01.12.2017 | Research article | Ausgabe 1/2017 Open Access

Development and external validation of nomograms to predict the risk of skeletal metastasis at the time of diagnosis and skeletal metastasis-free survival in nasopharyngeal carcinoma
- Zeitschrift:
- BMC Cancer > Ausgabe 1/2017
Electronic supplementary material
Background
Methods
Training cohort
Treatment
Validation cohort
Statistical analysis
Results
Patient characteristics and survival
Characteristic
|
Number (%)
|
Training cohort
|
P-value
|
Validation cohort Number (%)
|
|
---|---|---|---|---|---|
SMAD
|
|||||
Absent
|
Present
|
||||
Age, years
|
0.379
|
||||
< 45
|
1404 (52.3%)
|
1311 (93.4%)
|
93 (6.6%)
|
679 (51.1%)
|
|
≥ 45
|
1281 (47.7%)
|
1185 (92.5%)
|
96 (7.5%)
|
650 (48.9%)
|
|
Sex
|
0.025
|
||||
Male
|
2131 (79.4%)
|
1969 (92.4%)
|
162 (7.6%)
|
986 (74.2%)
|
|
Female
|
554 (20.6%)
|
527 (95.1%)
|
27 (4.9%)
|
343 (25.8%)
|
|
Smoking Status
|
0.055
|
||||
Absent
|
1708 (63.3%)
|
1600 (93.7%)
|
108 (6.3%)
|
795 (59.8%)
|
|
Present
|
977 (36.4%)
|
896 (91.7%)
|
81 (8.3%)
|
534 (40.2%)
|
|
Drinking Status
|
0.873
|
||||
Absent
|
2382 (88.7%)
|
2215 (93.0%)
|
167 (7.0%)
|
1117 (84.0%)
|
|
Present
|
303 (11.3%)
|
281 (92.7%)
|
22 (7.3%)
|
212 (16.0%)
|
|
Family history
|
0.566
|
||||
Absent
|
1926 (71.7%)
|
1787 (92.8%)
|
139 (7.2%)
|
967 (72.8%)
|
|
Present
|
759 (28.3%)
|
709 (93.4%)
|
50 (6.6%)
|
362 (27.2%)
|
|
Calcium, mmol/L
|
0.932
|
||||
< 2.4
|
1370 (51.0%)
|
1273 (92.9%)
|
97 (7.1%)
|
501 (37.7%)
|
|
≥ 2.4
|
1315 (49.0%)
|
1223 (93.0%)
|
92 (7.0%)
|
828 (62.3%)
|
|
Phosphorus, mmol/L
|
0.587
|
||||
< 1.15
|
1398 (52.1%)
|
1296 (92.7%)
|
102 (7.3%)
|
676 (50.9%)
|
|
≥ 1.15
|
1287 (47.9%)
|
1200 (93.2%)
|
87 (6.8%)
|
653 (49.1%)
|
|
Magnesium, mmol/L
|
0.308
|
||||
< 0.93
|
1410 (52.2%)
|
1304 (92.5%)
|
106 (7.5%)
|
919 (69.1%)
|
|
≥ 0.93
|
1275 (47.5%)
|
1192 (93.5%)
|
83 (6.5%)
|
410 (30.9%)
|
|
CRP, mg/L
|
< 0.001
|
||||
< 1.91
|
1345 (50.1%)
|
1283 (95.4%)
|
62 (4.6%)
|
722 (54.3%)
|
|
≥ 1.91
|
1340 (49.9%)
|
1213 (90.5%)
|
127 (9.5%)
|
607 (45.7%)
|
|
WBCs, ×10
