Background: Endobronchial ultrasound (EBUS) imaging is valuable in diagnosing intrathoracic lymph nodes (LNs), but there has been little analysis of multimodal imaging. This study aimed to comprehensively compare the diagnostic performance of single and multimodal combinations of EBUS imaging in differentiating benign and malignant intrathoracic LNs. Methods: Subjects from July 2018 to June 2019 were consecutively enrolled in the model group and July 2019 to August 2019 in the validation group. Sonographic features of three EBUS modes were analysed in the model group for the identification of malignant LNs from benign LNs. The validation group was used to verify the diagnostic efficiency of single and multimodal diagnostic methods built in the model group. Results: 373 LNs (215 malignant and 158 benign) from 335 subjects and 138 LNs (79 malignant and 59 benign) from 116 subjects were analysed in the model and validation groups, respectively. For single mode, elastography had the best diagnostic value, followed by grayscale and Doppler. The corresponding accuracies in the validation group were 83.3%, 76.8%, and 71.0%, respectively. Grayscale with elastography had the best diagnostic efficiency of multimodal methods. When at least two of the three features (absence of central hilar structure, heterogeneity, and qualitative elastography score 4–5) were positive, the sensitivity, specificity, and accuracy in the validation group were 88.6%, 78.0%, and 84.1%, respectively. Conclusions: In both model and validation groups, elastography performed the best in single EBUS modes, as well as grayscale combined with elastography in multimodal imaging. Elastography alone or combined with grayscale are feasible to help predict intrathoracic benign and malignant LNs.

1.
Steinfort
DP
,
Conron
M
,
Tsui
A
,
Pasricha
SR
,
Renwick
WE
,
Antippa
P
,
Endobronchial ultrasound-guided transbronchial needle aspiration for the evaluation of suspected lymphoma
.
J Thorac Oncol
.
2010 Jun
;
5
(
6
):
804
9
. .
2.
Sun
J
,
Teng
J
,
Yang
H
,
Li
Z
,
Zhang
J
,
Zhao
H
,
Endobronchial ultrasound-guided transbronchial needle aspiration in diagnosing intrathoracic tuberculosis
.
Ann Thorac Surg
.
2013 Dec
;
96
(
6
):
2021
7
. .
3.
Sun
J
,
Yang
H
,
Teng
J
,
Zhang
J
,
Zhao
H
,
Garfield
DH
,
Determining factors in diagnosing pulmonary sarcoidosis by endobronchial ultrasound-guided transbronchial needle aspiration
.
Ann Thorac Surg
.
2015 Feb
;
99
(
2
):
441
5
. .
4.
Yang
B
,
Li
F
,
Shi
W
,
Liu
H
,
Sun
S
,
Zhang
G
,
Endobronchial ultrasound-guided transbronchial needle biopsy for the diagnosis of intrathoracic lymph node metastases from extrathoracic malignancies: a meta-analysis and systematic review
.
Respirology
.
2014 Aug
;
19
(
6
):
834
41
. .
5.
Tung
AH
,
Ngai
JC
,
Ko
FW
,
Chak
BP
,
Chow
L
,
Hui
DS
.
Diagnosis of silicotuberculosis by endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA)
.
Respirology
.
2013 Feb
;
18
(
2
):
383
4
. .
6.
Detterbeck
FC
,
Jantz
MA
,
Wallace
M
,
Vansteenkiste
J
,
Silvestri
GA
.
Invasive mediastinal staging of lung cancer: ACCP evidence-based clinical practice guidelines (2nd edition)
.
Chest
.
2007 Sep
;
132
(
3 Suppl
):
202S
20S
. .
7.
Zhi
X
,
Chen
J
,
Xie
F
,
Sun
J
,
Herth
FJF
.
Diagnostic value of endobronchial ultrasound image features: a specialized review
.
Endosc Ultrasound
.
2021
;
10
(
1
):
3
18
.
8.
Wahidi
MM
,
Herth
F
,
Yasufuku
K
,
Shepherd
RW
,
Yarmus
L
,
Chawla
M
,
Technical aspects of endobronchial ultrasound-guided transbronchial needle aspiration: CHEST guideline and expert panel report
.
Chest
.
2016 Mar
;
149
(
3
):
816
35
. .
9.
Nakajima
T
,
Shingyouji
M
,
Nishimura
H
,
Iizasa
T
,
Kaji
S
,
Yasufuku
K
,
New endobronchial ultrasound imaging for differentiating metastatic site within a mediastinal lymph node
.
