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Li L, He L, Xiong M, Wang X. Diagnostic value of contrast-enhanced ultrasound combined with serum procalcitonin in tuberculous lymph nodes and metastatic lymph nodes. Clinics (Sao Paulo) 2024; 80:100541. [PMID: 39708582 PMCID: PMC11913792 DOI: 10.1016/j.clinsp.2024.100541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Revised: 07/09/2024] [Accepted: 11/07/2024] [Indexed: 12/23/2024] Open
Abstract
OBJECTIVE To investigate the value of Contrast-Enhanced Ultrasound (CEUS) combined with Procalcitonin (PCT) in differentiating Tuberculous Lymph Nodes (TLN) from Metastatic Lymph Nodes (MLN). METHODS This prospective cohort study included 207 consecutive patients diagnosed with CTL. All patients underwent routine ultrasound and CEUS prior to pathology or laboratory confirmation. Serum indicators were measured by Enzyme-Linked Immunosorbent Assay (ELISA). Predictive modeling was performed by multifactorial logistic regression. Evaluate the diagnostic and calibration performance of the predictive model by drawing Receiver Operating Characteristic (ROC) curves and calibration curves, and using Area Under the Curve (AUC) and Hosmer-Lemeshow (H-L) tests. RESULTS The diagnosis of MLN was confirmed pathologically or laboratory in 102 of 207 patients (49.27 %), and 50.8 % were confirmed to be TLN. According to imaging findings of CEUS, TLN was more commonly associated with enhanced concentric performance in the arterial phase (67.65 % vs. 40.95 %) and heterogeneous enhancement pattern in lymph nodes (70.59 % vs. 52.38 %). Peak Intensity (PI) of lesions was higher in patients with MLN. Increased age-enhanced concentric performance in the arterial phase, increased PI, and serum PCT greater than 5.39 ng/mL were independent risk factors for MLN. The prediction model of serum PCT combined with CEUS had a higher diagnostic value for MLN. The H-L test indicated a satisfactory model fit (all p > 0.05), and the calibration curve closely approximates the ideal diagonal. CONCLUSION CEUS combined with serum PCT has better clinical application value in the differential diagnosis of TLN and MLN.
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Affiliation(s)
- Lin Li
- Department of Radiology, Wuhan Asia General Hospital, Wuhan City, Hubei Province, PR China
| | - Lan He
- Department of Medical Imaging, Ezhou Central Hospital, Ezhou City, Hubei Province, PR China
| | - Minchao Xiong
- Department of Medical Imaging, Ezhou Central Hospital, Ezhou City, Hubei Province, PR China
| | - Xiaoyan Wang
- Department of Radiology, The People's Hospital of Zhaoyuan City, Zhaoyuan City, Shandong Province, PR China.