9
|
0.137
|
||||
< 6.9
|
1376 (51.2%)
|
1289 (93.7%)
|
87 (6.3%)
|
677 (50.9%)
|
|
≥ 6.9
|
1309 (48.8%)
|
1207 (92.2%)
|
102 (7.8%)
|
652 (49.1%)
|
|
Neutrophils, ×10
9
|
0.001
|
||||
< 4.2
|
1356 (50.5%)
|
1283 (94.6%)
|
73 (5.4%)
|
691 (52.0%)
|
|
≥ 4.2
|
1329 (49.5%)
|
1213 (91.3%)
|
116 (8.7%)
|
638 (48.0%)
|
|
HGB, g/L
|
|||||
< 145
|
1379 (51.4%)
|
1264 (91.7%)
|
115 (8.3%)
|
0.007
|
758 (57.0%)
|
≥ 145
|
1306 (48.6%)
|
1232 (94.3%)
|
74 (5.7%)
|
571 (43.0%)
|
|
Platelets, ×10
9
|
0.013
|
||||
< 229
|
1343 (50.0%)
|
1265 (94.2%)
|
78 (5.8%)
|
638 (48.0%)
|
|
≥ 229
|
1342 (50.0%)
|
1231 (91.7%)
|
111 (8.3%)
|
691 (52.0%)
|
|
ALT, U/L
|
0.392
|
||||
< 22.2
|
1345 (50.1%)
|
1256 (93.4%)
|
89 (6.6%)
|
725 (54.6%)
|
|
≥ 22.2
|
1340 (49.9%)
|
1240 (92.5%)
|
100 (7.5%)
|
604 (45.4%)
|
|
AST, U/L
|
0.092
|
||||
< 21
|
1366 (50.9)
|
1281 (93.8%)
|
85 (6.2%)
|
675 (50.8%)
|
|
≥ 21
|
1319 (49.1%)
|
1215 (92.1%)
|
104 (7.9%)
|
654 (49.2%)
|
|
ALP, U/L
|
< 0.001
|
||||
< 70
|
1357 (50.5%)
|
1304 (96.1%)
|
53 (3.9%)
|
744 (56.0%)
|
|
≥ 70
|
1328 (49.5%)
|
1192 (89.8%)
|
136 (10.2%)
|
585 (44.0%)
|
|
LDH, U/L
|
< 0.001
|
||||
< 172.2
|
1344 (50.1%)
|
1287 (95.8%)
|
57 (4.2%)
|
706 (53.1%)
|
|
≥ 172.2
|
1341 (49.9%)
|
1209 (90.2%)
|
132 (9.8%)
|
623 (46.9%)
|
|
ALB, g/L
|
0.003
|
||||
< 44.9
|
1351 (50.3%)
|
1236 (91.5%)
|
115 (8.5%)
|
576 (43.3%)
|
|
≥ 44.9
|
1334 (49.7%)
|
1260 (94.5%)
|
74 (5.5%)
|
753 (56.7%)
|
|
GLB, g/L
|
0.507
|
||||
< 30.5
|
1341 (49.9%)
|
1251 (93.3%)
|
90 (6.7%)
|
793 (59.7%)
|
|
≥ 30.5
|
1344 (50.1%)
|
1245 (92.6%)
|
99 (7.4%)
|
536 (40.3%)
|
|
Cholesterol, mmol/L
|
0.054
|
||||
< 5.12
|
1353 (50.4%)
|
1245 (92.0%)
|
108 (8.0%)
|
576 (43.3%)
|
|
≥ 5.2
|
1332 (49.6%)
|
1251 (93.9%)
|
81 (6.1%)
|
753 (56.7%)
|
|
T lymphocytes, ×10
9
|
0.289
|
||||
< 1.8
|
1392 (51.8%)
|
1287 (92.5%)
|
105 (7.5%)
|
622 (46.8%)
|
|
≥ 1.8
|
1293 (48.2%)
|
1209 (93.5%)
|
84 (6.5%)
|
707 (53.2%)
|
|
Monocytes, ×10
9
|
0.005
|
||||
< 0.4
|
1385 (51.6%)
|
1306 (94.3%)
|
79 (5.7%)
|
462 (34.8%)
|
|
≥ 0.4
|
1300 (48.4%)
|
1190 (91.5%)
|
110 (8.5%)
