| Literature DB >> 35695317 |
Jeong Hoon Lee1, Eun Ju Ha2, Da Hyun Lee1, Miran Han1, Jung Hyun Park1, Ji-Hoon Kim3.
Abstract
OBJECTIVE: Preoperative differential diagnosis of follicular-patterned lesions is challenging. This multicenter cohort study investigated the clinicoradiological characteristics relevant to the differential diagnosis of such lesions.Entities:
Keywords: Follicular neoplasm; Machine learning; Thyroid cancer; Thyroid nodules; Ultrasonography
Mesh:
Year: 2022 PMID: 35695317 PMCID: PMC9240300 DOI: 10.3348/kjr.2022.0079
Source DB: PubMed Journal: Korean J Radiol ISSN: 1229-6929 Impact factor: 7.109
Clinicoradiological Characteristics according to the Type of Follicular-Patterned Lesion
| Variables | Total |
| ||||
|---|---|---|---|---|---|---|
| BN (n = 4461) | FA (n = 136) | FC (n = 62) | FVPTC (n = 128) | |||
| Age, years | < 0.001 | |||||
| Mean ± SD | 54.7 ± 12.1 | 51.0 ± 12.0 | 48.9 ± 13.7 | 48.0 ± 11.5 | ||
| Range | 19–76 | 20–76 | 22–73 | 21–79 | ||
| Sex | 0.057 | |||||
| Female | 3757 (84.2) | 103 (75.7) | 53 (85.5) | 110 (85.9) | ||
| Male | 704 (15.8) | 33 (24.3) | 9 (14.5) | 18 (14.1) | ||
| Diameter, mm | < 0.001 | |||||
| Mean ± SD | 20.8 ± 10.5 | 29.4 ± 14.9 | 34.5 ± 14.4 | 22.9 ± 12.9 | ||
| Range | 10–100 | 10–90 | 10–75 | 10–71 | ||
| Composition | < 0.001 | |||||
| Solid | 2107 (47.2) | 76 (55.9) | 39 (62.9) | 93 (72.6) | ||
| Partially cystic | 2354 (52.8) | 60 (44.1) | 23 (37.1) | 35 (27.4) | ||
| Echogenicity | < 0.001 | |||||
| Hypoechogenicity | 1231 (27.6) | 53 (39.0) | 30 (48.4) | 60 (46.9) | ||
| Iso-/hyper-echogenicity | 3230 (72.4) | 83 (61.0) | 32 (51.6) | 68 (53.1) | ||
| Echotexture | < 0.001 | |||||
| Uniform | 3480 (78.0) | 97 (71.3) | 39 (62.9) | 87 (68.0) | ||
| Mixed | 981 (22.0) | 39 (28.7) | 23 (37.1) | 41 (32.0) | ||
| Calcifications* | < 0.001 | |||||
| None | 3485 (78.1) | 108 (79.4) | 36 (58.1) | 80 (62.5) | ||
| Microcalcification | 553 (12.4) | 20 (14.7) | 14 (22.6) | 27 (21.1) | ||
| Macrocalcification | 433 (9.7) | 9 (6.6) | 7 (11.3) | 26 (20.3) | ||
| Rim calcification | 133 (3.0) | 3 (2.2) | 11 (17.7) | 7 (5.5) | ||
| Margin | < 0.001 | |||||
| Smooth | 3618 (81.1) | 127 (93.4) | 58 (93.6) | 103 (80.5) | ||
| Non-smooth | 843 (18.9) | 9 (6.6) | 4 (6.5) | 25 (19.5) | ||
| Orientation | 0.144 | |||||
| Parallel | 4262 (95.5) | 131 (96.3) | 60 (96.8) | 117 (91.4) | ||
| Nonparallel | 199 (4.5) | 5 (3.7) | 2 (3.2) | 11 (8.6) | ||
| Spongiform appearance | 0.003 | |||||
| None | 4287 (96.1) | 131 (96.3) | 62 (100.0) | 127 (99.2) | ||
| Presence | 174 (3.9) | 5 (3.7) | 0 (0.0) | 1 (0.8) | ||
| Halo | < 0.001 | |||||
| None | 2847 (63.8) | 59 (43.4) | 25 (40.3) | 65 (50.8) | ||
