Literature DB >> 34522189

Role of "Stiff Rim" sign obtained by shear wave elastography in diagnosis and guiding therapy of breast cancer.

Yan-Jun Xu1, Hui-Ling Gong2, Bin Hu2, Bing Hu1.   

Abstract

Background: Because the halo around the tumor in shear wave elastography (SWE) is defined as the "stiff rim" sign, the diagnosis of breast lesions with the stiff rim sign is popular. However, only a few studies have described the stiff rim sign quantitatively. Objective: This study aimed to investigate the usefulness of the stiff rim sign in the diagnosis and tumor, node, metastasis stage of breast cancer.
Methods: Two hundred and ten breast lesions were analyzed retrospectively. The maximum, mean, minimum Young's modulus (YM), and the YM standard deviation in the lesion, the peritumoral stiffness (shell), and the region containing lesion and shell were obtained. The suspicious SWE feature with the best diagnostic performance was chosen to downgrade or upgrade the Breast Imaging Reporting and Data System (BI-RADS) classification. The coincidence rates of SWE and B-mode ultrasound in T staging and their positive predictive value (PPV) for T staging were compared.
Results: The presence of "stiff rim" sign was selected to upgrade or downgrade the BI-RADS classification because of its best performance. In pathological benign lesions, 18.9% (25 of 132) of lesions should undergo biopsy if BI-RADS combined with the stiff rim sign were referred while it was 57.6% (76 of 132) if BI-RADS alone was referred. The coincidence rate of T2 staging evaluated by SWE was significantly higher than B-mode ultrasound (about 30% increase, P < 0.001). The PPVs of SWE for T1 and T2 staging were higher than B-mode ultrasound (P < 0.05). Conclusions: BI-RADS combined with "stiff rim" sign is expected to improve the diagnostic performance of breast lesions to avoid unnecessary biopsy. The maximum diameter of the lesion measured in SWE is more accurate than B-mode ultrasound in the estimation of T staging, which is beneficial to the treatment and prognosis of breast cancer. © The author(s).

Entities:  

Keywords:  BI-RADS; TNM stage; breast lesion; shear wave elastography; stiff rim sign

Mesh:

Year:  2021        PMID: 34522189      PMCID: PMC8436109          DOI: 10.7150/ijms.64243

Source DB:  PubMed          Journal:  Int J Med Sci        ISSN: 1449-1907            Impact factor:   3.738


Introduction

Ultrasound elastography has become the most important adjunct to ultrasonography in the diagnosis of breast cancer. It is recognized that adding elastography features to Breast Imaging Reporting and Data System (BI-RADS) classification is valuable for the diagnosis of breast lesions 1. Several studies have confirmed that shear wave elastography (SWE) combined with ultrasonography shows high accuracy in the differential diagnosis of benign and malignant breast diseases 2-4. However, so far none of the diagnostic criteria based on SWE is satisfactory. Malignant breast tumors normally have significantly higher elasticity values than benign breast masses. But some intratumoral areas with conflicted features (such as increased elasticity caused by calcification in benign breast masses or decreased elasticity caused by necrosis in malignant tumors) may lead to misdiagnosis 5-7. Recent research reported that the maximum area of stiffness in malignant tumors was always found in the peritumoral stroma rather than inside the cancer 8, 9. Since Zhou et al. 10 first called peritumoral stiffness the “stiff rim” sign, the research on the diagnosis of breast lesions with the stiff rim sign has become an important research focus. Desmoplastic reaction and tumor cell infiltration into the peritumoral stroma have been proven to be the possible mechanism of the stiff rim sign 11. Hence, it may be more helpful than intratumoral stiffness in the diagnosis of breast lesions. Nevertheless, to date, the application of the stiff rim sign is still limited. Only a few available studies have described the stiff rim sign of breast masses, which are considered to indicate the risk of malignancy 12, 13. More detailed research is needed to explore the role of the stiff rim sign in the diagnosis and treatment of breast lesions. In this study, by quantitatively analyzing the stiff rim sign around breast masses, we investigated the usefulness of the stiff rim sign in the diagnosis and tumor, node, metastasis (TNM) stage of breast cancer.

