Baseline characteristics
As shown in Table 1, a total of 10,376 NSCLC patients (only adenocarcinoma and squamous cell carcinoma) were included. Among them, 7,197 patients were diagnosed with LUAD and 3,179 with LSQCC. The full cohort was categorized into adenocarcinoma and squamous cell carcinoma cohort. In LSQCC patients, 1048 received SR and 2131 received LT; while for LUAD, 2248 received SR and 4949 received LT. In both LUAD and LSQCC, sublobar resection was likely to be performed in patients with a smaller TS and was also associated with a smaller number of resected lymph nodes. More details were available in Table 1.
Table 1
Baseline characteristics the study population
| Squamous cell carcinoma(n = 3179) | | Adenocarcinoma(n = 7197) |
| Sublobar resection (n = 1048) | Lobectomy (n = 2131) | | | Sublobar resection (n = 2248) | Lobectomy (n = 4949) | |
Sex | | | 0.553 | | | | 0.659 |
Male | 544(51.9%) | 1130(53.0%) | | | 950(42.3%) | 2064(41.7%) | |
Female | 504(48.1%) | 1001(47.0%) | | | 1298(57.7%) | 2885(58.3%) | |
Race | | | 0.872 | | | | 0.043* |
White | 959(91.5%) | 1946(91.3%) | | | 2037(90.6%) | 4398(88.7%) | |
Black | 59(5.6%) | 117(5.5%) | | | 90(4.0%) | 800(4.6%) | |
Others | 30(2.9%) | 68(3.2%) | | | 121(5.4%) | 846(6.7%) | |
Grade | | | 0.045* | | | | < 0.001* |
Well/moderate | 567(54.1%) | 1178(55.3%) | | | 1628(72.4%) | 3755(75.9%) | |
Poor/UD | 430(41.0%) | 887(41.6%) | | | 400(17.8%) | 870(17.6%) | |
Unknown | 51(4.9%) | 66(3.1%) | | | 220(9.8%) | 324(6.5%) | |
Resected LNs | | | < 0.001* | | | | < 0.001* |
0 | 527(50.3%) | 84(3.9%) | | | 1082(48.1%) | 192(3.9%) | |
1–3 | 252(24.0%) | 395(18.5%) | | | 556(24.7%) | 876(17.7%) | |
≥ 4 | 221(21.1%) | 1545(72.5%) | | | 513(22.8%) | 3611(73.0%) | |
Unknown | 48(4.6%) | 107(5.0%) | | | 97(4.3%) | 270(5.5%) | |
Tumor size (mm) | | | < 0.001* | | | | < 0.001* |
≤ 10 | 153(14.6%) | 174(8.2%) | | | 470(20.9%) | 408(8.2%) | |
11–20 | 602(57.4%) | 1012(47.5%) | | | 1260(56.0%) | 2507(50.7%) | |
21–30 | 293(28.0%) | 945(44.3%) | | | 518(23.0%) | 2034(41.1%) | |
Marriage status | | | 0.012* | | | | 0.006* |
Married | 883(52.2%) | 2308(56.5%) | | | 1209(53.8%) | 2858(57.7%) | |
Unmarried | 747(44.2%) | 1645(40.3%) | | | 956(42.5%) | 1934(39.1%) | |
others | 61(3.6%) | 133(3.3%) | | | 83(3.7%) | 157(3.2%) | |
Location | | | 0.298 | | | | < 0.001* |
Upper | 645(61.5%) | 1318(61.8%) | | | 1304(58.0%) | 3048(61.6%) | |
Lower | 357(34.1%) | 694(32.6%) | | | 833(37.1%) | 1524(30.8%) | |
others | 46(4.4%) | 119(5.6%) | | | 111(4.9%) | 377(7.6%) | |
Laterality | | | 0.037* | | | | < 0.001* |
Left | 493(47.0%) | 919(43.1%) | | | 1039(46.2%) | 1912(38.6%) | |
Right | 555(53.0%) | 1212(56.9%) | | | 1209(53.8%) | 3037(61.4%) | |
* indicates that the difference was statistically significant. |
Abbreviations: UD, undifferentiated; LN, lymph node. |
Survival analyses for overall survival and lung cancer specific survival