| Presence | 1614 (36.2) | 77 (56.6) | 37 (59.7) | 63 (49.2) | ||
| K-TIRADS | < 0.001 | |||||
| Category 2 | 302 (6.8) | 7 (5.1) | 0 (0.0) | 4 (3.1) | ||
| Category 3 | 2789 (62.5) | 75 (55.2) | 28 (45.2) | 56 (43.8) | ||
| Category 4 | 1135 (25.4) | 45 (33.1) | 28 (45.2) | 42 (32.8) | ||
| Category 5 | 235 (5.3) | 9 (6.6) | 6 (9.6) | 26 (20.3) | ||
Data in parentheses are the percentages. *If various types of calcifications were present in a nodule, they were considered as positive for each category. BN = benign follicular nodule, FA = follicular adenoma, FC = follicular carcinoma, FVPTC = follicular variant of papillary thyroid carcinoma, K-TIRADS = Korean Thyroid Imaging Reporting and Data System, SD = standard deviation
Univariable and Multivariable Logistic Regression Analyses for Benign Follicular Nodule (As the Control Group) vs. Follicular-Patterned Neoplasms
| Variables* | Control vs. Follicular-Patterned Neoplasms (n = 326) | Control vs. FA (n = 136) | Control vs. FC (n = 62) | Control vs. FVPTC (n = 128) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OR | 95% CI |
| OR | 95% CI |
| OR | 95% CI |
| OR | 95% CI |
| |||
| Univariable analysis | ||||||||||||||
| Age per 1-year increase | 0.966 | 0.957–0.975 | < 0.001 | 0.975 | 0.961–0.989 | < 0.001 | 0.962 | 0.943–0.982 | < 0.001 | 0.958 | 0.944–0.972 | < 0.001 | ||
| Sex (female) | 1.204 | 0.892–1.600 | 0.212 | 1.710 | 1.130–2.522 | 0.009 | 0.906 | 0.416–1.755 | 0.786 | 0.873 | 0.510–1.409 | 0.599 | ||
| Diameter per 1-mm increase | 1.044 | 1.036–1.053 | < 0.001 | 1.051 | 1.039–1.063 | < 0.001 | 1.069 | 1.053–1.085 | < 0.001 | 1.016 | 1.001–1.031 | 0.031 | ||
| Solid composition (partially cystic) | 1.969 | 1.562–2.493 | < 0.001 | 1.415 | 1.005–2.001 | 0.048 | 1.894 | 1.137–3.228 | 0.016 | 2.969 | 2.024–4.453 | < 0.001 | ||
| Hypoechogenicity (isoechogenicity) | 2.050 | 1.630–2.575 | < 0.001 | 1.675 | 1.174–2.372 | 0.004 | 2.460 | 1.483–4.070 | < 0.001 | 2.315 | 1.623–3.295 | < 0.001 | ||
| Mixed echotexture (homogeneous) | 1.639 | 1.280–2.085 | < 0.001 | 1.426 | 0.967–2.065 | 0.066 | 2.092 | 1.226–3.490 | 0.005 | 1.672 | 1.135–2.423 | 0.008 | ||
| Calcification | ||||||||||||||
| Microcalcification (absence) | 1.627 | 1.205–2.164 | 0.001 | 1.218 | 0.731–1.929 | 0.423 | 2.061 | 1.088–3.662 | 0.019 | 1.889 | 1.202–2.872 | 0.004 | ||
| Macrocalcification (absence) | 1.372 | 0.966–1.905 | 0.067 | 0.658 | 0.308–1.230 | 0.229 | 1.181 | 0.488–2.439 | 0.681 | 2.365 | 1.491–3.622 | < 0.001 | ||
| Rim calcification (absence) | 2.241 | 1.357–3.524 | < 0.001 | 0.734 | 0.179–1.972 | 0.601 | 7.019 | 3.405–13.278 | < 0.001 | 1.882 | 0.784–3.829 | 0.113 | ||