Materials and methods

This retrospective study was conducted following the Declaration of Helsinki and the Declaration of Istanbul. All procedures were approved by the Institutional Review Board at Minhang Hospital, Fudan University. Informed consents were obtained from all patients at the time of their examinations.

Patients

From January 2016 to January 2021, 621 consecutive female patients with solid breast masses were examined with B-mode ultrasound and SWE, which was the routine breast ultrasound examination protocol at our institution. Four hundred and eleven patients were excluded for the following reasons: (1) patients with a simple breast cyst or predominantly cystic mass (n=37), (2) breast masses > 5 cm (n=24), (3) history of biopsy or treatment (n=65), (4) unavailable pathological diagnosis (n=126), (5) inadequate clinical and imaging data (n=152), (6) pregnant or breastfeeding women (n=7). One lesion per patient was included, and the largest lesion was chosen for multiple lesions. Finally, 210 breast lesions in 210 women (47.29 ± 12.91 years) were enrolled (Figure ).

Image acquisition

Gray-scale and SWE images were obtained during a standard ultrasound examination using a Resona 7 ultrasound system (Mindray Medical International, Shenzhen, P.R.China), which was performed by one of two sonographers with more than 10 years of experience in breast ultrasonography. At least two orthogonal grayscale images were obtained for each solid breast mass, with the patient in the supine position. These images were classified by BI-RADS according to the shape, margin, boundary, echogenicity, posterior acoustic feature, color Doppler flow signal, presence of calcification, and other characteristics of the tumor 14. The SWE mode was used after the standard ultrasound examination. The patients were required to hold their breath for a few seconds and the transducer was put on the surface of breast vertically as gently as possible to reduce artificial stiffness. A rectangular region of interest (ROI) was set to include the whole lesion and adjacent breast tissue in the dual dynamic mode of SWE. The SWE quality mode was run first to ensure high accuracy and repeatability of the measured elasticity. The average displacement of the tissue within the ROI were calculated automatically based on a block matching algorithm in the system, and displayed with different colors. Uniform green without purple artifacts indicated small tissue displacement and high-quality SWE image. The stiffness of the breast lesion was represented by a color map from red to blue (hard to soft) under a SWE display scale ranging between 0 and 140 kPa of YM value (Figure ). First, the presence of the stiff rim sign around the lesion (red or orange halo) was observed (Figure ). The maximum diameter of the lesion was then measured in the dual dynamic mode of SWE after the largest section of the lesion was determined (Figure ). After that, the tumor contour was delineated manually. Three layers (1-3 mm) of peritumoral stiffness (shell) around the lesion were plotted by the system (Figure ). The maximum, mean, minimum Young's modulus (YM), and the YM standard deviation in lesion, shell, and the region containing lesion and shell were calculated automatically. They were marked as Emax, Emean, Emin, and Esd for lesion; Esmax, Esmean, Esmin, and Essd for shell; and Elsmax, Elsmean, Elsmin, and Elssd for lesion plus shell, respectively (Figure ). The Es and Els of different shell thicknesses were distinguished by n (n = 1, 2, 3 mm), namely Es and Els (eg, Es1,max and Els1,max for 1 mm shell).

Histopathologic examination

A histopathologic diagnosis, which was regarded as the standard reference, was obtained from surgical excision, and otherwise from core biopsy by a pathologist with more than 10 years of experience who was blinded to the ultrasound results. The pathologic features, including tumor type, size (measured from gross pathology), histologic grade, vascular invasion status, and lymph node status, were recorded. The tumors were classified according to the 7th edition of breast TNM staging 15.

