| Literature DB >> 34721289 |
Yuanyuan Wang1, Chang Deng1, Xiujie Shu1, Ping Yu1, Huaqiang Wang2, Xinliang Su1, Jinxiang Tan1.
Abstract
Background: Papillary thyroid cancer (PTC) in clinically lymph node-negative (cN0) patients is prone toward lymph node metastasis. As a risk factor for tumor persistence and local recurrence, lateral lymph node metastasis (LLNM) is related to the number of central lymph node metastases (CLNMs).Entities:
Keywords: CLNM; LASSO; LLNM; PTC; cN0
Mesh:
Year: 2021 PMID: 34721289 PMCID: PMC8555630 DOI: 10.3389/fendo.2021.716728
Source DB: PubMed Journal: Front Endocrinol (Lausanne) ISSN: 1664-2392 Impact factor: 5.555
Figure 1Overall flowchart of the study design.
Demographic profile and comparisons of clinicopathological factors of the cohort based on the number of CLN-positive cN0 PTC patients.
| 0 CLN | 1–2 CLNs | ≥3 CLNs | p value | |
|---|---|---|---|---|
| n = 248 | n = 274 | n = 511 | ||
| Female | 211 (85.08%) | 189 (68.98%) | 346 (67.71%) | <0.001 |
| Age of diagnosis | 45.55 ± 12.55 | 42.06 ± 12.60 | 39.94 ± 11.42 | <0.001 |
| Size | 13.17 ± 8.91 | 13.88 ± 10.62 | 16.25 ± 9.73 | <0.001 |
| Hashimoto’s thyroiditis | 35 (14.11%) | 50 (18.25%) | 120 (24.48%) | 0.007 |
| Extrathyroidal extension | 27 (10.89%) | 58 (21.17%) | 84 (16.44%) | 0.007 |
| Bilaterality | 31 (12.50%) | 31 (11.31%) | 133 (26.03%) | <0.001 |
| Calcification | 67 (27.02%) | 98 (35.77%) | 86 (16.83%) | <0.001 |
| Metastatic number of CLN | 0 | 1.46 ± 0.50 | 5.92 ± 3.43 | <0.001 |
| Harvested number of CLN | 10.13 ± 4.33 | 10.98 ± 6.25 | 14.28 ± 6.68 | <0.001 |
| Metastatic number of LLN | 0.25 ± 0.66 | 1.19 ± 2.20 | 2.62 ± 3.62 | <0.001 |
| Harvested number of LLN | 18.67 ± 4.03 | 18.68 ± 10.03 | 22.02 ± 13.35 | <0.001 |
| Recurrence | 0 | 0 | 2 | |
| ATA high and median | 48 (19.35%) | 103 (37.59%) | 367 (71.82%) | <0.001 |
| Positive LLNs of patients | 41 (16.53%) | 114 (41.61%) | 330 (64.58%) | <0.001 |
| Female | 34 (89.93%) | 79 (62.3%) | 225 (67.98%) | <0.001 |
| Age of diagnosis | 46.29 ± 15.44 | 41.12 ± 13.39 | 39.34 ± 11.56 | 0.003 |
| Size | 17.81 ± 13.45 | 15.96 ± 10.95 | 17.93 ± 9.89 | 0.218 |
| Hashimoto’s thyroiditis | 7 (17.07%) | 15 (18.99%) | 89 (26.89%) | 0.007 |
| Extrathyroidal extension | 8 (19.51%) | 28 (24.56%) | 58 (17.58%) | 0.267 |
| Bilaterality | 6 (14.63%) | 16 (14.03%) | 92 (27.88%) | 0.004 |
| Calcification | 11 (26.83%) | 48 (42.10%) | 63 (19.10%) | <0.001 |
| CLNMs | 0 | 1.52 ± 0.50 | 6.49 ± 3.81 | <0.001 |
| CLNDs | 9.88 ± 4.48 | 9.97 ± 6.36 | 14.16 ± 6.89 | 0.009 |
| LLNMs | 1.51 ± 0.84 | 2.82 ± 2.63 | 4.01 ± 3.81 | <0.001 |
| LLNDs | 23.05 ± 9.94 | 19.92 ± 10.08 | 24.02 ± 12.93 | <0.001 |
| ATA high and median | 12 (29.27%) | 60 (52.63%) | 288 (87.27%) | <0.001 |
| Recurrence | 0 | 0 | 2 |
CLN, central lymph node; LLN, lateral lymph node; LNM, lymph node metastasis; ATA, American Thyroid Association; CLNM, central lymph node metastasis; LLNM, lateral lymph node metastasis; CLND, central lymph node dissection; LLND, lateral lymph node dissection.