| Non-smooth margin (smooth) | 0.566 | 0.395–0.790 | 0.001 | 0.304 | 0.143–0.567 | 0.001 | 0.296 | 0.090–0.722 | 0.019 | 1.042 | 0.655–1.596 | 0.857 | ||
| Non-parallel orientation (parallel) | 1.252 | 0.737–1.999 | 0.375 | 0.817 | 0.287–1.822 | 0.662 | 0.714 | 0.117–2.305 | 0.641 | 2.014 | 1.009–3.632 | 0.031 | ||
| Spongiform appearance (absence) | 0.462 | 0.181–0.962 | 0.065 | 0.940 | 0.330–2.100 | 0.894 | 0.000 | 0.000–306.798 | 0.977 | 0.194 | 0.011–0.874 | 0.103 | ||
| Halo (absence) | 2.096 | 1.672–2.630 | < 0.001 | 2.302 | 1.634–3.260 | < 0.001 | 2.611 | 1.575–4.400 | < 0.001 | 1.710 | 1.201–2.432 | 0.003 | ||
| K-TIRADS | ||||||||||||||
| K-TIRADS category 4 (category 3) | 1.842 | 1.437–2.353 | < 0.001 | 1.495 | 1.025–2.152 | 0.033 | 2.723 | 1.601–4.632 | < 0.001 | 1.906 | 1.270–2.835 | 0.002 | ||
| K-TIRADS category 5 (category 3) | 3.172 | 2.176–4.532 | < 0.001 | 1.444 | 0.668–2.758 | 0.305 | 2.818 | 1.046–6.427 | 0.023 | 5.700 | 3.479–9.102 | < 0.001 | ||
| Multivariable analysis | ||||||||||||||
| Age per 1-year increase | 0.969 | 0.959–0.978 | < 0.001 | 0.979 | 0.966–0.993 | 0.003 | 0.969 | 0.948–0.989 | 0.003 | 0.955 | 0.941–0.970 | < 0.001 | ||
| Sex (female) | 1.204 | 0.876–1.632 | 0.242 | 1.676 | 1.089–2.517 | 0.015 | 0.784 | 0.342–1.606 | 0.533 | 0.925 | 0.533–1.518 | 0.770 | ||
| Diameter per 1-mm increase | 1.054 | 1.044–1.064 | < 0.001 | 1.058 | 1.045–1.071 | < 0.001 | 1.084 | 1.065–1.103 | < 0.001 | 1.026 | 1.010–1.042 | 0.001 | ||
| Solid composition (partially cystic) | 2.255 | 1.728–2.957 | < 0.001 | 1.864 | 1.267–2.758 | 0.002 | 2.522 | 1.405–4.644 | 0.002 | 2.671 | 1.754–4.148 | < 0.001 | ||
| Hypoechogenicity (isoechogenicity) | 2.181 | 1.681–2.828 | < 0.001 | 2.102 | 1.416–3.104 | < 0.001 | 2.785 | 1.569–4.956 | < 0.001 | 1.936 | 1.314–2.848 | < 0.001 | ||
| Mixed echotexture (homogeneous) | 1.201 | 0.921–1.556 | 0.170 | 1.056 | 0.699–1.564 | 0.792 | 1.421 | 0.794–2.485 | 0.225 | 1.297 | 0.868–1.906 | 0.194 | ||
| Calcification | ||||||||||||||
| Microcalcification (absence) | 1.520 | 1.102–2.068 | 0.009 | 1.328 | 0.780–2.157 | 0.273 | 1.878 | 0.943–3.527 | 0.059 | 1.617 | 1.009–2.511 | 0.038 | ||
| Macrocalcification (absence) | 1.208 | 0.831–1.720 | 0.307 | 0.604 | 0.275–1.168 | 0.167 | 0.736 | 0.276–1.671 | 0.499 | 1.987 | 1.228–3.115 | 0.004 | ||
| Rim calcification (absence) | 1.762 | 1.032–2.878 | 0.030 | 0.646 | 0.155–1.806 | 0.472 | 6.005 | 2.639–12.751 | < 0.001 | 1.355 | 0.554–2.828 | 0.459 | ||
| Non-smooth margin (smooth) | 0.691 | 0.468–0.995 | 0.054 | 0.406 | 0.186–0.784 | 0.013 | 0.359 | 0.102–0.961 | 0.067 | 1.077 | 0.653–1.724 | 0.764 | ||
