| Literature DB >> 35369868 |
Zhaoyang Yan1, Xinjian Xu1, Juntao Lu2, Yang You3, Jinsheng Xu4, Tongxin Xu5.
Abstract
BACKGROUND: Estimates of cervical lymph node (LN) metastasis in patients with middle and lower thoracic esophageal squamous cell carcinoma (ESCC) are important. A nomogram is a useful tool for individualized prediction.Entities:
Keywords: Cervical lymph node metastasis; Esophageal squamous cell carcinoma; Nomogram
Mesh:
Year: 2022 PMID: 35369868 PMCID: PMC8978436 DOI: 10.1186/s12876-022-02243-8
Source DB: PubMed Journal: BMC Gastroenterol ISSN: 1471-230X Impact factor: 3.067
Fig. 1Flow diagram of patient enrollment and study design
Characteristics of patients in the training and validation dataset
| Characteristic | Training dataset | Validation dataset | |||||
|---|---|---|---|---|---|---|---|
| Total | Cervical LN Metastasis | Total | Cervical LN Metastasis | ||||
| (−) | (+) | (−) | (+) | ||||
| 0.26 | |||||||
| Male | 100 (69.4) | 75 (69.4) | 25 (69.4) | 56 (61.6) | 38 (55.9) | 18 (78.3) | |
| Female | 44 (30.6) | 33 (30.6) | 11 (30.6) | 35 (38.5) | 30 (44.1) | 5 (22.7) | |
| Age, median (IQR), years | 62 (58.5, 65.5) | 62.5 (58.5, 66) | 61.5 (58, 64.5) | 62 (58, 67) | 62.5 (58.5, 67) | 60 (54, 65) | 0.69 |
| 0.75 | |||||||
| Middle | 111 (77.1) | 80 (74.1) | 31 (86.1) | 68 (74.7) | 52 (76.5) | 16 (69.6) | |
| Lower | 33 (22.9) | 28 (25.9) | 5 (13.9) | 23 (25.3) | 16 (23.5) | 7 (30.4) | |
| 0.44 | |||||||
| Well | 18 (12.5) | 14 (13.0) | 4 (11.1) | 17 (18.7) | 16 (23.5) | 1 (4.3) | |
| Moderate | 85 (59.0) | 62 (57.4) | 23 (63.9) | 51 (56.0) | 37 (54.4) | 14 (60.9) | |
| Poorly | 41 (28.5) | 32 (29.6) | 9 (25.0) | 23 (25.3) | 15 (22.1) | 8 (34.8) | |
| Maximum diameter of tumor, median (IQR), cm | 3.5 (2.5, 5) | 3.5 (2.45,4.5) | 4.25 (3, 5.75) | 3 (2, 4) | 3 (2, 4) | 4 (3, 5) | 0.12 |
| 0.37 | |||||||
| T1 | 32 (22.2) | 29 (26.9) | 3 (8.3) | 28 (30.8) | 27 (39.7) | 1 (4.3) | |
| T2 | 23 (16.0) | 18 (16.7) | 5 (13.9) | 17 (18.7) | 15 (22.1) | 2 (8.7) | |
| T3 | 71 (49.3) | 50 (46.3) | 21 (58.3) | 38 (41.8) | 22 (32.4) | 16 (69.6) | |
| T4 | 18 (12.5) | 11 (10.2) | 7 (19.4) | 8 (8.8) | 4 (5.9) | 4 (17.4) | |
| 0.15 | |||||||
| Negative | 115 (79.9) | 94 (87.0) | 21 (58.3) | 80 (87.9) | 64 (94.1) | 16 (69.6) | |
| Positive | 29 (20.1) | 14 (13.0) | 15 (41.7) | 11 (12.1) | 4 (5.9) | 7 (30.4) | |
| 0.85 | |||||||
| Negative | 122 (84.7) | 97 (89.8) | 25 (69.4) | 76 (83.5) | 64 (94.1) | 12 (52.2) | |
| Positive | 22 (15.3) | 11 (10.2) | 11 (30.6) | 15 (16.5) | 4 (5.9) | 11 (47.8) | |
| 0.48 | |||||||
| Negative | 93 (64.6) | 80 (74.1) | 13 (36.1) | 63 (69.2) | 55 (80.9) | 8 (34.8) | |
| Positive | 51 (35.4) | 28 (25.9) | 23 (63.9) | 28 (30.8) | 13 (19.1) | 15 (65.2) | |
| 0.56 | |||||||
| Negative | 99 (68.8) | 75 (69.4) | 24 (66.7) | 66 (72.5) | 56 (82.4) | 10 (43.5) | |
| Positive | 45 (31.3) | 33 (30.6) | 12 (33.3) | 25 (27.5) | 12 (17.6) | 13 (56.5) | |
| 0.84 | |||||||
| Negative | 128 (88.9) | 99 (91.7) | 29 (80.6) | 80 (87.9) | 64 (94.1) | 16 (69.6) | |
| Positive | 16 (11.1) | 9 (8.3) | 7 (19.4) | 11 (12.1) | 4 (5.9) | 7 (30.4) | |
| 0.86 | |||||||