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Zheng Y, Han N, Huang W, Jiang Y, Zhang J. Evaluating Mediastinal Lymph Node Metastasis of Non-Small Cell Lung Cancer Using Mono-exponential, Bi-exponential, and Stretched-exponential Models of Diffusion-weighted Imaging. J Thorac Imaging 2024; 39:285-292. [PMID: 38153288 DOI: 10.1097/rti.0000000000000771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2023]
Abstract
PURPOSE To explore and compare the diagnostic values of mono-exponential, bi-exponential, and stretched-exponential diffusion-weighted imaging (DWI) parameters of primary lesions and lymph nodes (LNs) to predict mediastinal LN metastasis in patients with non-small cell lung cancer. PATIENTS AND METHODS Sixty-one patients with non-small cell lung cancer underwent preoperative magnetic resonance imaging, including multiple b -value DWI. The DWI parameters, including apparent diffusion coefficient (ADC) from a mono-exponential model, true diffusion (D) coefficient, pseudo-diffusion (D*) coefficient, and perfusion fraction (f) from a bi-exponential model, distributed diffusion coefficient (DDC) and intravoxel diffusion heterogeneity index (α) from a stretched-exponential model of primary tumors and LNs and the size characteristics of LNs, were measured and compared. Multivariate logistic regression analysis was used to establish models for predicting mediastinal LN metastasis. Receiver operating characteristic analysis was applied to evaluate diagnostic performances. RESULTS The DWI parameters of primary tumors showed no statistical significance between LN metastasis-positive and LN metastasis-negative groups. Nonmetastatic LNs had significantly higher ADC, D, DDC, and α values compared with metastatic LNs (all P < 0.05). The short-dimension, long-dimension, and short-long dimension ratio of metastatic LNs was significantly larger than those of nonmetastatic ones (all P < 0.05). The D value showed the best diagnostic performance among all DWI-derived single parameters, and the short dimension of LNs performed the same among all the size variables. Furthermore, the combination of DWI parameters (ADC and D) and the short dimension of LNs can significantly improve diagnostic efficiency. CONCLUSIONS The ADC, D, DDC, and α from the mono-exponential, bi-exponential, and stretched-exponential models were demonstrated efficient in differentiating benign from metastatic LNs, and the combination of ADC, D, and short dimension of LNs may have a better diagnostic performance than DWI or size-derived parameters either in combination or individually.
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Affiliation(s)
- Yu Zheng
- Department of Magnetic Resonance, Lanzhou University Second Hospital, Lanzhou, China
- Second Clinical School, Lanzhou University, Lanzhou, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, Lanzhou, China
| | - Na Han
- Department of Magnetic Resonance, Lanzhou University Second Hospital, Lanzhou, China
- Second Clinical School, Lanzhou University, Lanzhou, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, Lanzhou, China
| | - Wenjing Huang
- Department of Magnetic Resonance, Lanzhou University Second Hospital, Lanzhou, China
- Second Clinical School, Lanzhou University, Lanzhou, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, Lanzhou, China
| | - Yanli Jiang
- Department of Magnetic Resonance, Lanzhou University Second Hospital, Lanzhou, China
- Second Clinical School, Lanzhou University, Lanzhou, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, Lanzhou, China
| | - Jing Zhang
- Department of Magnetic Resonance, Lanzhou University Second Hospital, Lanzhou, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, Lanzhou, China
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Abdel Razek AAK, Baky KA, Helmy E. Diffusion Tensor Imaging in Characterization of Mediastinal Lymphadenopathy. Acad Radiol 2022; 29 Suppl 2:S165-S172. [PMID: 34736860 DOI: 10.1016/j.acra.2021.06.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 06/20/2021] [Accepted: 06/28/2021] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To determine the efficacy of diffusion-weighted MRI (DWI) and diffusion tensor imaging (DTI) in the characterization of mediastinal lymphadenopathy and the differentiation between malignant and benign lymph nodes (LNs). METHODS a retrospective evaluation of 58 patients with mediastinal lymphadenopathy that underwent DWI and DTI with calculation of apparent diffusion coefficient (ADC), fractional anisotropy (FA), and mean diffusivity (MD) values of LNs. Final diagnosis was made by the histopathology and proved metastatic (n = 21), lymphomatous (n = 14), granulomatous (n = 11) and reactive (n = 12) LNs. RESULTS Malignant mediastinal LNs had remarkably lower ADC and MD; (p = 0.001) and higher FA; (p = 0.001) than in benign LNs. The threshold of ADC, MD, and FA at (1.48, 1.32 × 10-3 mm2/s), (1.31, 1.33 × 10-3 mm2/s), (0.62, 0.52) to differentiate malignant from benign LNs has AUC of (0.89, 0.94), (0.96, 0.95), (0.72, 0.82), accuracy of (87%, 86%), (89%, 86%), (70%, 72%) by both observers respectively. The threshold of ADC, MD, and FA at (1.47, 1.32 × 10-3 mm2/s), (1.31, 1.3 × 10-3 mm2/s), (0.62, 0.67) used to differentiate metastatic from reactive LNs revealed AUC of (0.90, 0.94), (0.96, 0.96), (0.73, 0.77), accuracy of (87%, 81%), (87%, 81%), (72%, 66%) by both observers respectively. The mean ADC and MD values of metastatic LNs were statistically significant (p = 0.001) and (p = 0.002, 0.02) respectively when compared with that of lymphoma. The threshold of ADC, and MD (0.94, 0.97 × 10-3 mm2/s) and (0.87, 0.91 × 10-3 mm2/s) used to differentiates metastatic from lymphomatous nodes revealed AUC of (0.90, 0.91), (0.81, 0.74), an accuracy of (85%, 91%), (71%, 71%), by both observers respectively. The inter-class correlation between two observers for all nodes for ADC, MD and FA was r= 0.931, 0.956 and 0.885 respectively. CONCLUSION Using ADC, MD, and FA can help in the characterization of mediastinal lymphadenopathy noninvasively.