Statistical analysis

The BI-RADS, stiff rim sign, and the YM values of each position of the lesion between benign and malignant tumors were compared using the Chi-squared test and Mann-Whitney U test. The diagnostic accuracy, sensitivity, and specificity of each variable were evaluated by the receiver operator characteristic (ROC) curve. The suspicious SWE feature with the highest area under the curve (AUC) was chosen to downgrade or upgrade the BI-RADS classification (to downgrade if the SWE feature was absent or upgrade if it was present). BI-RADS 3 would not be downgraded while BI-RADS 5 would not be upgraded. The correlations between the tumor size and the size measured on gray-scale and SWE images were evaluated by Pearson's correlation analysis. The coincidence rates of SWE and B-mode ultrasound in pathological T (pT) stage and their positive predictive value (PPV) for pT stage were compared (T staging for breast cancer: T1 ≤ 20mm; T2: >20 mm & ≤50 mm; T3: >50 mm). Statistical analyses were performed using IBM SPSS Statistics 22.0 (IBM Corp., Armonk, NY, United States), and Medcalc (Version 22.0.1; MedCalc Software, Ostend, Belgium).

Results

Pathological findings

Two hundred and ten breast lesions were collected in this study, including 132 benign lesions and 78 malignant ones. The maximum diameter of the malignant lesions [27.2 (17.5, 35.5) mm] was greater than the benign ones [17.5 (12.0, 23.5) mm] (P < 0.001). The summary of pathological diagnosis of benign and malignant tumors under different BI-RADS classification was described in Table .

Diagnostic performance of SWE features

The diagnostic performances of the quantitative features concerning SWE were shown in Table . Except for Emin, Es1,min, Els1,min, Es2,min, Els2,min, Es3,min, and Els3,min, other SWE features in malignant lesions were higher than in benign lesions (P < 0.001 for all). According to the ROC analyses, the stiff rim sign, Es1,max, Els1,max, Els2,max, and Els3,max showed higher diagnostic performances than other SWE parameters (AUC > 0.8 for all). Among them, the stiff rim sign was selected to upgrade or downgrade the BI-RADS classification since it had the highest AUC (0.849). Figure shows that BI-RADS combined with the stiff rim sign could increase the diagnostic accuracy to 0.946, which was significantly higher than other combinations including BI-RADS with Es1,max (AUC: 0.835), Els1,max (AUC: 0.872), Els2,max (AUC: 0.876), and Els3,max (AUC: 0.855) (P < 0.001 for all).

Hypothetical effect of BI-RADS in combination with the stiff rim sign

As shown in Table , among the 76 BI-RADS 4a lesions based on B-mode ultrasound, 51 were downgraded to BI-RADS 3, and 25 were upgraded to 4b. For the 32 BI-RADS 4b lesions, 23 were downgraded to 4a, and 9 were upgraded to 4c. For the 31 BI-RADS 4c lesions, 5 were downgraded to 4b, and 26 were upgraded to 4c. Among pathological benign lesions, 57.6% (76 of 132) of lesions should undergo needle biopsy according to the ultrasound-based BI-RADS. The corresponding percentage was 18.9% (25 of 132) according to the combination. In the assessment of malignant lesions, 100.0% of lesions (78 of 78) could be correctly screened for needle biopsy by both the ultrasound-based BI-RADS and the combination.

Correlation between the tumor size and the size measured on gray-scale and SWE images

The correlation between the tumor size and the maximum size measured on SWE images (including the stiff rim sign) (r = 0.922) was higher than that on gray-scale ultrasound images (r = 0.839) (Figure ).

Comparison of SWE and ultrasound in evaluating T staging of breast cancer

The total coincidence rate of T staging evaluated by SWE (87.2%) was higher than that by conventional ultrasound (58.9%, P < 0.001). Furthermore, the coincidence rate of T2 staging evaluated by SWE was significantly higher than ultrasound (about 30% increase, P < 0.001) (Table ). The PPVs of SWE for T1 and T2 staging were higher than ultrasound (P < 0.05), while they were similar in the T3 staging (Table ).