| Negative | 121 (84.0) | 93 (86.1) | 28 (77.8) | 75 (82.4) | 59 (86.8) | 16 (69.6) | |
| Positive | 23 (16.0) | 15 (13.9) | 8 (22.2) | 16 (17.6) | 9 (13.2) | 7 (30.4) | |
| 0.63 | |||||||
| Negative | 113 (78.5) | 91 (84.3) | 22 (61.1) | 69 (75.8) | 55 (80.9) | 14 (60.9) | |
| Positive | 31 (21.5) | 17 (15.7) | 14 (38.9) | 22 (24.2) | 13 (19.1) | 9 (39.1) | |
LN lymph node, PLN paraoesophageal lymph node, MLN mediastinal lymph node, RLN LN recurrent laryngeal nerve lymph node, ALN abdominal lymph node
Predictive factors for cervical LN metastasis (144 cases)
| Predictors | Univariate analysis | Multivariable analysis | ||
|---|---|---|---|---|
| OR (95% CI) | OR (95% CI) | |||
| Gender | 1.00 | – | ||
| Male | Reference | – | ||
| Female | 1.00 (0.44–2.27) | – | ||
| Age, years | 0.47 | 0.99 (0.94–1.05) | – | – |
| Tumor location | 0.17 | – | ||
| Middle | Reference | – | ||
| Lower | 0.46 (0.16–1.30) | – | ||
| Degree of differentiation | 0.82 | – | ||
| Well | Reference | – | ||
| Moderate | 1.29 (0.38–4.35) | – | ||
| Poorly | 0.98 (0.26–3.74) | – | ||
| Maximum diameter of tumor | < 0.01 | 1.43 (1.14–1.80) | < 0.01 | 1.46 (1.11–1.92) |
| Depth of tumor invasion | 0.06 | – | ||
| T1 | 0.37 (0.08–1.75) | – | ||
| T2 | Reference | – | ||
| T3 | 1.51 (0.50–4.61) | – | ||
| T4 | 2.29 (0.58–9.02) | – | ||
| PLN status | < 0.01 | < 0.01 | ||
| Negative | Reference | Reference | ||
| Positive | 4.80 (2.01–11.43) | 3.94 (1.45–10.68) | ||
| MLN status | < 0.01 | – | ||
| Negative | Reference | – | ||
| Positive | 3.88 (1.51–9.98) | – | ||
| RLN LN status | < 0.01 | < 0.01 | ||
| Negative | Reference | Reference | ||
| Positive | 5.05 (2.26–11.30) | 3.82 (1.56–9.34) | ||
| ALN status | 0.84 | – | ||
| Negative | Reference | – | ||
| Positive | 1.14 (0.51–2.54) | – | ||
| Blood vessel invasion | 0.12 | – | ||
| Negative | Reference | – | ||
| Positive | 2.66 (0.91–7.75) | – | ||
| Nerve invasion | 0.29 | – | ||
| Negative | Reference | – | ||
| Positive | 1.77 (0.68–4.61) | – | ||
| CT-reported cervical LN status | < 0.01 | < 0.01 | ||
| Negative | Reference | Reference | ||
| Positive | 3.41 (1.46–7.94) | 4.43 (1.60–12.27) | ||
OR odds ratio, CI confidence interval
Fig. 2Nomogram for prediction of cervical lymph node metastasis. LN: lymph node; PLN: paraesophageal lymph node; RLN LN: recurrent laryngeal nerve lymph node
Fig. 3Receiver operating characteristic (ROC) curve of the prediction model in the training (A) and validation (B) sets
Fig. 4Calibration curves of the nomogram in the training (A) and validation (B) sets. The x axis represents nomogram prediction. The y axis represents actual probability. The gray line represents a perfect prediction by an ideal model. The solid line represents the bias-corrected performance of the nomogram, where a closer fit to the gray line represents a better prediction
Fig.5Decision curve analysis (DCA) for the nomogram model. The y axis measures the net benefit. The x-axis represents the threshold probability. The black line represents the hypothesis that all patients have cervical lymph node metastasis. The gray line represents the hypothesis that no patients have cervical lymph node metastasis