| Non-parallel orientation (parallel) | 1.213 | 0.693–2.010 | 0.476 | 0.822 | 0.281–1.914 | 0.683 | 0.725 | 0.112–2.587 | 0.674 | 1.603 | 0.777–3.019 | 0.169 | ||
| Halo (absence) | 1.761 | 1.368–2.271 | < 0.001 | 1.793 | 1.237–2.612 | 0.002 | 1.965 | 1.118–3.506 | 0.020 | 1.627 | 1.101–2.407 | 0.014 | ||
*The reference categories for OR calculations are in the parentheses. CI = confidence interval, FA = follicular adenoma, FC = follicular carcinoma, FVPTC = follicular variant of papillary thyroid carcinoma, K-TIRADS = Korean Thyroid Imaging Reporting and Data System, OR = odds ratio
Univariable and Multivariable Logistic Regression Analyses for FA (As the Control Group) vs. Follicular-Patterned Malignancy
| Variables* | Control vs. Follicular-Patterned Malignancy (n = 190) | Control vs. FC (n = 62) 95% CI | Control vs. FVPTC (n = 128) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| OR | 95% CI |
| OR | 95% CI |
| OR | 95% CI |
| |||
| Univariable analysis | |||||||||||
| Age per 1-year increase | 0.983 | 0.965–1.001 | 0.072 | 0.987 | 0.963–1.011 | 0.276 | 0.981 | 0.961–1.001 | 0.070 | ||
| Sex (female) | 0.517 | 0.292–0.908 | 0.022 | 0.530 | 0.224–1.149 | 0.124 | 0.511 | 0.266–0.953 | 0.038 | ||
| Diameter per 1-mm increase | 0.987 | 0.972–1.002 | 0.095 | 1.023 | 1.002–1.044 | 0.029 | 0.966 | 0.947–0.984 | < 0.001 | ||
| Solid composition (partially cystic) | 1.797 | 1.137–2.847 | 0.012 | 1.339 | 0.727–2.503 | 0.354 | 2.098 | 1.259–3.535 | 0.005 | ||
| Hypoechogenicity (isoechogenicity) | 1.409 | 0.903–2.210 | 0.132 | 1.468 | 0.800–2.696 | 0.214 | 1.382 | 0.848–2.259 | 0.195 | ||
| Mixed echotexture (homogeneous) | 1.263 | 0.786–2.048 | 0.338 | 1.467 | 0.772–2.763 | 0.237 | 1.172 | 0.693–1.986 | 0.554 | ||
| Calcification | |||||||||||
| Microcalcifications (absence) | 1.596 | 0.897–2.918 | 0.119 | 1.692 | 0.778–3.605 | 0.176 | 1.551 | 0.823–2.961 | 0.177 | ||
| Macrocalcification (absence) | 2.966 | 1.423–6.800 | 0.006 | 1.796 | 0.614–5.064 | 0.269 | 3.597 | 1.669–8.440 | 0.002 | ||
| Rim calcification (absence) | 4.639 | 1.531–20.100 | 0.016 | 9.562 | 2.851–43.554 | < 0.001 | 2.565 | 0.696–12.103 | 0.179 | ||
| Non-smooth margin (smooth) | 2.542 | 1.205–5.873 | 0.020 | 0.973 | 0.255–3.122 | 0.965 | 3.425 | 1.582–8.059 | 0.003 | ||
| Non-parallel orientation (parallel) | 1.924 | 0.707–6.119 | 0.224 | 0.873 | 0.123–4.179 | 0.874 | 2.463 | 0.869–8.009 | 0.104 | ||
| Spongiform appearance (absence) | 0.139 | 0.007–0.872 | 0.073 | 0.000 | NA - 3.250E + 41 | 0.988 | 0.206 | 0.011–1.302 | 0.152 | ||
| Halo (absence) | 0.851 | 0.546–1.325 | 0.476 | 1.134 | 0.618–2.102 | 0.686 | 0.743 | 0.456–1.205 | 0.229 | ||