Discussion

In the present study, the “stiff rim” sign and several SWE quantitative features (Es1,max, Els1,max, Els2,max, and Els3,max) were shown to be useful in diagnosing breast lesions, among which the stiff rim sign presented the highest accuracy. The diagnostic accuracy would be further improved when BI-RADS combined with the stiff rim sign, although the accuracy based on the stiff rim sign alone was not superior to BI-RADS. Furthermore, the coincidence rate of the maximum tumor size measured on SWE images and the tumor size measured from gross pathology was higher compared with that in B-mode ultrasound images (breast cancer with the stiff rim sign tend to be larger), which made the T staging estimation in SWE images more accurate. It is beneficial to the preoperative assessment of breast cancer and the decision in therapy selection. Although SWE features are regarded to improve the differential diagnosis of breast lesions, it is still unclear which feature has the best diagnostic performance 16. The research of Berg et al. 4, Evans et al. 9, and Wang et al. 17 reported that the Emax and Emean within the tumor were most helpful for breast-lesion characterization. Zhou et al. 10, Shi et al. 18, and Çebi et al. 19 found that Esd and elasticity ratio showed similar performance with Emax. This inconsistency may be partly due to the different locations where the stiffness is measured. It is known that the area with the maximum stiffness is often in the shell of the tumor 20. The desmoplastic reaction caused by the peritumoral infiltration of cancer cells into the interstitial tissues increases the peritumoral stiffness 9, 21, 22. Recent studies using this shell-based analysis found that the Emax of 1-3mm shell was the most accurate for differential diagnosis of benign and malignant breast lesions 20, 23-25. Our study offered the automatically plotted 1-3 mm shells around the breast lesion, which helped to calculate the maximum YM at the tumor border. However, unlike previous studies 20, 23-25, our results revealed that the presence of the stiff rim sign had the highest diagnostic accuracy rather than those quantitative SWE parameters, especially the Emax of 1-3mm shell. We supposed that this is because the shell, which is composed of glandular tissue, may also exist around benign tumors, thus affecting the diagnostic performance of the Emax at the shell 12. Besides, higher stiffness targets are more difficult to measure accurately because the shear wavelength is longer and the time delays related to the shear wave propagation are harder to estimate reliably. In the benign lesions, 38.6% (51 of 132) lesions defined as BI-RADS 4a could be downgraded to BI-RADS 3 to avoid unnecessary puncture biopsy if combined with the stiff rim sign. In the malignant lesions regardless of what method was adopted, all lesions could be correctly selected for biopsy. However, 3 benign lesions (3 fibroadenomas) were incorrectly upgraded to BI-RADS 4b from 4a. There may be two explanations for this wrong upgrade. The first explanation is that sometimes an incomplete halo around the lesion is also considered as the stiff rim sign. The second explanation is that the halo artifacts may appear around larger fibroadenomas, where the sclerosed and hyperplastic tissue will increase the shear wave velocity. In addition to the application of “stiff rim” sign in the diagnosis of breast cancer, its role in the TNM staging has been rarely mentioned. The TNM staging system for breast cancer is an important basis for individualized treatment regimens and prognostic assessment. Accurate preoperative evaluation of T staging is the key to complete tumor resection 26. With the development from radical mastectomy to breast-conserving surgery, achieving the best clinical outcome with minimal treatment has become the goal of the surgical treatment of breast cancer. It is important to accurately determine the tumor size before surgery 27. Our study found that the tumor size measured on gray-scale or SWE images was positively correlated with the postoperative size, which was consistent with the study of Fornage et al. 28. Since the malignant lesions with a stiff rim sign tended to be larger, the tumor size on the SWE image was larger than on the gray-scale image, and the correlation of SWE was higher. This may be related to the invasion of tumor cells into the surrounding tissue and abnormal collagen formation. It is difficult to observe the obvious changes on the gray-scale image. However, it can be displayed on the SWE image because the change in elastic modulus between tissues is much more obvious than the change in acoustic impedance 11, 29. Clinically, "potentially curable breast cancer" refers to tumors that are confined to a local area and can be radically removed by surgery, generally including stage 0, I, and II breast cancer 30. This study found that the total coincidence rate of SWE evaluated T staging and pT staging was higher than that evaluated by B-mode ultrasound, and it was significantly higher in T2 staging. The PPV of SWE in T1 staging was significantly higher than that of ultrasound, although no significant difference in the coincidence rate was found between them. The number of patients in the T3 and T4 staging was too small to allow a definitive conclusion on the coincidence rate and PPV. It indicated that the tumor size measurement on the SWE image (with a stiff rim sign) can more accurately assess the T staging, thereby providing help in decision-making for treatment. A number of limitations were inevitable in this study. First, inter-observer variability was not taken into account since this was a retrospective study. Second, the determination of the stiff rim sign is subjective to some extent. It may be inaccurate sometimes since some incomplete halo around the lesion would also be recognized. Third, sampling bias may exist due to the single-center study, and large population studies are needed to validate our results. In conclusion, BI-RADS combined with “stiff rim” sign is expected to improve the diagnostic performance of breast lesions to avoid unnecessary puncture biopsy. The tumor size measured in SWE is more accurate in estimating the T stage than in gray-scale ultrasound since malignant breast tumors with a stiff rim are larger in SWE, which is essential to the prognostic evaluation and optimal treatment in the clinical setting.
Table 1

