| Literature DB >> 33850844 |
Chengxiang Yi1, Jie Dai1, Nan Song1, Chunxiao Wu2, Liping Zhang3, Yuming Zhu1, Gening Jiang1, Helin Zhang4, Peng Zhang1.
Abstract
BACKGROUND: Currently, the tumor, node, and metastasis (TNM) staging system has a limited value in prognostic stratification for neuroendocrine tumors of the lung (NETL). A specific pathological staging system was therefore explored.Entities:
Keywords: Neuroendocrine tumor; TNM stage; adjuvant chemotherapy; lung cancer; survival
Year: 2021 PMID: 33850844 PMCID: PMC8039668 DOI: 10.21037/atm-20-5910
Source DB: PubMed Journal: Ann Transl Med ISSN: 2305-5839
Characteristics of the patients
| Variables | Training group (n=3,204) | Validation group (n=3,204) | P value | SEER cohort (n=6,408) | Shanghai cohort (n=132) | P value |
|---|---|---|---|---|---|---|
| Age (mean ± SD) | 60.3±14.1 | 60.6±14.0 | 0.48 | 60.5±14.1 | 59.8±9.7 | 0.58 |
| Race, n (%) | 0.59 | – | ||||
| White | 2,886 (90.1) | 2,869 (89.5) | 5,755 (89.8) | – | ||
| Black | 198 (6.2) | 218 (6.8) | 416 (6.5) | – | ||
| Others | 120 (3.7) | 117 (3.7) | 237 (3.7) | – | ||
| Male, n (%) | 1,070 (33.4) | 1,146 (35.8) | 0.05 | 2,216 (34.6) | 82 (46.5) | <0.001 |
| Histotype, n (%) | 0.99 | <0.001 | ||||
| G1 | 2,361 (73.7) | 2,358 (73.6) | 4,719 (73.6) | 61 (46.2) | ||
| G2 | 260 (8.1) | 259 (8.1) | 519 (8.1) | 6 (4.5) | ||
| G3 | 583 (18.2) | 587 (18.3) | 1,170 (18.3) | 65 (49.2) | ||
| 8th edition stage, n (%) | 0.77 | <0.001 | ||||
| IA1 | 351 (11.0) | 355 (11.1) | 706 (11.0) | 20 (15.2) | ||
| IA2 | 1,085 (33.9) | 1,119 (34.9) | 2,204 (34.4) | 16 (12.1) | ||
| IA3 | 584 (18.2) | 583 (18.2) | 1,167 (18.2) | 12 (9.1) | ||
| IB | 473 (14.8) | 427 (13.3) | 900 (14.0) | 35 (26.5) | ||
| IIA | 107 (3.3) | 120 (3.7) | 227 (3.5) | 5 (3.8) | ||
| IIB | 322 (10.0) | 324 (10.1) | 646 (10.1) | 16 (12.1) | ||
| IIIA | 254 (7.9) | 244 (7.6) | 498 (7.8) | 26 (19.7) | ||
| IIIB | 28 (0.9) | 32 (1.0) | 60 (0.9) | 2 (1.5) | ||
| 8th edition T stage, n (%) | 0.28 | <0.001 | ||||
| T1a | 376 (11.7) | 383 (12.0) | 759 (11.8) | 21 (15.9) | ||
| T1b | 1,184 (37.0) | 1,223 (38.2) | 2,407 (37.6) | 20 (15.2) | ||
| T1c | 663 (20.7) | 689 (21.5) | 1,352 (21.1) | 16 (12.1) | ||
| T2a | 597 (18.6) | 549 (17.1) | 1,146 (17.9) | 45 (34.1) | ||
| T2b | 148 (4.6) | 162 (5.1) | 310 (4.8) | 13 (9.8) | ||
| T3 | 135 (4.2) | 118 (3.7) | 253 (3.9) | 9 (6.8) | ||
| T4 | 101 (3.2) | 80 (2.5) | 181 (2.8) | 8 (6.1) | ||
| 8th edition N stage, n (%) | 0.36 | <0.001 | ||||
| N0 | 2,772 (86.5) | 2,732 (85.3) | 5,504 (85.9) | 103 (78.0) | ||
| N1 | 262 (8.2) | 285 (8.9) | 547 (8.5) | 9 (6.8) | ||
| N2 | 170 (5.3) | 187 (5.8) | 357 (5.6) | 20 (15.2) | ||
| Surgery, n (%) | 0.59 | 0.104 | ||||