As shown in Figs. 1 and 2, survival curves analyses showed that LT yielded better OS (HR = 0.647, 95% CI (0.606, 0.689), P < 0.001) and LCSS (HR = 0.834, 95% CI (0.731, 0.951), P = 0.007) than SR in Ⅰ A stage LUAD patients; while in LSQCC, LT yielded better OS (HR = 0.706, 95% CI (0.649, 0.769), P < 0.001) but not better LCSS (HR = 0.884, 95% CI (0.740, 1.055), P = 0.171). To further confirm the results, multivariate cox-regression analyses were performed. As shown in Tables 2 and 3, LT was associated with better OS (HR = 0.806, 95% CI (0.743, 0.873), P < 0.001) but not LCSS (HR = 0.992, 95% CI (0.841, 1.170), P = 0.920) in patients with LUAD compared with SR. In patients with LSQCC, LT was associated with better OS (HR = 0.804, 95% CI (0.722, 0.895), P < 0.001) in patients compared with SR. In addition, we also found that male and a larger tumor size were closely associated with lower OS and LCSS in Ⅰ A stage patients with LUAD or LSQCC. Interestingly, advanced tumor grade predicted worse OS (Multivariate: HR = 1.492, 95% CI(1.383, 1.610), P < 0.001) and LCSS (Multivariate: HR = 1.823, 95% CI(1.582, 2.101), P < 0.001) in ⅠA stage patients with LUAD; while in LSQCC, the difference was not observed (Univariate: OS, HR = 1.148, 95%CI (0.944–1.077), P = 0.806; multivariate: LCSS, HR = 1.067, 95%CI(0.942–1.209), P = 0.307). The number of resected lymph nodes (LNs) was strongly related to the outcome of the patients. Both univariate and multivariate analyses showed that a larger number of resected LNs predicted shorter OS and LCSS in LUAD and LSQCC patients (Table 2, Table 3, Supplementary table 1 and Table 2). We also notice that female was associated with favorable OS and LCSS in LUAD; while in LSQCC, male was associated with worse OS but not LCSS.
Table 2
Multivariate regression analyses for overall survival
| Adenocarcinoma | | Squamous cell carcinoma |
| HR | 95% CI | P | | HR | 95% CI | P |
Sex | | | | | | | |
Male | 1 | | | | 1 | - | - |
Female | 0.671 | 0.628–0.717 | < 0.001* | | 0.776 | 0.715–0.842 | < 0.001* |
Marriage status | | | | | | | |
Married | 1 | | | | - | | |
Unmarried | 1.294 | 1.209–1.384 | < 0.001* | | - | - | - |
Others | 1.082 | 0.902–1.299 | 0.396 | | - | - | - |
Grade | | | | | | | |
Well/moderate | 1 | | | | - | - | - |
Poor/UD | 1.492 | 1.383–1.610 | < 0.001* | | - | - | - |
Unknown | 0.997 | 0.886–1.121 | 0.959 | | - | - | - |
Resected LNs | | | | | | | |
0 | 1 | | | | 1 | | |
1–3 | 0.749 | 0.678–0.828 | < 0.001* | | 0.771 | 0.673–0.882 | < 0.001* |
≥4 | 0.573 | 0.520–0.631 | < 0.001* | | 0.687 | 0.603–0.783 | < 0.001* |
Unknown | 0.600 | 0.513–0.703 | < 0.001* | | 0.909 | 0.741–1.115 | 0.361 |
Tumor size (mm) | | | | | | | |
≤10 | 1 | | | | 1 | | |
11–20 | 1.117 | 1.009–1.237 | 0.032* | | 1.154 | 1.000-1.331 | 0.049* |
21–30 | 1.300 | 1.169–1.448 | < 0.001* | | 1.328 | 1.145–1.540 | < 0.001* |
SP | | | | | | | |