Pathological diagnosis in 210 breast lesions under different BI-RADS classification

BI-RADS 3 (n=56)BI-RADS 4a (n=76)BI-RADS 4b (n=32)BI-RADS 4c (n=31)BI-RADS 5 (n=15)
Benign (n=56)Malignant (n=0)Benign (n=59)Malignant (n=17)Benign (n=17)Malignant (n=15)Benign (n=0)Malignant (n=31)Benign (n=0)Malignant (n=15)
Pathological diagnosisFibroadenoma (n=31)NAFibroadenoma (n=35)IDC (n=15)Fibroadenoma (n=12)IDC (n=13)NAIDC (n=24)NAIDC (n=13)
ANDI (n=18)ANDI (n=16)DCIS (n=1)ANDI (n=5)DCIS (n=2)DCIS (n=5)DCIS (n=2)
Intraductal papilloma (n=7)Intraductal papilloma (n=6)ILC (n=1)ILC (n=1)
Chronic inflammation (n=2)IPC (n=1)

ANDI: aberrations of normal development and involution, IDC: invasive ductal carcinoma, DCIS: ductal carcinoma in situ, IPC: intraductal papillary carcinoma, ILC: invasive lobular carcinoma

Table 2

Diagnostic performance of BI-RADS classification and SWE features

VariablesBenign (n=132)Malignant (n=78)P valueAUCCut-off pointSensitivity (%)Specificity (%)
BI-RADS (3-4a / 4b-5)115/1717/61<0.0010.911>4a87.1278.21
Stiff rim sign (yes / no)24/11864/14<0.0010.849Yes82.0581.82
Emax (kPa)75.5 (38.9, 95.9)135.5 (86.1, 187.5)<0.0010.75112365.870.7
Emean (kPa)22.3 (15.3, 28.2)27.1 (21.8, 34.2)0.0290.64725.662.864.4
Emin (kPa)5.3 (3.5, 7.8)6.2 (4.3, 8.6)0.0710.5755.662.855.3
Esd (kPa)11.9 (6.1, 18.2)17.8 (10.9, 26.2)0.0230.68824.332.197.7
Shell 1mmEs1,max (kPa)79.5 (58.0, 98.6)138.8 (79.8, 174.5)<0.0010.804107.964.188.6
Es1,mean (kPa)23.7 (13.1, 31.5)39.1 (33.8, 52.9)0.0140.68238.362.974.2
Es1,min (kPa)4.6 (2.7, 7.1)5.1 (2.7, 7.6)0.5040.5284.657.752.3
Es1,sd (kPa)14.0 (8.9, 16.8)23.9 (13.6, 29.5)0.0170.73122.651.396.2
Els1,max (kPa)78.3 (58.0, 98.6)136.5 (86.1, 187.5)<0.0010.815113.966.689.1
Els1,mean (kPa)22.8 (14.2, 29.5)32.5 (26.3, 44.7)0.0100.69539.565.374.4
Els1,min (kPa)5.2 (3.2, 7.4)6.2 (4.3, 8.6)0.0680.5825.462.254.7
Els1,sd (kPa)15.3 (9.2, 17.5)24.6 (14.5, 30.4)0.0150.76223.555.294.8
Shell 2mmEs2,max (kPa)79.2 (50.7, 103.3)150.4 (90.2, 192.7)<0.0010.793130.465.493.9
Es2,mean (kPa)21.2 (10.7, 28.8)41.5 (35.2, 54.6)0.0080.71539.766.778.6
Es2,min (kPa)4.2 (2.4, 6.9)5.3 (2.4, 8.3)0.5370.5384.755.951.8
Es2,sd (kPa)13.8 (8.7, 16.4)25.3 (12.4, 33.2)0.0120.76323.954.291.6
Els2,max (kPa)76.2 (48.2, 109.5)157.3 (93.9, 206.2)0.0150.817116.365.893.2