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Affiliation(s)
| | - Khaled Abdel Baky
- Department of Diagnostic Radiology. Port Said University. Faculty of medicine. Port Said. Egypt
| | - Eman Helmy
- Department of Diagnostic Radiology. Mansoura University. faculty of medicine. Mansoura, Egypt
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Saadat M, Manshadi MKD, Mohammadi M, Zare MJ, Zarei M, Kamali R, Sanati-Nezhad A. Magnetic particle targeting for diagnosis and therapy of lung cancers. J Control Release 2020; 328:776-791. [PMID: 32920079 PMCID: PMC7484624 DOI: 10.1016/j.jconrel.2020.09.017] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 09/06/2020] [Accepted: 09/07/2020] [Indexed: 12/24/2022]
Abstract
Over the past decade, the growing interest in targeted lung cancer therapy has guided researchers toward the cutting edge of controlled drug delivery, particularly magnetic particle targeting. Targeting of tissues by magnetic particles has tackled several limitations of traditional drug delivery methods for both cancer detection (e.g., using magnetic resonance imaging) and therapy. Delivery of magnetic particles offers the key advantage of high efficiency in the local deposition of drugs in the target tissue with the least harmful effect on other healthy tissues. This review first overviews clinical aspects of lung morphology and pathogenesis as well as clinical features of lung cancer. It is followed by reviewing the advances in using magnetic particles for diagnosis and therapy of lung cancers: (i) a combination of magnetic particle targeting with MRI imaging for diagnosis and screening of lung cancers, (ii) magnetic drug targeting (MDT) through either intravenous injection and pulmonary delivery for lung cancer therapy, and (iii) computational simulations that models new and effective approaches for magnetic particle drug delivery to the lung, all supporting improved lung cancer treatment. The review further discusses future opportunities to improve the clinical performance of MDT for diagnosis and treatment of lung cancer and highlights clinical therapy application of the MDT as a new horizon to cure with minimal side effects a wide variety of lung diseases and possibly other acute respiratory syndromes (COVID-19, MERS, and SARS).
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Affiliation(s)
- Mahsa Saadat
- Department of Chemical Engineering, College of Engineering, Shahid Bahonar University of Kerman, Kerman, Iran
| | - Mohammad K D Manshadi
- Department of Chemical Engineering, College of Engineering, Shahid Bahonar University of Kerman, Kerman, Iran; Department of Mechanical and Manufacturing Engineering, University of Calgary, Calgary, Alberta T2N 1N4, Canada
| | - Mehdi Mohammadi
- Department of Chemical Engineering, College of Engineering, Shahid Bahonar University of Kerman, Kerman, Iran; Department of Mechanical and Manufacturing Engineering, University of Calgary, Calgary, Alberta T2N 1N4, Canada; Center for Bioengineering Research and Education, University of Calgary, Calgary, Alberta T2N 1N4, Canada; Department of Biological Science, University of Calgary, Alberta T2N 1N4, Canada
| | | | - Mohammad Zarei
- Mitochondrial and Epigenomic Medicine, and Department of Pathology and Laboratory Medicine, Children's Hospital of Philadelphia and Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Reza Kamali
- Department of Mechanical Engineering, Shiraz University, 71345 Shiraz, Iran
| | - Amir Sanati-Nezhad
- Department of Mechanical and Manufacturing Engineering, University of Calgary, Calgary, Alberta T2N 1N4, Canada; Center for Bioengineering Research and Education, University of Calgary, Calgary, Alberta T2N 1N4, Canada.
