Introduction
Materials and methods
Study design and patients
US examination of neck LNs
Preparation and histopathological assessment of dissected LNs
Data acquisition and processing
Statistical analysis
Results
General patient cohort
Lymph node analysis by ultrasound and neck dissection
Determination and predictive performance of optimal cutoff points (OCPs)
A | |||||||
---|---|---|---|---|---|---|---|
AAO-HNS neck LN level | AUC | OCP | SNS | SPC | PPV | NPV | YID |
2D Roundness index: \(\frac{l}{b}\) | |||||||
IA | 0.90 | 1.50 | 0.89 | 0.91 | 0.44 | 0.99 | 0.80 |
IB | 0.84 | 1.61 | 0.78 | 0.81 | 0.39 | 0.96 | 0.59 |
IIA | 0.79 | 1.74 | 0.62 | 0.90 | 0.43 | 0.95 | 0.52 |
IIB | 0.96 | 1.61 | 0.88 | 0.96 | 0.70 | 0.99 | 0.84 |
III | 0.83 | 2.01 | 0.69 | 0.86 | 0.32 | 0.97 | 0.55 |
IV | 0.88 | 1.47 | 0.80 | 0.94 | 0.62 | 0.97 | 0.74 |
VA | 0.93 | 1.78 | 1.00 | 0.82 | 0.50 | 1.00 | 0.82 |
VB | 0.94 | 1.56 | 1.00 | 0.81 | 0.57 | 1.00 | 0.81 |
All | 0.83 | 1.79 | 0.74 | 0.82 | 0.34 | 0.96 | 0.56 |
2D Roundness index: \(\frac{{\varvec{l}}}{{\varvec{d}}2}\) | |||||||
IA | 0.91 | 1.65 | 0.89 | 0.87 | 0.35 | 0.99 | NA |
IB | 0.85 | 1.63 | 0.80 | 0.85 | 0.46 | 0.96 | NA |
IIA | 0.79 | 1.94 | 0.66 | 0.84 | 0.34 | 0.95 | NA |
IIB | 0.96 | 1.73 | 0.88 | 0.99 | 0.88 | 0.99 | NA |
III | 0.85 | 2.13 | 0.73 | 0.89 | 0.37 | 0.97 | NA |
IV | 0.86 | 1.72 | 0.70 | 0.86 | 0.39 | 0.96 | NA |
VA | 0.99 | 1.69 | 1.00 | 0.97 | 0.86 | 1.00 | NA |
VB | 0.91 | 1.45 | 1.00 | 0.88 | 0.67 | 1.00 | NA |
All | 0.83 | 1.85 | 0.72 | 0.84 | 0.36 | 0.96 | NA |
3D Roundness index: \({\left(\frac{{\varvec{l}}}{{\varvec{b}}}\right)}^{2}{\varvec{x}}\boldsymbol{ }{\left(\frac{{\varvec{l}}}{{\varvec{d}}1}\right)}^{2}{\varvec{x}}\boldsymbol{ }{\left(\frac{{\varvec{l}}}{{\varvec{d}}2}\right)}^{2}\) | |||||||
IA | 0.93 | 6.40 | 0.89 | 0.95 | 0.57 | 0.99 | 0.84 |
IB | 0.85 | 7.03 | 0.72 | 0.90 | 0.53 | 0.95 | 0.62 |
IIA | 0.79 | 18.24 | 0.65 | 0.83 | 0.33 | 0.95 | 0.48 |
IIB | 0.99 | 16.87 | 1.00 | 0.88 | 0.50 | 0.95 | 0.88 |
III | 0.83 | 24.89 | 0.69 | 0.89 | 0.37 | 0.97 | 0.58 |
IV | 0.85 | 31.02 | 1.00 | 0.59 | 0.23 | 1.00 | 0.59 |
VA | 0.96 | 11.96 | 1.00 | 0.88 | 0.60 | 1.00 | 0.88 |
VB | 0.92 | 5.22 | 1.00 | 0.88 | 0.67 | 1.00 | 0.88 |
All | 0.83 | 14.97 | 0.71 | 0.84 | 0.35 | 0.96 | 0.55 |
B | |||||||
---|---|---|---|---|---|---|---|
AAO-HNS neck LN level | AUC | OCP in mm | SNS | SPC | PPV | NPV | YID |
l (length) | |||||||
IA | 0.38 | 7.35 | 0.56 | 0.55 | 0.09 | 0.55 | 0.11 |
IB | 0.72 | 12.95 | 0.39 | 0.21 | 0.07 | 0.21 | − 0.40 |
IIA | 0.71 | 14.95 | 0.35 | 0.33 | 0.06 | 0.33 | − 0.32 |
IIB | 0.91 | 10.70 | 0.00 | 0.29 | 0.00 | 0.29 | − 0.71 |
III | 0.68 | 11.65 | 0.30 | 0.38 | 0.04 | 0.38 | − 0.33 |
