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Lyu S, Zhang M, Yu J, Zhu J, Zhang B, Gao L, Jin D, Chen Q. Application of radiomics model based on ultrasound image features in the prediction of carpal tunnel syndrome severity. Skeletal Radiol 2024; 53:1389-1397. [PMID: 38289532 DOI: 10.1007/s00256-024-04594-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Revised: 01/12/2024] [Accepted: 01/14/2024] [Indexed: 05/15/2024]
Abstract
OBJECTIVE The aim of our study is to develop and validate a radiomics model based on ultrasound image features for predicting carpal tunnel syndrome (CTS) severity. METHODS This retrospective study included 237 CTS hands (106 for mild symptom, 68 for moderate symptom and 63 for severe symptom). There were no statistically significant differences among the three groups in terms of age, gender, race, etc. The data set was randomly divided into a training set and a test set in a ratio of 7:3. Firstly, a senior musculoskeletal ultrasound expert measures the cross-sectional area of median nerve (MN) at the scaphoid-pisiform level. Subsequently, a recursive feature elimination (RFE) method was used to identify the most discriminative radiomic features of each MN at the entrance of the carpal tunnel. Eventually, a random forest model was employed to classify the selected features for prediction. To evaluate the performance of the model, the confusion matrix, receiver operating characteristic (ROC) curves, and F1 values were calculated and plotted correspondingly. RESULTS The prediction capability of the radiomics model was significantly better than that of ultrasound measurements when 10 robust features were selected. The training set performed perfect classification with 100% accuracy for all participants, while the testing set performed accurate classification of severity for 76.39% of participants with F1 values of 80.00, 63.40, and 84.80 for predicting mild, moderate, and severe CTS, respectively. Comparably, the F1 values for mild, moderate, and severe CTS predicted based on the MN cross-sectional area were 76.46, 57.78, and 64.00, respectively.. CONCLUSION This radiomics model based on ultrasound images has certain value in distinguishing the severity of CTS, and was slightly superior to using only MN cross-sectional area for judgment. Although its diagnostic efficacy was still inferior to that of neuroelectrophysiology. However, this method was non-invasive and did not require additional costs, and could provide additional information for clinical physicians to develop diagnosis and treatment plans.
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Affiliation(s)
- Shuyi Lyu
- Department of Ultrasound, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
- Department of Ultrasound, Zhenhai Hospital of Traditional Chinese Medicine, No.51, Huancheng W Rd, Zhenhai District, Ningbo, 315200, Zhejiang, People's Republic of China
| | - Meiwu Zhang
- Department of Ultrasound, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
| | - Jianjun Yu
- Department of Neuroelectrophysiology, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
| | - Jiazhen Zhu
- Department of Radiology, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
| | - Baisong Zhang
- Department of Ultrasound, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
| | - Libo Gao
- Department of Ultrasound, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
| | - Dingkelei Jin
- Department of Ultrasound, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China
- Hangzhou Medical College, Binjiang District, Hangzhou, 310051, People's Republic of China
| | - Qiaojie Chen
- Department of Orthopaedics, Haishu District, Ningbo NO.2 Hospital, No. 41, Northwest Street, Ningbo, Zhejiang, 315010, People's Republic of China.
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Lyu S, Zhang M, Zhang B, Yu J, Zhu J, Gao L, Yang L, Zhang Y. Application of ultrasound images-based radiomics in carpal tunnel syndrome: Without measuring the median nerve cross-sectional area. JOURNAL OF CLINICAL ULTRASOUND : JCU 2023; 51:1198-1204. [PMID: 37313858 DOI: 10.1002/jcu.23505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 05/27/2023] [Accepted: 05/31/2023] [Indexed: 06/15/2023]
Abstract
PURPOSE By constructing a prediction model of carpal tunnel syndrome (CTS) based on ultrasound images, it can automatically and accurately diagnose CTS without measuring the median nerve cross-sectional area (CSA). METHODS A total of 268 wrists ultrasound images of 101 patients diagnosed with CTS and 76 controls in Ningbo NO.2 Hospital from December 2021 to August 2022 were retrospectively analyzed. The radiomics method was used to construct the Logistic model through the steps of feature extraction, feature screening, reduction, and modeling. The area under the receiver operating characteristic curve was calculated to evaluate the performance of the model, and the diagnostic efficiency of the radiomics model was compared with two radiologists with different experience. RESULTS The 134 wrists in the CTS group included 65 mild CTS, 42 moderate CTS, and 17 severe CTS. In the CTS group, 28 wrists median nerve CSA were less than the cut-off value, 17 wrists were missed by Dr. A, 26 wrists by Dr. B, and only 6 wrists were missed by radiomics model. A total of 335 radiomics features were extracted from each MN, of which 10 features were significantly different between compressed and normal nerves, and were used to construct the model. The area under curve (AUC) value, sensitivity, specificity, and accuracy of the radiomics model in the training set and testing set were 0.939, 86.17%, 87.10%, 86.63%, and 0.891, 87.50%, 80.49%, and 83.95%, respectively. The AUC value, sensitivity, specificity, and accuracy of the two doctors in the diagnosis of CTS were 0.746, 75.37%, 73.88%, 74.63% and 0.679, 68.66%, 67.16%, and 67.91%, respectively. The radiomics model was superior to the two-radiologist diagnosis, especially when there was no significant change in CSA. CONCLUSION Radiomics based on ultrasound images can quantitatively analyze the subtle changes in the median nerve, and can automatically and accurately diagnose CTS without measuring CSA, especially when there was no significant change in CSA, which was better than radiologists.