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Zhou S, Wang Y, Ai T, Huang L, Zhu T, Zhu W, Xia L. Diagnosis of solitary pulmonary lesions with intravoxel incoherent motion diffusion-weighted MRI and semi-quantitative dynamic contrast-enhanced MRI. Clin Radiol 2019; 74:409.e7-409.e16. [DOI: 10.1016/j.crad.2018.12.022] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Accepted: 12/06/2018] [Indexed: 01/02/2023]
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Use of Magnetic Resonance Imaging for N-Staging in Patients with Non-Small Cell Lung Cancer. A Systematic Review. ACTA ACUST UNITED AC 2019. [DOI: 10.1016/j.arbr.2018.03.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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Long 龙淼淼 M, Wang 王蕾 L, Mou 牟玲 L, Zhang 张可 K, Liu 刘丽华 L, Li 李艳艳 Y, Liu 刘晓斌 X, Yu 于文娟 W, Gao 高光峰 G, Chen 陈新娟 X, Shen 沈文 W, Shrestha A. Z-Score transformation of ADC values: A way to universal cut off between malignant and benign lymph nodes. Eur J Radiol 2018; 106:122-127. [PMID: 30150033 DOI: 10.1016/j.ejrad.2018.07.022] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2017] [Revised: 07/08/2018] [Accepted: 07/25/2018] [Indexed: 12/24/2022]
Abstract
PURPOSE To determine the possibility of a universal cut off value between benign and malignant lymph nodes in patients with tumour by Z-Score transformation method. MATERIALS AND METHODS Diffusion weighted imaging, ADC measurements of malignant and benign lymph nodes of 6 studies (4 body parts), conducted for 5 times, in two institutions with variable technical details were analyzed in their original value as well as the standardized Z-Score value. The standardized Z-Score value was obtained by subtracting the population mean of the control group from an individual raw score and then dividing the difference by the population standard deviation of the control group. General cut off values were obtained by both Mega-analysis by receiver operator characteristic curve analysis, when data from the 6 studies were combined and Meta-analysis with weighting coefficients and cut off values of the six individual studies. Sensitivity, specificity and accuracy with cut offs from individual studies, meta-analysis and mega-analysis were calculated. Kappa test was performed to assess the consistency of diagnostic test accuracy, between optimized cut offs of individual studies and the proposed universal cut offs obtained from meta-analysis and mega-analysis. RESULTS The ADC values of benign and malignant lymph nodes are significantly different, but with large overlap across the studies. The overlap can be minimized by Z-Score transformation. The result of ROC analysis of the collective Z-Score transformed ADC values of 6 studies was superior to that of the collective original ADC values (sensitivity: 87.4% versus 67.2%, specificity: 90.5% versus 87.9%, accuracy: 89.6% versus 81.4%). The universal Z-Score cut off from Meta-analysis is also better than the original ADC cut off (sensitivity: 82.8% versus 76.3%, specificity 92.6% versus 62.9%, accuracy 89.6% versus 67.1%). Applied to the individual studies, the universal transformed Z-Score cut offs produced superior consistency with the individual optimal cut offs (individual and meta Z-Score: 0.7228-0.9793; individual and mega Z-Score: 0.7111-0.9169) compared with the universal original ADC cut offs (individual and meta ADC: 0.3030-1.0000; individual and mega ADC 0.3268-0.9618). CONCLUSION Z-Score transformation could minimize inter-study variations due to heterogeneity of MR systems and sequence parameters, and provide a more consistent universal cut off value between benign and malignant nodes across studies.