SR | | | | | 1 | | |
LT | 0.806 | 0.743–0.873 | < 0.001* | | 0.804 | 0.722–0.895 | < 0.001* |
* indicates that the difference was statistically significant |
Abbreviations: UD, undifferentiated; LN, lymph node; SP, surgical procedure; SR, sublobar resection; LT, lobectomy; SCC, squamous cell carcinoma. |
Table 3
Multivariate regression analyses for lung cancer specific survival
| Adenocarcinoma | | Squamous cell carcinoma |
| HR | 95% CI | P | | HR | 95% CI | P |
Sex | | | | | | | |
Male | 1 | | | | - | | |
Female | 0.778 | 0.682–0.887 | < 0.001* | | - | - | - |
Marriage Status | | | | | | | |
Married | 1 | | | | - | | |
Unmarried | 1.336 | 1.171–1.525 | < 0.001* | | - | - | - |
Others | 0.864 | 0.578–1.291 | 0.475 | | - | - | - |
Grade | | | | | | | |
Well/moderate | 1 | | | | 1 | | |
Poor/UD | 1.823 | 1.582–2.101 | < 0.001* | | 1.148 | 0.971–1.357 | 0.107 |
Unknown | 0.935 | 0.728-1.200 | 0.597 | | 0.764 | 0.447–1.307 | 0.326 |
Resected LNs | | | | | | | |
0 | 1 | | | | 1 | | |
1–3 | 0.776 | 0.633–0.952 | 0.015* | | 0.828 | 0.636–1.078 | 0.161 |
≥4 | 0.568 | 0.465–0.693 | < 0.001* | | 0.694 | 0.553–0.870 | 0.002* |
Unknown | 0.556 | 0.401–0.770 | < 0.001* | | 0.874 | 0.576–1.328 | 0.529 |
Tumor size(mm) | | | | | | | |
≤10 | 1 | | | | 1 | | |
11–20 | 1.379 | 1.098–1.733 | 0.006* | | 1.154 | 1.000-1.331 | 0.049* |
21–30 | 1.841 | 1.456–2.329 | < 0.001* | | 1.328 | 1.145–1.540 | < 0.001* |
SP | | | | | | | |
SR | 1 | | | | - | | |
LT | 0.992 | 0.841–1.170 | 0.920 | | - | - | - |
* indicates that the difference was statistically significant |
Abbreviations: UD, undifferentiated; LNs, lymph nodes; SCC, squamous cell carcinoma; SR, sublobar resection; LT, lobectomy; SP, surgical procedure. |
Survival analyses for overall survival and lung cancer specific survival stratified by tumor size
To investigate the impact of histology on survival in different-sized tumor, the study population was further analyzed. As shown in Supplementary Figs. 1 and 2, for patients with TS ≤ 10 mm, SR achieved better OS in LUAD (HR = 0.668, 95%CI (0.555, 0.804), P < 0.001) but not in LSQCC (HR = 0.799, 95%CI (0.615, 0.036), P = 0.091), and similar LCSS in LUAD (HR = 0.866, 95%CI (0.568, 1.320), P = 0.502) and LSQCC (HR = 0.987, 95% CI (0.532, 1.833), P = 0.967) compared with LT; while for TS > 20 mm &≤30 mm, LT yielded better OS (LUAD: HR = 0.645, 95%CI (0.572, 0.726), P < 0.001; LSQCC: HR = 0.627, 95%CI (0.542, 0.724), P < 0.001) and LCSS (LUAD: HR = 0.738, 95%CI (0.588, 0.927), P = 0.009; LSQCC: R = 0.696, 95%CI (0.530, 0.914), P = 0.009 ) in LUAD and LSQCC compared with SR; For patients with TS > 10 mm &≤20 mm, LT yielded longer OS (HR = 0.595, 95%CI (0.545, 0.650), P < 0.001) and LCSS (HR = 0.738, 95%CI (0.588, 0.927), P = 0.009) in LUAD, and better OS (HR = 0.751, 95%CI (0.626, 0.900), P = 0.002) but not LCSS (HR = 0.872, 95%CI (0.675, 1.128), P = 0.297) in LSQCC.