Els2,mean (kPa)23.2 (13.5, 30.5)35.8 (29.3, 47.4)0.0170.71742.665.374.4
Els2,min (kPa)4.7 (3.0, 7.1)6.2 (4.3, 8.6)0.0600.5945.163.655.7
Els2,sd (kPa)16.4 (9.8, 18.4)26.3 (16.8, 33.1)0.0130.77024.656.891.4
Shell 3mmEs3,max (kPa)79.2 (50.7, 103.3)162.7 (85.5, 199.4)<0.0010.750127.868.590.1
Es3,mean (kPa)20.4 (9.5, 26.3)40.8 (33.1, 57.9)0.0180.68436.464.271.5
Es3,min (kPa)3.9 (2.2, 6.8)4.8 (2.5, 7.9)0.6270.5424.559.354.2
Es3,sd (kPa)14.1 (8.6, 17.2)22.7 (12.5, 31.4)0.0100.75923.658.290.2
Els3,max (kPa)75.7 (48.5, 112.4)157.3 (95.3, 212.3)0.0180.814115.265.187.4
Els3,mean (kPa)23.5 (14.0, 31.8)35.2 (28.4, 48.3)0.0220.67441.365.374.4
Els3,min (kPa)4.3 (2.8, 6.6)6.2 (4.3, 8.6)0.0530.6024.764.256.8
Els3,sd (kPa)16.8 (10.2, 19.1)27.9 (17.3, 35.7)0.0110.78325.456.492.4
BI-RADS combined with the stiff rim sign---0.946>4a with stiff rim sign92.3190.91

BI-RADS: breast imaging reporting and data system, Emax: maximum Young's modulus value, Emean: mean Young's modulus value, Emin: minimum Young's modulus value, Esd: standard deviation of Young's modulus value. The maximum, mean, minimum Young's modulus (YM), and the YM standard deviation in lesion, shell, and the region containing lesion and shell were marked as Emax, Emean, Emin, and Esd for lesion; Esmax, Esmean, Esmin, and Essd for shell; and Elsmax, Elsmean, Elsmin, and Elssd for lesion plus shell, respectively. The Es and Els of different shell thicknesses were distinguished by n (n = 1,2,3), namely Es and Els (eg, Es1,max and Els1,max for 1mm shell).

Table 3

BI-RADS classification based on ultrasound or ultrasound combined with the stiff rim sign

BI-RADS classificationUltrasoundUltrasound combined with the stiff rim sign
Benign (n=132)Malignant (n=78)Benign (n=132)Malignant (n=78)
35601070
4a5917176
4b1715822
4c03109
5015041

BI-RADS: breast imaging reporting and data system.

Table 4

Coincidence rates of pathological T stage evaluated by SWE and conventional ultrasound

pT stageNumberUltrasoundCoincidence rate (%)SWECoincidence rate (%)P value
T1T2T3T4T1T2T3T4
T1201460070.0%1730085.0%0.256*
T24920290059.2%3451091.8%<0.001#
T39063033.3%036066.7%0.157*
T400000-0000-
Total7834413058.9%20517087.2%<0.001#

* for Fisher's exact test, # for Chi-squared test. SWE: shear wave elastography, pT: pathological T stage.