| Sub-lobectomy | 871 (27.2) | 857 (26.7) | 1,728 (27.0) | 25 (18.9) | ||
| Lobectomy | 2,207 (68.9) | 2,201 (68.7) | 4,408 (68.8) | 99 (75.0) | ||
| Pneumonectomy | 114 (3.6) | 129 (4.0) | 243 (3.8) | 8 (6.1) | ||
| Unknow | 12 (0.4) | 17 (0.5) | 29 (0.5) | 0 (0.0) | ||
| Number of regional lymph nodes removed, n (%) | 0.73 | – | ||||
| None | 547 (17.1) | 578 (18.0) | 1,125 (17.6) | – | ||
| 1–3 | 616 (19.2) | 603 (18.8) | 1,219 (19.0) | – | ||
| >3 | 1,917 (59.8) | 1,893 (59.1) | 3,810 (59.5) | – | ||
| Unknow | 124 (3.9) | 130 (4.1) | 254 (4.0) | – | ||
| Radiotherapy, n (%) | 0.81 | 0.797 | ||||
| No | 3,075 (96.0) | 3,077 (96.0) | 6,152 (96.7) | 124 (93.9) | ||
| Neoadjuvant | 16 (0.5) | 19 (0.6) | 35 (0.5) | 0 (0.0) | ||
| Adjuvant | 108 (3.4) | 106 (3.3) | 214 (3.3) | 8 (6.1) | ||
| Neo- and adjuvant | 2 (0.1) | 1 (0.0) | 3 (0.0) | 0 (0.0) | ||
| Unknow | 3 (0.1) | 1 (0.0) | 4 (0.1) | 0 (0.0) | ||
| Adjuvant chemotherapy, n (%) | 0.20 | <0.001 | ||||
| No | 2,943 (91.9) | 2,914 (90.9) | 5,857 (91.4) | 86 (65.2) | ||
| Yes | 261 (8.1) | 290 (9.1) | 551 (8.6) | 46 (34.8) |
G1, low-grade typical pulmonary carcinoids; G2 intermediate-grade atypical pulmonary carcinoids; G3, high-grade large cell neuroendocrine carcinomas; SD, standard deviation.
Univariate, multivariate Cox regression analysis and random forest model on factors influencing survival in the training group
| Variables | Univariate analysis | Multivariate analysis | Random forest model | |||||
|---|---|---|---|---|---|---|---|---|
| HR (95% CI) | P value | HR (95% CI) | P value | Importance | Relative importance | |||
| Age | 1.06 (1.05, 1.07) | <0.001 | 1.05 (1.05, 1.06) | <0.001 | 0.044 | 0.430 | ||
| Race (White as reference) | −0.0001 | −0.011 | ||||||
| Black | 1.49 (1.12, 1.98) | <0.01 | 1.33 (1.00, 1.79) | 0.05 | ||||
| Others | 0.77 (0.49, 1.29) | 0.30 | 0.57 (0.34, 0.95) | 0.03 | ||||
| Gender (female as reference) | −0.005 | −0.047 | ||||||
| Male | 1.77 (1.51, 2.07) | <0.001 | 1.32 (1.12, 1.56) | <0.01 | ||||
| T (T1a as reference) | −0.006 | −0.056 | ||||||
| T1b | 0.95 (0.71, 1.27) | 0.74 | 0.89 (0.67, 1.20) | 0.45 | ||||
| T1c | 1.02 (0.75, 1.39) | 0.90 | 0.86 (0.63, 1.19) | 0.36 | ||||
| T2a | 1.21 (0.89, 1.65) | 0.21 | 1.12 (0.81, 1.54) | 0.51 | ||||
| T2b | 1.74 (1.17, 2.59) | <0.01 | 1.03 (0.68, 1.57) | 0.88 | ||||
| T3 | 2.07 (1.39, 3.08) | <0.001 | 1.10 (0.71, 1.70) | 0.68 | ||||
| T4 | 2.81 (1.86, 4.25) | <0.001 | 1.47 (0.95, 2.28) | 0.09 | ||||
| N (N0 as reference) | 0.005 | 0.046 | ||||||
| N1 | 2.12 (1.67, 2.69) | <0.001 | 2.10 (1.62, 2.73) | <0.001 | ||||
| N2 | 3.11 (2.43, 3.99) | <0.001 | 2.75 (2.05, 3.69) | <0.001 | ||||
| Histotype (G1 as reference) | 0.102 | 1.000 | ||||||