Due to relative reliable than univariate ones, multivariate analyses were also performed to evaluate outcomes of Ⅰ A stage NSCLC patients. As shown in Tables 4 and 5, in LUAD patients with TS ≤ 10 mm, LT achieved similar OS (HR = 0.843, 95% CI (0.673, 1.062), P = 0.149) and LCSS (HR = 1.074, 95% CI (0.626, 1.843), P = 0.795) compared with SR. For adenocarcinoma with TS > 10 mm &≤20 mm, LT was associated with better OS (HR = 0.785, 95% CI (0.703, 878), P < 0.001) but not LCSS (HR = 0.962, 95% CI (0.766, 1.209), P = 0.741); while for LSQCC patients, LT seemed to achieve better OS (HR = 0.864, 95% CI (0.746, 1.005), P = 0.051) but not significant. LUAD patients with TS > 20 mm &≤30 mm received SR were at a significant risk of reduction of OS (HR = 0.816, 95% CI (0.709, 0.938), P = 0.004) and but not LCSS (HR = 0.954, 95% CI (0.732, 1.244), P = 0.729); while for LSQCC, patients received LT had a better OS (HR = 0.742, 95% CI (0.624, 0.883), P < 0.001) but not LCSS (HR = 0.776, 95% CI (0.563, 1.071), P = 0.123).
Table 4
Multivariate regression analyses for overall survival stratified by tumor size
| Adenocarcinoma | | Squamous cell carcinoma |
| HR | 95% CI | P | | HR | 95% CI | P |
Tumor size ≤ 10 (mm) | | | | | | | |
Gender | | | | | | | |
Male | 1 | | | | | | |
Female | 0.613 | 0.510–0.736 | < 0.001* | | | | |
Grade | | | | | | | |
Well/moderate | 1 | | | | | | |
Poor/UD | 1.354 | 1.047–1.750 | 0.021* | | | | |
Unknown | 1.129 | 0.865–1.475 | 0.371 | | | | |
Resected LNs | | | | | | | |
0 | 1 | | | | | | |
1–3 | 0.984 | 0.760–1.274 | 0.901 | | | | |
≥ 4 | 0.555 | 0.429–0.718 | <0.001* | | | | |
Unknown | 0.735 | 0.674–1.055 | 0.136 | | | | |
SP | | | | | | | |
SR | 1 | | | | | | |
LT | 0.843 | 0.673–1.062 | 0.149 | | | | |
10 < Tumor size ≤ 20 | | | | | | | |
Gender | | | | | | | |
Male | 1 | | | | 1 | | |
Female | 0.701 | 0.641–0.768 | < 0.001* | | 1.358 | 1.056–1.748 | 0.017* |
Grade | | | | | | | |
Well/moderate | 1 | | | - | | | |
Poor/UD | 1.582 | 1.422–1.761 | < 0.001* | | | | |
Unknown | 0.997 | 0.848–1.173 | 0.972 | | | | |
Resected LNs | | | | | | | |
0 | 1 | | | | 1 | | |
1–3 | 0.756 | 0.661–0.865 | < 0.001* | | 0.792 | 0.662–0.948 | 0.011* |
≥ 4 | 0.577 | 0.506–0.659 | < 0.001* | | 0.643 | 0.539–0.767 | < 0.001* |
Unknown | 0.502 | 0.400-0.631 | < 0.001* | | 0.693 | 0.525–0.914 | 0.009* |
Marriage status | | | | | | | |
Married | 1 | | | | | | |
Unmarried | 1.259 | 1.147–1.381 | < 0.001* | | | | |
Others | 1.199 | 0.940–1.529 | 0.144 | | | | |
Race | | | | | | | |
White | 1 | | | | | | |
Black | 1.080 | 0.877–1.329 | 0.470 | | | | |