|
867 (65.2%)
|
|
Pathology
|
0.852
|
||||
Undifferentiated
|
2592 (96.5%)
|
2410 (93.0%)
|
182 (7.0%)
|
1300 (97.8%)
|
|
Differentiated
|
93 (3.5%)
|
86 (92.5%)
|
7 (7.5%)
|
29 (2.2%)
|
|
Cranial nerve injury
|
0.730
|
||||
Absent
|
2498 (93.0%)
|
2321 (92.9%)
|
177 (7.1%)
|
1234 (92.9%)
|
|
Present
|
187 (7.0%)
|
175 (93.6%)
|
12 (6.4%)
|
95 (7.1%)
|
|
EBV-DNA, copies/ml
|
< 0.001
|
||||
< 1000
|
1130 (42.1%)
|
1092 (96.6%)
|
38 (3.4%)
|
526 (39.6%)
|
|
1000–9999
|
585 (21.8%)
|
555 (94.9%)
|
30 (5.1%)
|
265 (19.9%)
|
|
10,000–99,999
|
599 (22.3%)
|
555 (92.7%)
|
44 (23.3%)
|
325 (24.5%)
|
|
100,000–999,999
|
290 (10.8%)
|
245 (84.5%)
|
45 (15.5%)
|
156 (11.7%)
|
|
≥ 1,000,000
|
81 (3.0%)
|
49 (60.5%)
|
32 (39.5%)
|
57 (4.3%)
|
|
T category
|
0.804
|
||||
1
|
167 (6.2%)
|
158 (94.6%)
|
37 (5.4%)
|
81 (6.1%)
|
|
2
|
525 (19.6%)
|
488 (93.0%)
|
37 (7.0%)
|
328 (24.7%)
|
|
3
|
1374 (51.2%)
|
1278 (93.0%)
|
96 (7.0%)
|
630 (47.4%)
|
|
4
|
619 (23.1%)
|
572 (92.4%)
|
47 (7.6%)
|
290 (21.8%)
|
|
N category
|
< 0.001
|
||||
0
|
319 (11.9%)
|
312 (97.8%)
|
7 (2.2%)
|
250 (18.8%)
|
|
1
|
921 (34.3%)
|
887 (96.3%)
|
34 (3.7%)
|
449 (33.8%)
|
|
2
|
775 (28.9%)
|
697 (89.9%)
|
78 (10.1%)
|
370 (27.8%)
|
|
3
|
549 (20.4%)
|
494 (90.0%)
|
55 (10.0%)
|
243 (18.3%)
|
|
4
|
121 (4.5%)
|
106 (87.6%)
|
15 (12.4%)
|
17 (1.3%)
|
|
Radiotherapy technique
|
0.451
|
||||
IMRT +3DCRT
|
1341(49.9%)
|
1252 (93.4%)
|
89 (6.6%)
|
705(65.9%)
|
|
CRT
|
1344(51.1%)
|
1244 (92.6%)
|
100 (7.4%)
|
624(34.1%)
|
|
Treatment method
|
P < 0.001
|
||||
Radiotherapy
|
505(18.8%)
|
481 (95.2%)
|
24 (4.8%)
|
318 (24.1%)
|
|
CCRT
|
1136 (42.3%)
|
1086 (95.6%)
|
50(4.4%)
|
425 (32.2%)
|
|
Neo + radiotherapy
|
483 (18.0%)
|
419 (86.7%)
|
64 (13.3%)
|
265 (20.1%)
|
|
Neo + CCRT
|
561(20.9%)
|
510 (90.9%)
|
51(9.1%)
|
311 (23.5%)
|
|
SMAD
|
|||||
Absent
|
2496 (93.0%)
|
1231 (92.6%)
|
|||
Present
|
189 (7%)
|
98 (7.4%)
|
Univariate and multivariate analyses
Characteristic
|
Univariate
|
Multivariate
|
||||
---|---|---|---|---|---|---|
HR
|
95% CI
|
P-value
|
HR
|
95% CI
|
P-value
|