Table 5

PPVs of pathological T stage evaluated by SWE and conventional ultrasound

PPVT1T2T3T4
Ultrasound41.2% (14/34)70.7% (29/41)100% (3/3)-
SWE85.0% (17/20)88.2% (45/51)85.7% (6/7)-
P value0.002#0.035#0.490*

* for Fisher's exact test, # for Chi-squared test. SWE: shear wave elastography, PPV: positive predictive value.

  29 in total

1.  Pattern classification of ShearWave™ Elastography images for differential diagnosis between benign and malignant solid breast masses.

Authors:  Mitsuhiro Tozaki; Eisuke Fukuma
Journal:  Acta Radiol       Date:  2011-10-19       Impact factor: 1.990

Review 2.  WFUMB guidelines and recommendations for clinical use of ultrasound elastography: Part 2: breast.

Authors:  Richard G Barr; Kazutaka Nakashima; Dominique Amy; David Cosgrove; Andre Farrokh; Fritz Schafer; Jeffrey C Bamber; Laurent Castera; Byung Ihn Choi; Yi-Hong Chou; Christoph F Dietrich; Hong Ding; Giovanna Ferraioli; Carlo Filice; Mireen Friedrich-Rust; Timothy J Hall; Kathryn R Nightingale; Mark L Palmeri; Tsuyoshi Shiina; Shinichi Suzuki; Ioan Sporea; Stephanie Wilson; Masatoshi Kudo
Journal:  Ultrasound Med Biol       Date:  2015-03-18       Impact factor: 2.998

3.  A set of shear wave elastography quantitative parameters combined with ultrasound BI-RADS to assess benign and malignant breast lesions.

Authors:  Xian Quan Shi; Jun Lai Li; Wen Bo Wan; Yan Huang
Journal:  Ultrasound Med Biol       Date:  2015-02-17       Impact factor: 2.998

4.  Relation of tumor size, lymph node status, and survival in 24,740 breast cancer cases.

Authors:  C L Carter; C Allen; D E Henson
Journal:  Cancer       Date:  1989-01-01       Impact factor: 6.860

5.  Invasive breast cancer: relationship between shear-wave elastographic findings and histologic prognostic factors.

Authors:  Andrew Evans; Patsy Whelehan; Kim Thomson; Denis McLean; Katrin Brauer; Colin Purdie; Lee Baker; Lee Jordan; Petra Rauchhaus; Alastair Thompson
Journal:  Radiology       Date:  2012-04-20       Impact factor: 11.105

6.  Relationship between elasticity and collagen fiber content in breast disease: a preliminary report.

Authors:  Zhi Li Wang; Lu Sun; Ye Li; Nan Li
Journal:  Ultrasonics       Date:  2014-10-28       Impact factor: 2.890

7.  Benign lesion evaluation: Factors causing the "stiff rim" sign in breast tissues using shear-wave elastography.

Authors:  Lihua Xiang; Fang Ma; Minghua Yao; Guang Xu; Huan Pu; Hui Liu; Yan Fang; Rong Wu
Journal:  Br J Radiol       Date:  2018-11-01       Impact factor: 3.039

8.  Study of quantitative elastography with supersonic shear imaging in the diagnosis of breast tumours.

Authors:  Zhi Li Wang; Jun Lai Li; Min Li; Yan Huang; Wen Bo Wan; Jie Tang
Journal:  Radiol Med       Date:  2012-11-26       Impact factor: 3.469

9.  Quantitative shear wave ultrasound elastography: initial experience in solid breast masses.

Authors:  Andrew Evans; Patsy Whelehan; Kim Thomson; Denis McLean; Katrin Brauer; Colin Purdie; Lee Jordan; Lee Baker; Alastair Thompson
Journal:  Breast Cancer Res       Date:  2010-12-01       Impact factor: 6.466

10.  Quantitative evaluation of tissue stiffness around lesion by sound touch elastography in the diagnosis of benign and malignant breast lesions.

Authors:  Leidan Huang; Mengke Ma; Zhen Du; Zheng Liu; Xuehao Gong
Journal:  PLoS One       Date:  2019-07-18       Impact factor: 3.240

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