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Affiliation(s)
- Miaomiao Long 龙淼淼
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China.
| | - Lei Wang 王蕾
- School of Chinese Medicine, Tianjin University of TCM, Tianjin 300193, China
| | - Ling Mou 牟玲
- Department of Radiology, People's Hospital of Rizhao City, Rizhao, 276827, China
| | - Ke Zhang 张可
- Department of Radiology, People's Hospital of Rizhao City, Rizhao, 276827, China
| | - Lihua Liu 刘丽华
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Yanyan Li 李艳艳
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Xiaobin Liu 刘晓斌
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Wenjuan Yu 于文娟
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Guangfeng Gao 高光峰
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Xinjuan Chen 陈新娟
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China; Academic Affairs Office, Weifang Medical University, City Weifang, 261053, China
| | - Wen Shen 沈文
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Apurwa Shrestha
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
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Brea TP, Raviña AR, Villamor JMC, Gómez AG, de Alegría AM, Valdés L. Use of Magnetic Resonance Imaging for N-Staging in Patients with Non-Small Cell Lung Cancer. A Systematic Review. Arch Bronconeumol 2018; 55:9-16. [PMID: 29803524 DOI: 10.1016/j.arbres.2018.03.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2017] [Revised: 02/09/2018] [Accepted: 03/12/2018] [Indexed: 11/18/2022]
Abstract
INTRODUCTION The aim of this study is to assess the diagnostic value of the magnetic resonance imaging (MRI) in differentiating metastasic from non-metastatic lymph nodes in NSCLC patients compared with computed tomography (CT) and fluorodeoxyglucose (FDG) - positron emission tomography (PET) or both combined. METHODS Twenty-three studies (19 studies and 4 meta-analysis) with sample size ranging between 22 and 250 patients were included in this analysis. MRI, regardless of the sequence obtained, where used for the evaluation of N-staging of NSCLC. Histopathology results and clinical or imaging follow-up were used as the reference standard. Studies were excluded if the sample size was less than 20 cases, if less than 10 lymph nodes assessment were presented or studies where standard reference was not used. Papers not reporting sufficient data were also excluded. RESULTS As compared to CT and PET, MRI demonstrated a higher sensitivity, specificity and diagnostic accuracy in the diagnosis of metastatic or non-metastatic lymph nodes in N-staging in NSCLC patients. No study considered MRI inferior than conventional techniques (CT, PET or PET/CT). Other outstanding results of this review are fewer false positives with MRI in comparison with PET, their superiority over PET/CT to detect non-resectable lung cancer, to diagnosing infiltration of adjacent structures or brain metastasis and detecting small nodules. CONCLUSION MRI has shown at least similar or better results in diagnostic accuracy to differentiate metastatic from non-metastatic mediastinal lymph nodes. This suggests that MRI could play a significant role in mediastinal NSCLC staging.
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Affiliation(s)
- Tara Pereiro Brea
- University Hospital Complex, Pneumology Service, Santiago de Compostela, Spain.
| | - Alberto Ruano Raviña
- Medicine School. University of Santiago. Area of Preventive Medicine and Public Health, Santiago de Compostela, Spain; CIBER of Epidemiology and Public Health. CIBERESP, Madrid, Spain
| | | | - Antonio Golpe Gómez
- University Hospital Complex, Pneumology Service, Santiago de Compostela, Spain
| | | | - Luís Valdés
- University Hospital Complex, Pneumology Service, Santiago de Compostela, Spain; Interdisciplinary Group of Research in Pneumology, Institute of Sanitary Investigations in Santiago (IDIS), Santiago de Compostela, Spain
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