|
Age (≥ 45 vs. < 45 years)
|
1.142
|
0.850–1.535
|
0.379
|
|||
Gender (Male vs. Female)
|
0.623
|
0.410–0.946
|
0.027
|
|||
Smoking Status (Present vs. Absent)
|
1.139
|
0.993–1.807
|
0.056
|
|||
Drinking Status (Present vs. Absent)
|
1.038
|
0.655–1.647
|
0.873
|
|||
Family history (Present vs. Absent)
|
0.907
|
0.649–1.267
|
0.566
|
|||
Calcium, mmol/L (≥ 2.4 vs. < 2.4)
|
0.987
|
0.734–1.327
|
0.932
|
|||
Phosphorus, mmol/L (≥ 1.15 vs. < 1.15)
|
0.921
|
0.685–1.239
|
0.587
|
|||
Magnesium, mmol/L (≥ 0.93 vs. < 0.93)
|
0.857
|
0.636–1.154
|
0.308
|
|||
CRP, mg/L (≥ 1.91 vs. < 1.91)
|
2.167
|
1.583–2.965
|
< 0.001
|
|||
WBCs, ×10
9 (≥ 6.9 vs. < 6.9)
|
1.252
|
0.931–1.684
|
0.137
|
|||
Neutrophils, ×10
9 (≥ 4.2 vs. < 4.2)
|
1.681
|
1.241–2.276
|
0.001
|
|||
HGB, g/L (≥ 145 vs. < 145)
|
0.660
|
0.488–0.893
|
0.007
|
0.672
|
0.477–0.948
|
0.023
|
Platelets, ×10
9 (≥ 229 vs. < 229)
|
1.462
|
1.083–1.974
|
0.013
|
|||
ALT, U/L (≥ 22.2 vs. < 22.2)
|
1.138
|
0.846–1.530
|
0.392
|
|||
AST, U/L (≥ 21 vs. < 21)
|
1.290
|
0.958–1.736
|
0.093
|
|||
ALP, U/L (≥ 70 vs. < 70)
|
2.807
|
2.024–3.893
|
< 0.001
|
2.148
|
1.509–3.056
|
< 0.001
|
LDH, U/L (≥ 172.2 vs. < 172.2)
|
2.465
|
1.789–3.396
|
< 0.001
|
1.512
|
1.069–2.139
|
0.019
|
ALB, g/L (≥ 44.9 vs. < 44.9)
|
0.631
|
0.466–0.854
|
0.003
|
|||
GLB, g/L (≥ 30.5 vs. < 30.5)
|
1.105
|
0.822–1.486
|
0.507
|
|||
Cholesterol, mmol/L (≥ 5.12 vs. < 5.12)
|
0.746
|
0.554–1.006
|
0.055
|
|||
T lymphocytes, ×10
9 (≥ 1.8 vs. < 1.8)
|
0.852
|
0.632–1.147
|
0.290
|
|||
Monocytes, ×10
9 (≥ 0.4 vs. < 0.4)
|
1.528
|
1.133–2.062
|
0.006
|
|||
Pathology (Differentiated vs. Undifferentiated
|
1.078
|
0.492–2.363
|
0.852
|
|||
Cranial nerve injury (Absent vs. Present)
|
0.899
|
0.491–1.646
|
0.899
|
|||
EBV-DNA, copies/ml
|
< 0.001
|
< 0.001
|
||||
< 1000
|
1.000
|
1.000
|
1.000
|
1.000
|
||
1000–9999
|
1.553
|
0.952–2.534
|
0.078
|
1.293
|
0.784–2.131
|
0.314
|
10,000–99,999
|
2.278
|
1.459–3.558
|
< 0.001
|
1.588
|
0.998–2.530
|
0.051
|
100,000–999,999
|
5.278
|
3.354–8.307
|
< 0.001
|
3.234
|
1.982–5.279
|
< 0.001
|