J Thorac Oncol
.
2009 Oct
;
4
(
10
):
1289
90
. .
10.
Nakajima
T
,
Inage
T
,
Sata
Y
,
Morimoto
J
,
Tagawa
T
,
Suzuki
H
,
Elastography for predicting and localizing nodal metastases during endobronchial ultrasound
.
Respiration
.
2015
;
90
(
6
):
499
506
. .
11.
Alici
IO
,
Yılmaz Demirci
N
,
Yılmaz
A
,
Karakaya
J
,
Özaydın
E
.
The sonographic features of malignant mediastinal lymph nodes and a proposal for an algorithmic approach for sampling during endobronchial ultrasound
.
Clin Respir J
.
2016 Sep
;
10
(
5
):
606
13
. .
12.
Shafiek
H
,
Fiorentino
F
,
Peralta
AD
,
Serra
E
,
Esteban
B
,
Martinez
R
,
Real-time prediction of mediastinal lymph node malignancy by endobronchial ultrasound
.
Arch Bronconeumol
.
2014 Jun
;
50
(
6
):
228
34
. .
13.
Wang
L
,
Wu
W
,
Hu
Y
,
Teng
J
,
Zhong
R
,
Han
B
,
Sonographic features of endobronchial ultrasonography predict intrathoracic lymph node metastasis in lung cancer patients
.
Ann Thorac Surg
.
2015 Oct
;
100
(
4
):
1203
9
. .
14.
Schmid-Bindert
G
,
Jiang
H
,
Kähler
G
,
Saur
J
,
Henzler
T
,
Wang
H
,
Predicting malignancy in mediastinal lymph nodes by endobronchial ultrasound: a new ultrasound scoring system
.
Respirology
.
2012 Nov
;
17
(
8
):
1190
8
. .
15.
Fujiwara
T
,
Nakajima
T
,
Inage
T
,
Sata
Y
,
Sakairi
Y
,
Tamura
H
,
The combination of endobronchial elastography and sonographic findings during endobronchial ultrasound-guided transbronchial needle aspiration for predicting nodal metastasis
.
Thorac Cancer
.
2019 Oct
;
10
(
10
):
2000
5
. .
16.
Gu
Y
,
Shi
H
,
Su
C
,
Chen
X
,
Zhang
S
,
Li
W
,
The role of endobronchial ultrasound elastography in the diagnosis of mediastinal and hilar lymph nodes
.
Oncotarget
.
2017 Jul 6
;
8
(
51
):
89194
202
. .
17.
Zhi
X
,
Wang
L
,
Chen
J
,
Zheng
X
,
Li
Y
,
Sun
J
.
Scoring model of convex probe endobronchial ultrasound multimodal imaging in differentiating benign and malignant lung lesions
.
J Thorac Dis
.
2020 Dec
;
12
(
12
):
7645
55
. .
18.
Rusch
VW
,
Asamura
H
,
Watanabe
H
,
Giroux
DJ
,
Rami-Porta
R
,
Goldstraw
P
,
The IASLC lung cancer staging project: a proposal for a new international lymph node map in the forthcoming seventh edition of the TNM classification for lung cancer
.
J Thorac Oncol
.
2009 May
;
4
(
5
):
568
77
. .
19.
Sun
J
,
Zheng
X
,
Mao
X
,
Wang
L
,
Xiong
H
,
Herth
FJF
,
Endobronchial ultrasound elastography for evaluation of intrathoracic lymph nodes: a Pilot Study
.
Respiration
.
2017
;
93
(
5
):
327
38
. .
20.
Fujiwara
T
,
Yasufuku
K
,
Nakajima
T
,
Chiyo
M
,
Yoshida
S
,
Suzuki
M
,
The utility of sonographic features during endobronchial ultrasound-guided transbronchial needle aspiration for lymph node staging in patients with lung cancer: a standard endobronchial ultrasound image classification system
.
Chest
.
2010 Sep
;
138
(
3
):
641
7
. .
21.
Wang
L
,
Wu
W
,
Teng
J
,
Zhong
R
,
Han
B
,
Sun
J
.
Sonographic features of endobronchial ultrasound in differentiation of benign lymph nodes
.
Ultrasound Med Biol
.
2016 Dec
;
42
(
12
):
2785
93
. .
22.