Univariate analysis of one to two CLNM patients with and without LLNM.
| Total (n = 274) | LLN(+) (n = 114) | LLN(-) (n = 160) | p value | OR | 95% CI | |
|---|---|---|---|---|---|---|
| Sex(male/female) | 85/189 | 35/79 | 50/110 | 0.515 | 0.975 | (0.580–1.639) |
| Age (mean ± SD, years) | 42.06 ± 12.60 | 41.12 ± 13.39 | 42.74 ± 11.99 | 0.298 | ||
| (≤55/>55, years) | 202/72 | 81/33 | 121/39 | 0.239 | 1.264 | (0.735–2.174) |
| (>45/45, years) | 124/150 | 52/88 | 72/66 | 0.509 | 1.025 | (0.633–1.661) |
| (30/>30, years) | 46/228 | 27/87 | 19/141 | 0.008 | 2.303 | (1.208–4.389) |
| Tumor size (mm) | 13.88 ± 10.62 | 15.96 ± 10.95 | 12.40 ± 10.15 | 0.006 | ||
| (>10/10, mm) | 180/94 | 94/20 | 86/74 | <0.001 | 4.044 | (2.278–7.180) |
| (>20/20, mm) | 71/203 | 41/73 | 30/130 | 0.001 | 2.434 | (1.402–4.224) |
| Location (upper/middle | 72/118/78/6 | 38/47/24/5 | 34/71/54/1 | |||
| /lower/whole) | ||||||
| (upper/not upper) | 72/196 | 38/71 | 34/125 | 0.011 | 1.968 | (1.139–3.399) |
| Nodule number (1/2/3/>3) | 126/71/20/57 | 55/26/10/23 | 71/45/10/34 | 0.695 | ||
| Bilaterality (yes/no) | 31/243 | 16/93 | 15/145 | 0.157 | 1.578 | (0.746–3.340) |
| Calcification | 98/176 | 48/66 | 50/110 | 0.043 | 1.600 | (0.970–2.638) |
| Extrathyroidal extension | 58/217 | 28/87 | 30/130 | 0.156 | 1.411 | (0.788–2.526) |
| Hashimoto’s thyroiditis | 50224 | 15/99 | 35/125 | 0.045 | 0.541 | (0.280–1.047) |
| Thyroid adenoma | 19/225 | 10/104 | 9/151 | 0.22 | 1.631 | (0.634–4.107) |
| Nodular goiter | 14/260 | 10/104 | 4/156 | 0.021 | 3.750 | (1.146–12.275) |
| Follicular variant | 5/269 | 3/111 | 2/158 | 0.344 | 2.135 | (0.351–12.989) |
| Multifocality | 55/219 | 24/90 | 31/129 | 0.423 | 1.110 | (0.611–2.016) |
| CLNM number (2/1) | 130/144 | 61/53 | 69/91 | 0.058 | 1.518 | (0.936–2.461) |
| Prelaryngeal LNM | 39/235 | 18/96 | 21/139 | 0.326 | 1.241 | (0.628–2.453) |
| Pretracheal LNM | 109/165 | 44/70 | 65/95 | 0.416 | 0.919 | (0.562–1.502) |
| Paratracheal LNM | 111/163 | 42/72 | 69/91 | 0.179 | 0.769 | (0.470–1.259) |
| LN-prRLN metastasis | 10/264 | 7/107 | 3/157 | 0.064 | 3.424 | (0.886–13.536) |
| Metastatic number of CLN | 1.46 ± 0.50 | 1.52 ± 0.50 | 1.42 ± 0.50 | 0.131 | ||
| Harvested number of CLN | 10.98 ± 6.25 | 9.97 ± 6.36 | 11.68 ± 6.10 | 0.027 | ||
| Metastatic number of LLN | 1.19 ± 2.20 | 2.82 ± 2.63 | 0.03 ± 0.33 | <0.001 | ||
| Harvested number of LLN | 18.68 ± 10.03 | 19.92 ± 10.08 | 17.83 ± 9.93 | 0.091 | ||
| LNM number | 2.67 ± 2.335 | 4.36 ± 2.77 | 1.45 ± 0.57 | <0.001 | ||
| LND number | 29.78 ± 12.433 | 30.02 ± 12.23 | 29.61 ± 12.62 | 0.797 | ||
| Risk (high/low) | 138/136 | 79/35 | 59/101 | <0.001 | 3.864 | (2.317–6.444) |
