Introduction
Methods
Patient selection and data processing
Variables defined
Statistical analysis
Results
Characterization of eligible patients
Characteristics | Total cohort N(%) | Development cohort N (%) | Validation cohort N (%) | P-value |
---|---|---|---|---|
Number of patients | 3348 | 2344(70%) | 1004(30%) | |
Age | 0.732 | |||
< 45 | 330(9.9%) | 236(10.1%) | 94(9.3%) | |
45–64 | 1613(48.1%) | 1128(48.1%) | 485(48.5%) | |
65–84 | 1234(36.9) | 866(36.9) | 368(36.7%) | |
≥ 85 | 171(5.1%) | 114(5.9%) | 57(5.7%) | |
Sex | 0.396 | |||
Female | 1480(44.2%) | 1025(43.7%) | 455(45.3%) | |
Male | 1868(55.8%) | 1319(56.3%) | 549(54.7%) | |
Race | 0.343 | |||
White | 2623(78.3%) | 1852(79.0%) | 771(76.8%) | |
Black | 292(8.7%) | 202(8.6%) | 90(9.0%) | |
Asian or Pacific Islander | 412(12.3%) | 274(11.8%) | 138(13.7%) | |
American Indian/Alaska Native | 21(0.7%) | 16(0.7%) | 5(0.5%) | |
Marital | 0.513 | |||
Single | 651(19.5%) | 471(20.1%) | 180(17.9%) | |
Married | 1923(57.4%) | 1330(56.7%) | 593(59.1%) | |
Divorced or Separated | 355(10.6%) | 255(10.9%) | 100(10%) | |
Widowed | 404(12.1%) | 278(11.9%) | 126(12.5%) | |
Unmarried or Domestic Partner | 15(0.4%) | 10(0.4%) | 5(0.5%) | |
Radiation | 0.559 | |||
No | 2586(77.2%) | 1817(77.5%) | 769(76.6%) | |
Yes | 762(22.8%) | 527(22.5%) | 235(23.4%) | |
Chemotherapy | 0.204 | |||
No | 968(28.9%) | 693(2936%) | 275(27.4%) | |
Yes | 2380(71.1) | 1651(70.4%) | 729(72.6%) | |
Summary_stage | 0.595 | |||
Regional | 2551(76.2%) | 1780(75.9%) | 771(76.8%) | |
Distant | 797(23.8%) | 564(24.1%) | 233(23.2%) | |
AJCC_Stage | 0.086 | |||
IIIA | 330(9.9%) | 228(9.7%) | 102(10.2) | |
IIIB | 1653(49.3%) | 1168(49.8%) | 485(48.3%) | |
IIIC | 625(18.7%) | 417(17.8%) | 208(20.7%) | |
IVA | 489(14.6%) | 340(14.5%) | 149(14.8%) | |
IVB | 251(7.5%) | 191(8.2%) | 60(6.0%) | |
T | 0.918 | |||
T1 | 66(2.0%) | 47(2.0%) | 19(1.9%) | |
T2 | 351(10.5%) | 244(10.4%) | 107(10.7%) | |
T3 | 2210(66.0%) | 1555(66.3%) | 655(65.2%) | |
T4a | 497(14.8%) | 347(14.8%) | 150(15.0%) | |
T4b | 224(6.7%) | 151(6.5%) | 73(7.2%) | |
N | 0.726 | |||
N1a | 921(27.5%) | 657(28.0%) | 264(26.3%) | |
N1b | 986(29.5%) | 695(29.7%) | 291(29.0%) | |
N1c | 5(0.1%) | 3(0.1%) | 2(0.2%) | |
N2a | 726(21.7%) | 498(21.3%) | 228(22.7%) | |
N2b | 710(21.2%) | 491(20.9%) | 219(21.8%) | |
Tumor_size | 0.924 | |||
≤ 3.7 cm | 849(25.4%) | 590(25.2%) | 259(25.8%) | |
3.8–5.6 cm | 1579(47.1%) | 1107(47.2%) | 472(47.0%) | |
≥ 5.7 cm | 920(27.5%) | 647(27.6%) | 273(27.2%) | |
Regional_nodes_examined | 0.640 | |||
1–12 | 686(20.5%) | 489(21.9%) | 197(19.6%) | |
13–16 | 842(25.1%) | 592(25.3%) | 250(24.9%) | |
≥ 17 | 1820(56.4%) | 1263(53.8%) | 557(55.5%) | |
Regional_nodes_positive | 0.345 | |||
1–3 | 1913(57.1%) | 1358(57.9%) | 555(55.3%) | |
4–8 | 976(29.2%) | 668(28.5%) | 308(30.7%) | |
≤ 9 | 459(13.7%) | 318(13.6%) | 141(14.0%) |
Prognostic factors in development cohort
Characteristics | Univariate analysis HR (95%CI) | P-value | Multivariate analysis HR (95%CI) | P-value |
---|---|---|---|---|
Age | ||||
< 45 | Ref | Ref | ||
45–64 | 0.978 (0.792–1.210) | 0.844 | 1.124(0.906–1.394) | 0.287 |
65–84 | 1.541(1.247–1.903) | < 0.001* | 1.767(1.416–2.205) | < 0.001* |
> = 85 | 2.975(2.256–3.925) | < 0.001* | 2.998(2.193–4.099) | < 0.001* |
Sex | ||||
Female | Ref | |||
Male | 1.007(0.898–1.129) | 0.906 | ||
Race | ||||
White | Ref | Ref | ||