| G2 | 2.96 (2.24, 3.92) | <0.001 | 2.42 (1.81, 3.23) | <0.001 | ||||
| G3 | 7.61 (6.42, 9.02) | <0.001 | 5.89 (4.83, 7.19) | <0.001 | ||||
| 8th edition stage (IA1 as reference) | −0.008 | −0.082 | ||||||
| IA2 | 1.10 (0.81, 1.50) | 0.53 | – | – | ||||
| IA3 | 0.96 (0.74, 1.25) | 0.78 | – | – | ||||
| IB | 1.20 (0.93, 1.56) | 0.17 | – | – | ||||
| IIA | 1.33 (0.84, 2.09) | 0.22 | – | – | ||||
| IIB | 2.14 (1.65, 2.78) | <0.001 | – | – | ||||
| IIIA | 3.18 (2.48, 4.09) | <0.001 | – | – | ||||
| IIIB | 4.26 (2.42, 7.50) | <0.001 | – | – | ||||
| Surgery (sub-lobectomy as reference) | – | – | ||||||
| Lobectomy | 0.85 (0.71, 1.02) | 0.07 | 0.87 (0.69, 1.10) | 0.24 | ||||
| Pneumonectomy | 1.63 (1.14, 2.33) | <0.01 | 1.53 (1.00, 2.34) | 0.05 | ||||
| Unknow | 0.25 (0.04, 1.80) | 0.17 | 0.60 (0.08, 4.33) | 0.61 | ||||
| Number of regional lymph nodes removed (none as reference) | – | – | ||||||
| 1–3 | 1.00 (0.77, 1.28) | 0.97 | 0.94 (0.71, 1.25) | 0.66 | ||||
| >3 | 0.91 (0.74, 1.13) | 0.39 | 0.69 (0.52, 0.91) | 0.01 | ||||
| Unknow | 0.99 (0.66, 1.49) | 0.95 | 0.59 (0.38, 0.91) | 0.02 | ||||
| Radiotherapy (no as reference) | ||||||||
| Neoadjuvant | 0.00 (0.00, 1.532E+052) | 0.89 | ||||||
| Adjuvant | 0.92 (0.56, 1.52) | 0.75 | ||||||
| Neo- and adjuvant | 8.62 (1.21, 61.37) | 0.03 | ||||||
| Unknow | 0.00 (0.00, 1.644E+185) | 0.97 | ||||||
| Adjuvant chemotherapy (no as reference) | −0.0001 | −0.001 | ||||||
| Yes | 3.14 (2.55, 3.85) | <0.001 | 0.62 (0.47, 0.81) | <0.001 | ||||
G1, low-grade typical pulmonary carcinoids; G2 intermediate-grade atypical pulmonary carcinoids; G3, high-grade large cell neuroendocrine carcinomas.
Multivariate Cox regression analysis to compare histotype and T stage by subgroup analysis of N stage, adjusted by race, gender, age, surgery, number of regional lymph nodes removed and adjuvant chemotherapy
| Variables | HR (95% CI) | P value |
|---|---|---|
| N0 | ||
| G1 as reference | ||
| G2 | 2.45 (1.71, 3.51) | <0.001 |
| G3 | 6.14 (4.95, 7.62) | <0.001 |
| T1 as reference | ||
| T2 | 1.30 (1.03, 1.64) | 0.03 |
| T3 | 1.67 (1.08, 2.58) | 0.02 |
| T4 | 1.36 (0.85, 2.18) | 0.20 |
| N1 | ||
| G1 as reference | ||
| G2 | 3.01 (1.40, 6.46) | <0.01 |
| G3 | 10.66 (5.21, 21.79) | <0.001 |
| T1 as reference | ||
| T2 | 1.24 (0.72, 2.15) | 0.43 |
| T3 | 0.54 (0.20, 1.44) | 0.22 |
| T4 | 1.38 (0.58, 3.29) | 0.47 |
| N2 | ||
| G1 as reference | ||
| G2 | 1.54 (0.75, 3.18) | 0.24 |
| G3 | 6.10 (2.42, 15.35) | <0.01 |
| T1 as reference | ||
| T2 | 0.87 (0.49, 1.53) | 0.62 |
| T3 | 0.96 (0.40, 2.31) | 0.93 |
| T4 | 2.57 (0.96, 6.83) | 0.06 |
G1, low-grade typical pulmonary carcinoids; G2 intermediate-grade atypical pulmonary carcinoids; G3, high-grade large cell neuroendocrine carcinomas.