| K-TIRADS | |||||||||||
| K-TIRADS category 4 (category 3) | 1.449 | 0.899–2.352 | 0.130 | 1.822 | 0.963–3.461 | 0.065 | 1.276 | 0.746–2.184 | 0.374 | ||
| K-TIRADS category 5 (category 3) | 3.313 | 1.546–7.762 | 0.003 | 1.952 | 0.608–5.915 | 0.241 | 3.948 | 1.781–9.485 | 0.001 | ||
| Multivariable analysis | |||||||||||
| Age per 1-year increase | 0.976 | 0.957–0.996 | 0.018 | 0.993 | 0.966–1.020 | 0.588 | 0.966 | 0.943–0.989 | 0.004 | ||
| Sex (female) | 0.538 | 0.291–0.987 | 0.046 | 0.491 | 0.187–1.178 | 0.127 | 0.581 | 0.283–1.163 | 0.130 | ||
| Diameter per 1-mm increase | 0.997 | 0.979–1.015 | 0.722 | 1.040 | 1.014–1.068 | 0.003 | 0.975 | 0.953–0.996 | 0.024 | ||
| Solid composition (partially cystic) | 1.262 | 0.712–2.235 | 0.424 | 1.443 | 0.640–3.345 | 0.382 | 1.314 | 0.685–2.526 | 0.410 | ||
| Hypoechogenicity (isoechogenicity) | 1.213 | 0.711–2.074 | 0.478 | 1.589 | 0.745–3.416 | 0.232 | 1.037 | 0.562–1.907 | 0.906 | ||
| Mixed echotexture (homogeneous) | 1.436 | 0.857–2.425 | 0.172 | 1.728 | 0.841–3.548 | 0.135 | 1.315 | 0.727–2.391 | 0.365 | ||
| Calcification | |||||||||||
| Microcalcifications (absence) | 1.196 | 0.625–2.329 | 0.592 | 1.567 | 0.641–3.781 | 0.318 | 1.020 | 0.474–2.187 | 0.959 | ||
| Macrocalcification (absence) | 2.930 | 1.323–7.069 | 0.011 | 1.801 | 0.499–6.368 | 0.359 | 3.647 | 1.559–9.242 | 0.004 | ||
| Rim calcification (absence) | 5.228 | 1.636–23.444 | 0.012 | 17.054 | 4.441–86.635 | < 0.001 | 2.740 | 0.656–14.224 | 0.185 | ||
| Non-smooth margin (smooth) | 1.959 | 0.853–4.833 | 0.125 | 0.795 | 0.162–3.325 | 0.761 | 2.538 | 1.061–6.472 | 0.042 | ||
| Non-parallel orientation (parallel) | 1.421 | 0.449–5.047 | 0.563 | 0.859 | 0.084–5.811 | 0.885 | 1.551 | 0.455–5.838 | 0.493 | ||
| Halo (absence) | 1.003 | 0.604–1.663 | 0.992 | 1.245 | 0.588–2.675 | 0.569 | 1.019 | 0.578–1.803 | 0.949 | ||
*The reference categories for OR calculations are in the parentheses. CI = confidence interval, FA = follicular adenoma, FC = follicular carcinoma, FVPTC = follicular variant of papillary thyroid carcinoma, K-TIRADS = Korean Thyroid Imaging Reporting and Data System, NA = not applicable, OR = odds ratio
Fig. 1The top five features important for distinguishing follicular-patterned neoplasms (follicular adenoma, follicular carcinoma, and follicular variant of papillary thyroid carcinoma) from benign follicular nodule.
Fig. 2The top five features important for distinguishing FC from FA (A), FVPTC from FA (B), and FC/FVPTC from BN/FA (C).
BN = benign follicular nodule, FA = follicular adenoma, FC = follicular carcinoma, FVPTC = follicular variant of papillary thyroid carcinoma