Black | 1.392(1.153–1.681) | < 0.001* | 1.188(0.980–1.440) | 0.079 |
Asian or Pacific Islander | 0.978(0.814–1.174) | 0.810 | 1.008(0.837–1.212) | 0.937 |
American Indian/Alaska Native | 0.552(0.229–1.330) | 0.185 | 0.510(0.210–1.240) | 0.138 |
Marital | ||||
Single | Ref | Ref | ||
Married | 0.712(0.615–0.824) | < 0.001* | 0.741(0.637–0.862) | < 0.001* |
Divorced or Separated | 1.111(0.908–1.357) | 0.309 | 1.138(0.925–1.398) | 0.220 |
Widowed | 1.370(1.137–1.652) | < 0.001* | 0.854(0.694–1.051) | 0.136 |
Unmarried or Domestic Partner | 1.099(0.454–2.664) | 0.834 | 1.592(0.652–3.883) | 0.307 |
Radiation | ||||
No | Ref | Ref | ||
Yes | 0.739(0.641–0.851) | < 0.001* | 1.028(0.882–1.199) | 0.721 |
Chemotherapy | ||||
No | Ref | Ref | ||
Yes | 0.498(0.443–0.560) | < 0.001* | 0.468(0.408–0.537) | < 0.001* |
Summary_stage | ||||
Regional | Ref | Ref | ||
Distant | 3.356(2.979–3.781) | < 0.001* | 1.122(0.673–1.871) | 0.689 |
AJCC_Stage | ||||
IIIA | Ref | Ref | ||
IIIB | 2.116(1.582–2.831) | < 0.001* | 1.007(0.596–1.703) | 0.979 |
IIIC | 3.112(2.289–4.229) | < 0.001* | 1.080(0.606–1.912) | 0.793 |
IVA | 6.139(4.529–8.320) | < 0.001* | 2.816(1.322–5.996) | 0.007* |
IVB | 10.779(7.854–14.792) | < 0.001* | 4.024(1.888–8.576) | < 0.001* |
T | ||||
T1 | Ref | Ref | ||
T2 | 1.012(0.532–1.925) | 0.971 | 0.971(0.507–1.861) | 0.929 |
T3 | 2.440(1.346–4.424) | 0.003* | 1.830(0.871–3.847) | 0.111 |
T4a | 4.553(2.487–8.334) | < 0.001* | 2.832(1.333–6.017) | 0.007* |
T4b | 5.213(2.806–9.683) | < 0.001* | 2.393(1.100–5.205) | 0.028* |
N | ||||
N1a | Ref | Ref | ||
N1b | 1.272(1.086–1.492) | 0.003* | 1.229(1.046–1.443) | 0.012* |
N1c | 2.212(0.709–6.903) | 0.171 | 4.400(1.329–14.564) | 0.015* |
N2a | 1.368(1.153–1.624) | < 0.001* | 2.021(0.579–7.050) | 0.270 |
N2b | 2.140(1.820–2.516) | < 0.001* | 2.563(0.733–8.964) | 0.141 |
Tumor_size | ||||
≤ 3.7 cm | Ref | Ref | ||
3.8–5.6 cm | 1.268(1.094–1.470) | 0.002* | 1.008(0.864–1.175) | 0.919 |
≥ 5.7 cm | 1.711(1.461–2.003) | < 0.001* | 1.194(1.007–1.416) | 0.040* |
Regional_nodes_examined | ||||
1–12 | Ref | Ref | ||
13–16 | 0.703(0.599–0.825) | < 0.001* | 0.742(0.630–0.874) | < 0.001* |
≥ 17 | 0.652(0.568–0.748) | < 0.001* | 0.590(0.509–0.685) | < 0.001* |
Regional_nodes_positive | ||||
1–3 | Ref | Ref | ||
4–8 | 2.061(1.131–1.469) | < 0.001* | 0.620(0.180–2.140) | 0.450 |
≥ 9 | 2.061(1.765–2.407) | < 0.001* | 0.844(0.243–2.930) | 0.789 |
Nomogram construction
Variables | points | Variables | points |
---|---|---|---|
Age | Marital | ||
< 45 | 0 | Single | 21 |
45–64 | 7 | Married | 0 |
65–84 | 38 | Divorced or Separated | 28 |
≥ 85 | 75 | Widowed | 10 |
Unmarried or Domestic Partner | 49 | ||
Chemotherapy | AJCC Stage | ||
No | 49 | IIIA | 0 |
Yes | 0 | IIIB | 1 |
IIIC | 7 | ||
IVA | 77 | ||
IVB | 100 | ||
T | N | ||
T1 | 3 | N1a | 0 |
T2 | 0 | N1b | 14 |
T3 | 42 | N1c | 89 |
T4a | 71 | N2a | 15 |
T4b | 63 | N2b | 43 |
Tumor size | Regional nodes examined | ||
≤ 3.7 cm | 0 | 1–12 | 34 |
3.8 cm-5.6 cm | 0 | 13–16 | 14 |
≥ 5.7 cm | 12 | ≥ 17 | 0 |
1-Year Survival | 3-Year Survival | ||
0.9 | 145 | 0.9 | 66 |
0.8 | 195 | 0.8 | 116 |
0.7 | 226 | 0.7 | 147 |
0.6 | 250 | 0.6 | 171 |
0.5 | 271 | 0.5 | 191 |
0.4 | 289 | 0.4 | 210 |
0.3 | 307 | 0.3 | 228 |
0.2 | 327 | 0.2 | 247 |
0.1 | 350 | 0.1 | 271 |
5-Year survival | 5-Year survival | ||
0.9 | 28 | 0.4 | 172 |
0.8 | 78 | 0.3 | 190 |
0.7 | 109 | 0.2 | 210 |
0.6 | 133 | 0.1 | 233 |
0.5 | 154 |