Exactly two files lack the_f:73_tumor.nii.gzand132_carotids.nii.gz. Globbing the documented pattern drops PID 73; globbing the shipped pattern drops PID 132. 132_carotids.nii.gzis zero bytes.- The supplementary sheet overstates T2 availability - it names a sequence for 119 patients and gives voxel/matrix for 108, but only 100 T2 files exist. This index was built by enumerating the archive.
- The sheet also carries
Age = 0for PID 100 (a missing-value sentinel; the paper's range is 17-86),#N/Afor one Knosp grade, and inconsistent casing inSex/Micro/Macro. All normalised intrain.jsonl.
Correctness check
The sheet's Tumour Volume (mm3) equals mask voxel count x voxel volume.
All 136 reproduce it exactly, which independently confirms the image-mask
pairing and the > 0 binarisation. The check is asserted at build time.
Clinical metadata
Per patient: age, sex, micro/macro, functional status (85 NFA / 22 acromegaly / 16 Cushing's / 12 prolactinoma / 1 ?RCC), Knosp grade (0:35, 1:45, 2:22, 3a:18, 3b:6, 4:9, 1 missing), Ki-67, cell type, lineage (SF1 66 / PIT-1 33 / TPIT 19 / negative 15 / 3 mixed), native sequence parameters.
Splits
None. Upstream publishes a flat pool of 136; everything is exposed as
train. Any partition is the consumer's to define - group on patient_id
(one scan per patient).
Citation
@article{pandit2025pituitary,
title = {Mapping pituitary neuroendocrine tumors: an annotated MRI dataset
profiling tumor and carotid characteristics},
author = {Pandit, Anand S. and Keenlyside, Andrew and Khan, Danyal Z. and
Reischer, Gerda and Kamal, Muhammad A. and Yoh, Nina and
Jaunmuktane, Zane and Borg, Anouk and Dorward, Neil L. and
Baldeweg, Stephanie E. and Davagnanam, Indran and Hyare, Harpreet and
Nachev, Parashkev and Marcus, Hani J.},
journal = {Scientific Data},
volume = {12},
number = {1},
pages = {80},
year = {2025},
doi = {10.1038/s41597-024-04218-8}
}
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