IV | 0.53 | 6.10 | 0.40 | 0.78 | 0.18 | 0.78 | 0.18 |
VA | 0.58 | 7.55 | 0.67 | 0.77 | 0.36 | 0.77 | 0.44 |
VB | 1.00 | 12.55 | 0.00 | 0.00 | 0.00 | 0.00 | − 1.00 |
All | 0.70 | 14.55 | 0.47 | 0.21 | 0.07 | 0.21 | − 0.33 |
b (width) | |||||||
IA | 0.86 | 4.95 | 0.78 | 0.83 | 0.27 | 0.98 | 0.61 |
IB | 0.85 | 8.75 | 0.63 | 0.95 | 0.67 | 0.94 | 0.58 |
IIA | 0.86 | 7.05 | 0.76 | 0.83 | 0.35 | 0.97 | 0.59 |
IIB | 1.00 | 7.15 | 1.00 | 0.99 | 0.89 | 1.00 | 0.99 |
III | 0.88 | 4.95 | 0.79 | 0.83 | 0.30 | 0.98 | 0.62 |
IV | 0.72 | 5.90 | 0.60 | 0.92 | 0.50 | 0.95 | 0.52 |
VA | 0.70 | 4.85 | 0.67 | 0.79 | 0.36 | 0.93 | 0.46 |
VB | 1.00 | 8.05 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
All | 0.85 | 7.05 | 0.67 | 0.89 | 0.42 | 0.96 | 0.56 |
d1 (diameter 1) | |||||||
IA | 0.73 | 11.25 | 0.60 | 0.90 | 0.45 | 0.94 | 0.50 |
IB | 0.79 | 11.25 | 0.61 | 0.88 | 0.44 | 0.93 | 0.49 |
IIA | 0.79 | 13.05 | 0.63 | 0.84 | 0.32 | 0.95 | 0.47 |
IIB | 0.94 | 9.45 | 1.00 | 0.77 | 0.33 | 1.00 | 0.77 |
III | 0.79 | 8.15 | 0.76 | 0.69 | 0.18 | 0.97 | 0.45 |
IV | 0.58 | 7.55 | 0.60 | 0.72 | 0.21 | 0.94 | 0.32 |
VA | 0.55 | 5.65 | 0.50 | 0.82 | 0.33 | 0.90 | 0.32 |
VB | 1.00 | 11.10 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
All | 0.77 | 11.45 | 0.59 | 0.85 | 0.32 | 0.94 | 0.44 |
d2 (diameter 2) | |||||||
IA | 0.89 | 4.80 | 0.78 | 0.84 | 0.28 | 0.98 | 0.62 |
IB | 0.86 | 8.55 | 0.64 | 0.97 | 0.76 | 0.94 | 0.61 |
IIA | 0.86 | 7.75 | 0.68 | 0.92 | 0.50 | 0.96 | 0.60 |
IIB | 1.00 | 6.55 | 1.00 | 0.99 | 0.89 | 1.00 | 0.99 |
III | 0.89 | 4.85 | 0.75 | 0.88 | 0.36 | 0.98 | 0.64 |
IV | 0.73 | 4.65 | 0.70 | 0.80 | 0.30 | 0.96 | 0.50 |
VA | 0.62 | 4.70 | 0.67 | 0.76 | 0.33 | 0.93 | 0.43 |
VB | 1.00 | 8.05 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
All | 0.86 | 6.45 | 0.69 | 0.87 | 0.40 | 0.96 | 0.56 |
c | ||||||
---|---|---|---|---|---|---|
AAO-HNS neck LN level | SNS | SPC | PPV | NPV | lr | prev |
IA | 0.67 | 0.98 | 0.75 | 0.97 | 37.67 | 0.07 |
IB | 0.83 | 0.99 | 0.92 | 0.97 | 73.21 | 0.14 |
IIA | 0.73 | 0.99 | 0.92 | 0.97 | 94.79 | 0.11 |
IIB | 1.00 | 1.00 | 1.00 | 1.00 | Inf | 0.10 |
III | 0.77 | 0.99 | 0.86 | 0.98 | 65.52 | 0.08 |
IV | 0.70 | 1.00 | 1.00 | 0.96 | Inf | 0.11 |
VA | 1.00 | 1.00 | 1.00 | 1.00 | Inf | 0.15 |
VB | 1.00 | 1.00 | 1.00 | 1.00 | Inf | 0.20 |
All | 0.79 | 0.99 | 0.91 | 0.97 | 81.85 | 0.11 |
The predictive performance of US increases with metastasis size
Maximum diameter of metastasis | ≤ 2 mm (ITCs or micrometastases) | > 2 and ≤ 4 mm | > 4 and ≤ 6 mm | > 6 and ≤ 8 mm | > 8 and ≤ 10 mm | > 10 mm |
---|---|---|---|---|---|---|
2D—roundness (\(\frac{{\varvec{l}}}{{\varvec{b}}}\) < 1.79) | ||||||
n pos | 8 | 20 | 33 | 18 | 28 | 107 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.35 | 0.51 | 0.75 | 0.60 | 0.80 | 0.88 |