≥ 1,000,000
|
18.767
|
10.822–32.544
|
< 0.001
|
10.703
|
5.876–19.498
|
< 0.001
|
T category
|
0.805
|
|||||
1
|
1.000
|
1.000
|
||||
2
|
1.331
|
0.629–2.818
|
0.455
|
|||
3
|
1.319
|
0.653–2.663
|
0.440
|
|||
4
|
1.443
|
0.692–3.007
|
0.328
|
|||
N category
|
< 0.001
|
0.002
|
||||
0
|
1.000
|
1.000
|
1.000
|
1.000
|
||
1
|
1.708
|
0.750–3.893
|
0.202
|
1.292
|
0.559–2.984
|
0.549
|
2
|
4.988
|
2.276–10.933
|
< 0.001
|
2.924
|
1.304–6.557
|
0.009
|
3
|
4.962
|
2.232–11.035
|
< 0.001
|
2.299
|
0.996–5.306
|
0.051
|
4
|
6.307
|
2.504–15.887
|
< 0.001
|
2.606
|
0.983–6.905
|
0.054
|
Characteristic
|
Univariate
|
Multivariate
|
||||
---|---|---|---|---|---|---|
HR
|
95% CI
|
P-value
|
HR
|
95% CI
|
P-value
|
|
Age (≥ 45 vs. < 45 years)
|
1.288
|
1.008–1.647
|
0.043
|
|||
Gender (Male vs. Female)
|
0.867
|
0.635–1.184
|
0.371
|
|||
Smoking Status (Present vs. Absent)
|
1.120
|
0.871–1.440
|
0.376
|
|||
Drinking Status (Present vs. Absent)
|
0.911
|
0.615–1.349
|
0.642
|
|||
Family history (Present vs. Absent)
|
0.831
|
0.627–1.010
|
0.198
|
|||
Calcium, mmol/L (≥ 2.4 vs. < 2.4)
|
0.927
|
0.725–1.186
|
0.548
|
|||
Phosphorus, mmol/L (≥ 1.15 vs. < 1.15)
|
0.927
|
0.725–1.185
|
0.545
|
|||
Magnesium, mmol/L (≥ 0.93 vs. < 0.93)
|
0.804
|
0.552–1.172
|
0.257
|
|||
CRP, mg/L (≥ 1.91 vs. < 1.91)
|
2.092
|
1.618–2.706
|
< 0.001
|
1.450
|
1.108–1.897
|
0.007
|
WBCs, ×10
9 (≥ 6.9 vs. < 6.9)
|
1.050
|
0.822–1.342
|
0.694
|
|||
Neutrophils, ×10
9 (≥ 4.2 vs. < 4.2)
|
1.177
|
0.921–1.504
|
0.193
|
|||
HGB, g/L (≥ 145 vs. < 145)
|
0.835
|
0.653–1.068
|
0.150
|
0.023
|
||
Platelets, ×10
9 (≥ 229 vs. < 229)
|
1.134
|
0.887–1.449
|
0.315
|
|||
ALT, U/L (≥ 22.2 vs. < 22.2)
|
0.971
|
0.760–1.241
|
0.814
|
|||
AST, U/L (≥ 21 vs. < 21)
|
1.283
|
1.003–1.641
|
0.047
|
|||
ALP, U/L (≥ 70 vs. < 70)
|
2.023
|
1.570–2.606
|
< 0.001
|
1.654
|
1.275–2.145
|
< 0.001
|
LDH, U/L (≥ 172.2 vs. < 172.2)
|
1.951
|
1.514–2.514
|
< 0.001
|
1.424
|
1.098–1.847
|
< 0.001
|
ALB, g/L (≥ 44.9 vs. < 44.9)
|
0.694
|
0.542–0.889
|
0.004
|
|||
GLB, g/L (≥ 30.5 vs. < 30.5)
|
1.594
|