CLNM, central lymph node metastasis; LLNM, lateral lymph node metastasis; LNM, lymph node metastasis; LN-prRLN, lymph nodes posterior to the right recurrent laryngeal; LND, lymph node dissection.
Risk factors for LLNM in the level II, III, and IV groups.
| Total | LNM (+) | LNM (-) | Univariate | Multivariate | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n = 274 | n = 114 | n = 160 | p | OR 95% (CI) | p | OR 95% (CI) | |||||||||
| Risk High/low | 138/136 | 79/35 | 59/101 | <0.001 | 3.864 | (2.317–6.444) | <0.001 | 3.864 | (2.317–6.444) | ||||||
| Level II (+) | Level II (-) | ||||||||||||||
| n = 45 | n = 259 | ||||||||||||||
| Tumor size | |||||||||||||||
| >10 mm | 180/94 | 37/8 | 143/96 | 0.007 | 2.781 | (1.238–6.250) | |||||||||
| >20 mm | 71/203 | 18/27 | 53/176 | 0.017 | 2.214 | (1.132–4.220) | 0.019 | 2.355 | (1.152–4.811) | ||||||
| HT | 50/224 | 3/42 | 47/182 | 0.017 | 0.277 | (0.082–0.932) | 0.045 | 0.28 | (0.081–0.970) | ||||||
| Location | 6 (whole) | ||||||||||||||
| Upper (yes/no) | 72/196 | 21/23 | 51/173 | 0.001 | 3.097 | (1.587–6.046) | 0.001 | 3.277 | (1.644–6.534) | ||||||
| Lower (yes/no) | 78/190 | 7/37 | 71/153 | 0.023 | 0.408 | (0.173–0.959) | |||||||||
| Risk | |||||||||||||||
| High/low | 138/136 | 31/14 | 107/122 | 0.005 | 2.525 | (1.276–4.996) | |||||||||
| Level III (+) | Level III (-) | ||||||||||||||
| n = 68 | n = 206 | ||||||||||||||
| Tumor size | 180/94 | 55/13 | 125/81 | 0.001 | 2.742 | (1.409–5.336) | 0.001 | 2.803 | (1.539–5.107) | ||||||
| Nodular goiter | 14/260 | 7/61 | 7/199 | 0.033 | 3.262 | (1.101–9.666) | |||||||||
| CLNM(2/1) | 130/144 | 43/25 | 87/119 | 0.002 | 2.535 | (1.337–4.140) | 0.001 | 3.194 | (1.588–6.423) | ||||||
| Location | 78/190 | 12/54 | 66/136 | 0.016 | 0.458 | (0.299–0.914) | 0.026 | 2.248 | (1.100–4.594) | ||||||
| Risk High/low | 138/136 | 48/20 | 90/116 | <0.001 | 3.093 | (1.715–5.579) | |||||||||
| Level IV(+) | Level IV (-) | ||||||||||||||
| n = 52 | n = 222 | ||||||||||||||
| Tumor size | 180/94 | 43/7 | 137/85 | 0.003 | 2.964 | (1.376–6.388) | 0.003 | 3.364 | (1.526–7.415) | ||||||
| Nodular goiter | 14/260 | 6/46 | 8/214 | 0.031 | 3.489 | (1.155–10.54) | 0.046 | 3.186 | (1.020–9.954) | ||||||
| CLNM(2/1) | 130/144 | 31/21 | 99/123 | 0.036 | 1.834 | (0.993–3.389) | 0.025 | 2.974 | (1.095–3.930) | ||||||
| Bilaterality | 31/243 | 10/42 | 21/201 | 0.045 | 2.279 | (1.001–5.191) | |||||||||
| Risk High/low | 138/136 | 34/18 | 104/118 | 0.012 | 2.143 | (1.142–4.021) | |||||||||
LLNM, lateral lymph node metastasis; HT, Hashimoto’s thyroiditis; CLNM, central lymph node metastasis.