Others | 0.842 | 0.694–1.021 | 0.080 | | | | |
SP | | | | | | | |
SR | 1 | | | | 1 | | |
LT | 0.785 | 0.703–0.878 | < 0.001* | | 0.864 | 0.746–1.005 | 0.051 |
20 < Tumor size ≤ 30 | | | | | | | |
Gender | | | | | | | |
Male | 1 | | | | 1 | | |
Female | 0.669 | 0.599–0.747 | < 0.001* | | 0.828 | 0.727–0.944 | 0.005* |
Grade | | | | | | | |
Well/moderate | 1 | | | | | | |
Poor/UD | 1.422 | 1.262–1.602 | < 0.001* | | | | |
Unknown | 0.895 | 0.715–1.120 | 0.331 | | | | |
Resected LNs | | | | | | | |
0 | 1 | | | | 1 | | |
1–3 | 0.664 | 0.552–0.799 | < 0.001* | | 0.686 | 0.540–0.872 | 0.002* |
≥ 4 | 0.553 | 0.463–0.660 | < 0.001* | | 0.644 | 0.513–0.809 | < 0.001* |
Unknown | 0.685 | 0.527–0.894 | 0.005* | | 1.309 | 0.943–1.818 | 0.107 |
Marriage status | | | | | | | |
Married | 1 | | | | | | |
Unmarried | 1.316 | 1.175–1.473 | < 0.001* | | | | |
Others | 0.826 | 0.585–1.165 | 0.275 | | | | |
Race | | | | | | | |
White | 1 | | | | | | |
Black | 1.012 | 0.795–1.289 | 0.921 | | | | |
Others | 0.763 | 0.614–0.948 | 0.015* | | | | |
SP | | | | | | | |
SR | 1 | | | | 1 | | |
LT | 0.816 | 0.709–0.938 | 0.004* | | 0.742 | 0.624–0.883 | 0.001* |
* indicates that the difference was statistically significant |
Abbreviations: UD, undifferentiated; SP, surgical procedure; SR,sublobar resection; LT, lobectomy; LNs, lymph nodes. |
Table 5
Multivariate regression analyses for lung cancer specific survival stratified by tumor size
| Adenocarcinoma | | Squamous cell carcinoma |
| HR | 95% CI | P | | HR | 95% CI | P |
Tumor size ≤ 10 (mm) | | | | | | | |
Gender | | | | | | | |
Male | 1 | | | | | | |
Female | 0.527 | 0.346–0.802 | 0.003* | | | | |
Grade | | | | | | | |
Well/moderate | 1 | | | | | | |
Poor/UD | 2.073 | 1.253–3.429 | 0.005* | | | | |
Unknown | 0.787 | 0.375–1.652 | 0.527 | | | | |
Resected LNs | | | | | | | |
0 | 1 | | | | | | |
1–3 | 0.746 | 0.407–1.367 | 0.343 | | | | |
≥ 4 | 0.524 | 0.321–0.855 | 0.010* | | | | |
Unknown | 0.888 | 0.391–2.017 | 0.776 | | | | |
SP | | | | | | | |
SR | 1 | | | | | | |
LT | 1.074 | 0.626–1.843 | 0.795 | | | | |
10 < Tumor size ≤ 20 | | | | | | | |
Grade | | | | | | | |
Well/moderate | 1 | | | | | | |
Poor/UD | 1.951 | 1.590–2.394 | < 0.001* | | | | |
Unknown | 1.014 | 0.721–1.425 | 0.936 | | | | |
Resected LNs | | | | | | | |
0 | 1 | | | | | | |
1–3 | 0.853 | 0.646–1.126 | 0.263 | | | | |
≥ 4 | 0.617 | 0.468–0.813 | < 0.001* | | | | |
Unknown | 0.390 | 0.231–0.661 | < 0.001* | | | | |
Marriage status | | | | | | | |
Married | 1 | | | | | | |
Unmarried | 1.179 | 0.988–1.406 | 0.067 | | | | |
Others | 0.906 | 0.529–1.552 | 0.720 | | | | |