Ahuja
AT
,
Ying
M
,
Ho
SY
,
Antonio
G
,
Lee
YP
,
King
AD
,
Ultrasound of malignant cervical lymph nodes
.
Cancer Imaging
.
2008 Mar
;
8
(
1
):
48
56
. .
23.
Garcia-Olivé
I
,
Radua
J
,
Serra
P
,
Andreo
F
,
Sanz-Santos
J
,
Monsó
E
,
Intra- and interobserver agreement among bronchial endosonographers for the description of intrathoracic lymph nodes
.
Ultrasound Med Biol
.
2012 Jul
;
38
(
7
):
1163
8
. .
24.
Kundel
HL
,
Polansky
M
.
Measurement of observer agreement
.
Radiology
.
2003 Aug
;
228
(
2
):
303
8
. .
25.
Nakajima
T
,
Anayama
T
,
Shingyoji
M
,
Kimura
H
,
Yoshino
I
,
Yasufuku
K
.
Vascular image patterns of lymph nodes for the prediction of metastatic disease during EBUS-TBNA for mediastinal staging of lung cancer
.
J Thorac Oncol
.
2012 Jun
;
7
(
6
):
1009
14
. .
26.
Hylton
DA
,
Turner
J
,
Shargall
Y
,
Finley
C
,
Agzarian
J
,
Yasufuku
K
,
Ultrasonographic characteristics of lymph nodes as predictors of malignancy during endobronchial ultrasound (EBUS): a systematic review
.
Lung Cancer
.
2018 Dec
;
126
:
97
105
. .
27.
Agrawal
S
,
Goel
AD
,
Gupta
N
,
Lohiya
A
,
Gonuguntla
HK
.
Diagnostic utility of endobronchial ultrasound (EBUS) features in differentiating malignant and benign lymph nodes: a systematic review and meta-analysis
.
Respir Med
.
2020 Sep
;
171
:
106097
. .
28.
Dhooria
S
,
Agarwal
R
,
Aggarwal
AN
,
Bal
A
,
Gupta
N
,
Gupta
D
.
Differentiating tuberculosis from sarcoidosis by sonographic characteristics of lymph nodes on endobronchial ultrasonography: a study of 165 patients
.
J Thorac Cardiovasc Surg
.
2014 Aug
;
148
(
2
):
662
7
. .
29.
Ayub
II
,
Mohan
A
,
Madan
K
,
Hadda
V
,
Jain
D
,
Khilnani
GC
,
Identification of specific EBUS sonographic characteristics for predicting benign mediastinal lymph nodes
.
Clin Respir J
.
2018 Feb
;
12
(
2
):
681
90
. .
30.
Shozushima
M
,
Suzuki
M
,
Nakasima
T
,
Yanagisawa
Y
,
Sakamaki
K
,
Takeda
Y
.
Ultrasound diagnosis of lymph node metastasis in head and neck cancer
.
Dentomaxillofac Radiol
.
1990 Nov
;
19
(
4
):
165
70
. .
31.
Rozman
A
,
Malovrh
MM
,
Adamic
K
,
Subic
T
,
Kovac
V
,
Flezar
M
.
Endobronchial ultrasound elastography strain ratio for mediastinal lymph node diagnosis
.
Radiol Oncol
.
2015 Nov 27
;
49
(
4
):
334
40
. .
Copyright / Drug Dosage / Disclaimer
Copyright: All rights reserved. No part of this publication may be translated into other languages, reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, microcopying, or by any information storage and retrieval system, without permission in writing from the publisher.
Drug Dosage: The authors and the publisher have exerted every effort to ensure that drug selection and dosage set forth in this text are in accord with current recommendations and practice at the time of publication. However, in view of ongoing research, changes in government regulations, and the constant flow of information relating to drug therapy and drug reactions, the reader is urged to check the package insert for each drug for any changes in indications and dosage and for added warnings and precautions. This is particularly important when the recommended agent is a new and/or infrequently employed drug.
Disclaimer: The statements, opinions and data contained in this publication are solely those of the individual authors and contributors and not of the publishers and the editor(s). The appearance of advertisements or/and product references in the publication is not a warranty, endorsement, or approval of the products or services advertised or of their effectiveness, quality or safety. The publisher and the editor(s) disclaim responsibility for any injury to persons or property resulting from any ideas, methods, instructions or products referred to in the content or advertisements.
You do not currently have access to this content.