Figure 2Forest plots of risk factors for levels II–IV (A–C) and independent risk factors for LLNM (D). (A) Tumor sizes over 20 mm and located in the upper region contribute to level II LLNM and HT reduces its risk. (B, C) Tumor size over 10 mm, nodular goiter, and the number of CLNMs were risk factors for level III (p = 0.001, OR = 2.742; p = 0.033, OR = 3.262; p = 0.002, OR = 2.535) and level IV (p = 0.003, OR = 2.964; p = 0.031, OR = 3.489; p = 0.036, OR = 1.834). High risk evaluated by the LASSO model is an independent risk factor for all levels. (D) Tumor size over 10 mm, nodular goiter, and upper location were independent risk factors for LLNM. In detail, tumor size over 20 mm and located in the upper region are independent risk factors and HT is an independent protective factor for level II. Nodular goiter is an independent risk factor for level IV.
Figure 3Multivariate risk model constructed by LASSO regression (A, B) and ROC curves of the LLNM risk scores for cN0 PTC patients with one to two CLNMs (C, D). (A, B) The LASSO model is best constructed with eight factors when Log(λ) equals to -3.5. The eight factors were tumor size 1 (over 10 mm), tumor size 2 (over 20 mm), tumor location, HT, calcification, bilaterality, CLNM number, and nodular goiter. (C) The ROC curve of patients who underwent LLND (levels II, III, and IV) presented AUCs of 0.715 (preoperative assessment group with six factors, blue line), 0.708 (intraoperative frozen group with CLNM number enrolled, green line), and 0.701 (postoperative assessment group, yellow line). (D) The ROC curve of patients who underwent LLND (levels III and IV) presented AUCs of 0.726 (preoperative assessment group with six factors, blue line), 0.733 (intraoperative frozen group, green line), and 0.722 (postoperative assessment group, yellow line).
Correlation factors and coefficients of the LASSO model.
| Score | Coefficient | |
|---|---|---|
| Tumor size1 | A1 | 0.6863518 |
| >10 mm | 1 | |
| ≤10 mm | 0 | |
| Tumor size2 | A2 | 0.23244186 |
| >20 mm | 2 | |
| 10–20 mm | 1 | |
| ≤10 mm | 0 | |
| Location | A3 | 0.42974372 |
| Upper | 2 | |
| Middle | 1 | |
| Lower | 0 | |
| Hashimoto’s thyroiditis | A4 | -0.34728595 |
| Yes | 1 | |
| No | 0 | |
| Calcification | A5 | 0.11499484 |
| Yes | 1 | |
| No | 0 | |
| Bilaterality | A6 | 0.03446790 |
| Yes | 1 | |
| No | 0 | |
| CLNM number | A7 | 0.12528814 |
| 2 | 2 | |
| 1 | 1 | |
| Nodular goiter | A8 | 0.27637063 |
| Yes | 1 | |
| No | 0 | |
| Risk score = (0.6863518 × A + 0.23244186 ×B +…+H × 0.27637063)/1.55237294 | ||
LASSO, least absolute shrinkage and selection operator; CLNM, central lymph node metastasis.