3D—roundness (\({\left(\frac{l}{b}\right)}^{2}x {\left(\frac{l}{d1}\right)}^{2}x {\left(\frac{l}{d2}\right)}^{2}\) < 14.97) | ||||||
n pos | 9 | 17 | 34 | 18 | 27 | 104 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.39 | 0.44 | 0.77 | 0.60 | 0.77 | 0.86 |
l (> 14.55 mm) | ||||||
n pos | 9 | 18 | 10 | 7 | 15 | 99 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.39 | 0.46 | 0.23 | 0.23 | 0.43 | 0.82 |
b (> 7.05 mm) | ||||||
n pos | 9 | 16 | 20 | 15 | 26 | 110 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.39 | 0.41 | 0.46 | 0.50 | 0.74 | 0.91 |
d1 (> 11.45 mm) | ||||||
n pos | 7 | 14 | 12 | 9 | 22 | 110 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.30 | 0.36 | 0.27 | 0.30 | 0.63 | 0.91 |
d2 (> 6.45 mm) | ||||||
n pos | 11 | 18 | 20 | 15 | 28 | 112 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.48 | 0.46 | 0.46 | 0.50 | 0.80 | 0.93 |
Subjective ultrasound findings | ||||||
n pos | 8 | 18 | 29 | 20 | 33 | 121 |
n | 23 | 39 | 44 | 30 | 35 | 121 |
SNS | 0.35 | 0.46 | 0.66 | 0.67 | 0.94 | 1.00 |
Graph 2b: Performance of the indices and individual diameters depending on the metastasis size within the LNs | ||||||
Comparison of clinical and pathological N status
Clinical N status based solely on 2D—roundness (\(\frac{{\varvec{l}}}{{\varvec{b}}}\)) vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 51 | 34 | 16 | 31 | 1 | ||
pN1 | 10 | 12 | 7 | 13 | |||
pN2 | 1 | ||||||
pN2a | 1 | 2 | |||||
pN2b | 1 | 6 | 27 | 11 | |||
pN2c | 2 | 1 | 3 | 13 | |||
pN3 | 1 | 4 |
Clinical N status based solely on 3D—roundness (\({\left(\frac{l}{b}\right)}^{2}x {\left(\frac{l}{d1}\right)}^{2}x {\left(\frac{l}{d2}\right)}^{2}\)) vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 61 | 24 | 13 | 35 | |||
pN1 | 6 | 15 | 11 | 11 | |||
pN2 | 1 | ||||||
pN2a | 1 | 2 | |||||
pN2b | 3 | 5 | 27 | 9 | |||
pN2c | 1 | 4 | 14 | ||||
pN3 | 2 | 3 |
Clinical N status based solely on l (length) vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 13 | 12 | 41 | 67 | |||
pN1 | 1 | 12 | 10 | 17 | |||
pN2 | 2 | ||||||
pN2a | 2 | 1 | |||||
pN2b | 2 | 3 | 19 | 21 | |||
pN2c | 20 | ||||||
pN3 | 2 | 3 |
Clinical N status based solely on b (width) vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 52 | 27 | 16 | 38 | |||
pN1 | 8 | 18 | 10 | 5 | |||
pN2 | 2 | ||||||
pN2a | 2 | 1 | |||||
pN2b | 2 | 7 | 23 | 13 | |||
pN2c | 1 | 2 | 16 | ||||
pN3 | 5 |
Clinical N status based solely on d1 (diameter 1) vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 32 | 32 | 27 | 42 | |||
pN1 | 8 | 14 | 11 | 9 | |||
pN2 | 2 | ||||||
pN2a | 1 | 2 | |||||
pN2b | 5 | 5 | 22 | 13 | |||
pN2c | 1 | 17 | |||||
pN3 | 2 | 3 |