Race | | | | | | | |
White | 1 | | | | | | |
Black | 1.215 | 0.817–1.805 | 0.336 | | | | |
Others | 0.657 | 0.424–1.017 | 0.060 | | | | |
SP | | | | | | | |
SR | 1 | | | | | | |
LT | 0.962 | 0.766–1.209 | 0.741 | | | | |
20 < Tumor size ≤ 30 | | | | | | | |
Grade | | | | | | | |
Well/moderate | 1 | | | | | | |
Poor/UD | 1.680 | 1.358–2.078 | < 0.001* | | | | |
Unknown | 0.882 | 0.576–1.349 | 0.562 | | | | |
Resected LNs | | | | | | | |
0 | 1 | | | | 1 | | |
1–3 | 0.679 | 0.482–0.956 | 0.027* | | 0.845 | 0.535–1.335 | 0.470 |
≥ 4 | 0.516 | 0.370–0.719 | < 0.001* | | 0.771 | 0.497–0.991 | 0.045* |
Unknown | 0.659 | 0.403–1.079 | 0.108 | | 1.519 | 0.818–2.822 | 0.185 |
SP | | | | | | | |
SR | 1 | | | | | | |
LT | 0.954 | 0.732–1.244 | 0.729 | | 0.776 | 0.563–1.071 | 0.123 |
* indicates that the difference was statistically significant |
Abbreviations: UD, undifferentiated; SP, surgical procedure; SR, sublobar resection; LT, lobectomy; LNs, lymph nodes. |
Additionally, we found that advanced tumor grade was strongly associated with worse OS (Multivariate: TS ≤ 10 mm: HR = 1.354, 95% CI (1.047, 1.750), P = 0.021; TS > 10 mm &≤20 mm: HR = 1.582, 95% CI (1.422 1.761), P < 0.001; TS > 20 mm &≤30 mm: HR = 1.422, 95% CI (1.262, 1.602), P < 0.001) and LCSS (Multivariate: TS ≤ 10 mm: HR = 2.073, 95% CI (1.253, 3.429), P = 0.003; TS > 10 mm &≤20 mm: HR = 1.951, 95% CI (1.590, 2.394), P < 0.001; TS > 20 mm &≤30 mm: HR = 1.680, 95% CI (1.358, 2.078), P < 0.001) in LUAD patients; however, in LSQCC patients, the difference not observed in both OS (Univariate: TS ≤ 10 mm: HR = 1.116, 95% CI (0.847, 1.470), P = 0.436; TS > 10 mm &≤20 mm: HR = 1.088, 95% CI (0.966, 1.225), P = 0.164; TS > 20 mm &≤30 mm: HR = 0.932, 95% CI (0.817, 1.062), P = 0.291) and LCSS (Univariate: TS ≤ 10 mm :HR = 1.423, 95% CI (0.763, 2.653), P = 0.268; TS > 10 mm &≤20 mm: HR = 1.291, 95% CI (1.000, 1.658), P = 0.050; TS > 20 mm &≤30 mm: HR = 0.994, 95% CI (0782, 1.264), P = 0.964) (Data shown in Supplementary table 3 and 4).
Moreover, multivariate analyses demonstrated that a larger number of resected LNs predicted favorable OS and LCSS in LUAD with TS ≤ 30 mm and LSQCC with TS > 10 mm &≤30 mm (Data shown in Tables 4 and 5); while in LSQCC, the differences were not significant in TS ≤ 10 mm (Univariate: OS: “1–3” vs “0”: HR = 0.833, 95%CI (0.573, 1.210), P = 0.337; “≥4 ” vs. “0”, HR = 0.843, 95%CI (0.626, 1.134), P = 0.258; LCSS: “1–3” vs “0”༚HR = 1.446, 95%CI (0.601, 3.476), P = 0.410; “≥4” vs. “0”, HR = 1.205, 95%CI (0.564, 2.577), P = 0.630) (Data shown in Supplementary table 3 and 4).