Figure 1New staging system proposed by the survival tree. (A) Survival tree based on the best stage for 3,224 M0 resected cases in the training group. Histotype and N categories were modeled as ordered variables. (B) The new staging system proposed by regrouping G and N stages based on hazards ratios (HRs).
Figure 2Overall survival by pathologic stage. (A) TNM stage in the SEER cohort; (B) new stage in the SEER cohort; (C) TNM stage in the Shanghai cohort; (D) new stage in the Shanghai cohort.
Comparison of univariate Cox regression analysis and survival prediction ability for the 8th edition TNM stage and new stage
| Stage | 8th Ed. | Stage | New-Ed. | New-Ed. | ||||
|---|---|---|---|---|---|---|---|---|
| HR (95% CI) | C-index (95% CI) | HR (95% CI) | C-index (95% CI) | NRI (95% CI) | IDI (%, 95% CI) | |||
| SEER cohort | ||||||||
| IA1 as reference | 0.62 (0.60, 0.63) | IA as reference | 0.75 (0.74, 0.76) | 0.62 (0.55, 0.68) | 20 (18, 23)*** | |||
| IA2 | 1.10 (0.81, 1.50) | IB*** | 2.01 (1.64, 2.47) | |||||
| IA3 | 0.96 (0.74, 1.25) | II*** | 6.45 (5.67, 7.34) | |||||
| IB | 1.20 (0.93, 1.56) | III*** | 12.63 (10.63, 15.00) | |||||
| IIA | 1.33 (0.84, 2.09) | |||||||
| IIB*** | 2.14 (1.65, 2.78) | |||||||
| IIIA*** | 3.18 (2.48, 4.09) | |||||||
| IIIB*** | 4.26 (2.42, 7.50) | |||||||
| Shanghai cohort | ||||||||
| IA1 as reference | –† | IA as reference | 0.80 (0.71, 0.88) | 0.0048‡ | 8 (−7, 23) | |||
| IA2 | 0.00 (0.00, 3.038E+219) | IB | 10.73 (0.67, 171.52) | |||||
| IA3 | 2.11 (0.13, 33.80) | II | 8.36 (0.93, 75.03) | |||||
| IB | 0.00 (0.00, 3.826E+156) | III*** | 35.18 (4.51, 274.20) | |||||
| IIA | 5.30 (0.33, 84.94) | |||||||
| IIB | 5.06 (0.52, 48.89) | |||||||
| IIIA* | 9.27 (1.17, 73.53) | |||||||
| IIIB*** | 99.67 (8.15, 1,219.39) | |||||||
IDI, integrated discrimination improvement; NRI, net reclassification index. *, P<0.05; ***, P<0.001. †, coefficient may be infinite in the cox model due to little outcome events which may cause data bias; ‡, cox model can’t be established due to little outcome events for which 95% CI can’t be analyzed by bootstrapping.
Figure 3Overall survival by adjuvant chemotherapy according to the new staging system. (A) Stage IA, (B) stage IB, (C) stage II, and (D) stage III in the SEER cohort.
Figure 4Overall survival by adjuvant chemotherapy according to the new staging system. (A) Stage IA, (B) stage IB, (C) stage II, and (D) stage III in the Shanghai cohort.
Figure 5Subgroup analysis for adjuvant chemotherapy (adjuvant chemotherapy as reference). (A) Subgroups based on baseline characteristics; (B) subgroups based on staging systems.