1.242–2.047
|
< 0.001
|
|||
Cholesterol, mmol/L (≥ 5.12 vs. < 5.12)
|
0.955
|
0.747–1.220
|
0.710
|
|||
T lymphocytes, ×10
9 (≥ 1.8 vs. < 1.8)
|
0.913
|
0.714–1.167
|
0.468
|
|||
Monocytes, ×10
9 (≥ 0.4 vs. < 0.4)
|
1.431
|
1.118–1.832
|
0.004
|
|||
Pathology (Differentiated vs. Undifferentiated
|
0.410
|
0.153–1.101
|
0.077
|
|||
Cranial nerve injury (Absent vs. Present)
|
1.075
|
0.666–1.736
|
0.767
|
|||
EBV-DNA, copies/ml
|
< 0.001
|
< 0.001
|
||||
< 1000
|
1.000
|
1.000
|
1.000
|
1.000
|
||
1000–9999
|
1.955
|
1.349–2.832
|
< 0.001
|
1.521
|
1.045–2.215
|
0.029
|
10,000–99,999
|
2.757
|
1.959–3.881
|
< 0.001
|
1.822
|
1.277–2.601
|
0.001
|
100,000–999,999
|
4.569
|
3.147–6.631
|
< 0.001
|
2.706
|
1.829–4.004
|
< 0.001
|
≥ 1,000,000
|
7.451
|
4.221–13.151
|
< 0.001
|
4.764
|
1.829–8.533
|
< 0.001
|
Treatment method
|
0.040
|
|||||
Radiotherapy
|
1.000
|
1.000
|
||||
CCRT
|
1.064
|
0.639–1.773
|
0.811
|
|||
Neo + Radiotherapy
|
0.188
|
0.834–2.521
|
0.188
|
|||
Neo + CCRT
|
0.752
|
0.426–1.325
|
< 0.001
|
|||
Radiotherapy technology (IMRT + 3DCRT vs. CRT)
|
0.745
|
0.378–1.471
|
0.397
|
|||
T category
|
0.021
|
|||||
1
|
1.000
|
1.000
|
||||
2
|
3.190
|
1.269–8.020
|
0.014
|
|||
3
|
3.752
|
1.538–9.157
|
0.004
|
|||
4
|
3.966
|
1.596–9.856
|
0.003
|
|||
N category
|
< 0.001
|
< 0.001
|
||||
0
|
1.000
|
1.000
|
1.000
|
1.000
|
||
1
|
1.731
|
0.928–3.230
|
0.085
|
1.432
|
0.765–2.681
|
0.262
|
2
|
3.017
|
1.638–5.558
|
< 0.001
|
2.149
|
1.156–3.995
|
0.016
|
3
|
5.987
|
3.281–10.925
|
< 0.001
|
3.613
|
1.947–6.704
|
< 0.001
|
4
|
6.310
|
3.079–12.933
|
< 0.001
|
3.629
|
1.742–7.559
|
0.001
|
Nomograms for predicting SMAD and SMFS
Model
|
Training set
|
Validation set
|
||||
---|---|---|---|---|---|---|
C-index
|
95% CI
|
P-value
|
C-index
|
95% CI
|
P-value
|
|
Nomograms (SMAD)
|
0.83
|
0.78–0.87
|
0.005
|
0.76
|
0.71–0.79
|
< 0.001
|
TNM classification (SMAD)
|
0.73
|
0.70–0.77
|
0.64
|
0.60–0.67
|
||
Nomograms (SMFS)
|
0.70
|
0.67–0.74
|
< 0.001
|
0.61
|
0.55–0.0.66
|
0.005
|
TNM classification (SMFS)
|
0.59
|
0.56–0.63
|
0.58
|
0.54–0.63
|