Clinical N status based solely on d2 (diameter 2) vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 77 | 25 | 9 | 22 | |||
pN1 | 11 | 16 | 6 | 8 | |||
pN2 | 2 | ||||||
pN2a | 2 | 1 | |||||
pN2b | 2 | 8 | 30 | 4 | |||
pN2c | 1 | 1 | 2 | 16 | |||
pN3 | 5 |
Clinical N status based solely on subjective ultrasound findings vs. pathological N status | |||||||
---|---|---|---|---|---|---|---|
cN0 | cN1 | cN2 | cN2a | cN2b | cN2c | cN3 | |
pN0 | 128 | 2 | 1 | 2 | |||
pN1 | 17 | 22 | 2 | ||||
pN2 | 2 | ||||||
pN2a | 3 | ||||||
pN2b | 2 | 8 | 1 | 34 | |||
pN2c | 4 | 1 | 2 | 12 | |||
pN3 | 2 | 3 |
Clinical N status (N0, N +) based solely on 2D—Roundness (\(\frac{{\varvec{l}}}{{\varvec{b}}}\)) vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 51 | 82 |
pN + | 14 | 101 |
Clinical N status (N0, N +) based solely on 3D—Roundness (\({\left(\frac{l}{b}\right)}^{2}x {\left(\frac{l}{d1}\right)}^{2}x {\left(\frac{l}{d2}\right)}^{2}\)) vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 61 | 72 |
pN + | 11 | 104 |
Clinical N status (N0, N +) based solely on l (length) vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 13 | 120 |
pN + | 3 | 112 |
Clinical N status (N0, N +) based solely on b (width) vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 52 | 81 |
pN + | 10 | 105 |
Clinical N status (N0, N +) based solely on d1 (diameter 1) vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 32 | 101 |
pN + | 13 | 102 |
Clinical N status (N0, N +) based solely on d2 (diameter 2) vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 77 | 56 |
pN + | 14 | 101 |
Clinical N status (N0, N +) based solely on subjective ultrasound findings vs. pathological N status (N0, N +) | ||
---|---|---|
cN0 | cN + | |
pN0 | 128 | 5 |
pN + | 23 | 92 |
Distance resp. index | Cohen’s κ index for individual N stages | Performance in terms of discrimination pN0 vs. pN + | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Cohen’s κ | Lower CI | Upper CI | Cohen’s κ | Accuracy | Lower CI | Upper CI | SNS | SPC | PPV | NPV | |
2D-roundness | 0.270 | 0.189 | 0.351 | 0.2517 | 0.6129 | 0.5510 | 0.6714 | 0.8783 | 0.3835 | 0.5519 | 0.7846 |
3D-roundness | 0.330 | 0.247 | 0.412 | 0.3504 | 0.6653 | 0.6045 | 0.7211 | 0.9043 | 0.4586 | 0.5909 | 0.8472 |
l | 0.154 | 0.089 | 0.219 | 0.0670 | 0.5040 | 0.4422 | 0.5667 | 0.9739 | 0.0977 | 0.4828 | 0.8125 |
b | 0.308 | 0.227 | 0.388 | 0.2918 | 0.6331 | 0.5715 | 0.6906 | 0.9130 | 0.3910 | 0.5645 | 0.8387 |
d1 | 0.206 | 0.131 | 0.281 | 0.1213 | 0.5403 | 0.4782 | 0.6013 | 0.8870 | 0.2406 | 0.5025 | 0.7111 |
d2 | 0.439 | 0.354 | 0.524 | 0.4462 | 0.7177 | 0.6587 | 0.7701 | 0.8783 | 0.5789 | 0.6433 | 0.8462 |
Subjective US findings | 0.713 | 0.636 | 0.790 | 0.7706 | 0.8871 | 0.8417 | 0.9207 | 0.8000 | 0.9624 | 0.9485 | 0.8477 |