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Affiliation(s)
- Shuyi Lyu
- Department of Interventional Therapy, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
- Department of Ultrasound, Zhenhai Hospital of Traditional Chinese Medicine, Ningbo, People's Republic of China
| | - Meiwu Zhang
- Department of Interventional Therapy, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
| | - Baisong Zhang
- Department of Interventional Therapy, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
| | - Jianjun Yu
- Department of Neuroelectrophysiology, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
| | - Jiazhen Zhu
- Department of Multi-Disciplinary Diagnosis and Treatment, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
| | - Libo Gao
- Department of Interventional Therapy, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
| | - Liu Yang
- Department of Interventional Therapy, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
| | - Yan Zhang
- Department of Interventional Therapy, Ningbo NO.2 Hospital, Ningbo, People's Republic of China
- Department of Ultrasound, Zhenhai Hospital of Traditional Chinese Medicine, Ningbo, People's Republic of China
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Lyu S, Zhang Y, Zhang M, Zhu J, Yu J, Zhang B, Gao L, Wei H. The Application of Ultrasound Image-Based Radiomics in the Diagnosis of Mild Carpal Tunnel Syndrome. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2023; 42:1499-1508. [PMID: 36565451 DOI: 10.1002/jum.16160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
OBJECTIVES The ultrasound diagnosis of mild carpal tunnel syndrome (CTS) is challenging. Radiomics can identify image information that the human eye cannot recognize. The purpose of our study was to explore the value of ultrasound image-based radiomics in the diagnosis of mild CTS. METHODS This retrospective study included 126 wrists in the CTS group and 88 wrists in the control group. The radiomics features were extracted from the cross-sectional ultrasound images at the entrance of median nerve carpal tunnel, and the modeling was based on robust features. Two radiologists with different experiences diagnosed CTS according to two guidelines. The area under receiver (AUC) operating characteristic curve, sensitivity, specificity, and accuracy were used to evaluate the diagnostic efficacy of the two radiologists and the radiomics model. RESULTS According to guideline one, the AUC values of the two radiologists for CTS were 0.72 and 0.67, respectively; according to guideline two, the AUC were 0.73 and 0.68, respectively. The radiomics model achieved the best accuracy when 16 important robust features were selected. The AUC values of training set and test set were 0.92 and 0.90, respectively. CONCLUSIONS The radiomics label based on ultrasound images had excellent diagnostic efficacy for mild CTS. It is expected to help radiologists to identify early CTS patients as soon as possible, especially for inexperienced doctors.
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Affiliation(s)
- Shuyi Lyu
- Department of Interventional Therapy, Ningbo No. 2 Hospital, Zhejiang, China
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
| | - Yan Zhang
- Department of Interventional Therapy, Ningbo No. 2 Hospital, Zhejiang, China
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
| | - Meiwu Zhang
- Department of Interventional Therapy, Ningbo No. 2 Hospital, Zhejiang, China
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
| | - Jiazhen Zhu
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
- Multi-disciplinary Diagnosis and Treatment Department, Ningbo No. 2 Hospital, Zhejiang, China
| | - Jianjun Yu
- Department of Neuroelectrophysiology, Ningbo No. 2 Hospital, Zhejiang, China
| | - Baisong Zhang
- Department of Interventional Therapy, Ningbo No. 2 Hospital, Zhejiang, China
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
| | - Libo Gao
- Department of Interventional Therapy, Ningbo No. 2 Hospital, Zhejiang, China
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
| | - Huilin Wei
- Department of Interventional Therapy, Ningbo No. 2 Hospital, Zhejiang, China
- Ningbo Clinical Research Center for Medical Imaging, Zhejiang, China
- Provincial and Municipal Co-construction Key Discipline for Medical Imaging, Zhejiang, China
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Rossetto G, Lopomo NF, Shaikh SZ. Longitudinal Movements and Stiffness of Lower Extremity Nerves Measured by Ultrasonography and Ultrasound Elastography in Symptomatic and Asymptomatic Populations: A Systematic Review With Meta-analysis. ULTRASOUND IN MEDICINE & BIOLOGY 2023:S0301-5629(23)00140-0. [PMID: 37331920 DOI: 10.1016/j.ultrasmedbio.2023.04.013] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 04/07/2023] [Accepted: 04/24/2023] [Indexed: 06/20/2023]
Abstract
This study was aimed at analyzing the effectiveness of ultrasonography (US) and ultrasound elastography (UE) in evaluating longitudinal sliding and stiffness of nerves. In line with the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) statement, we analyzed 1112 publications (range: 2010-2021) extracted from MEDLINE, Scopus and Web of Science focusing on specific outcomes, including shear wave velocity (m/s), shear modulus (kPa), strain ratio (SR) and excursion (mm). Thirty-three papers were included and evaluated for overall quality and risk of bias. From the analysis of data concerning 1435 participants, mean shear wave velocity (SWV) in the sciatic nerve was 6.70 ± 1.26 m/s in controls and 7.51 ± 1.73 m/s in participants presenting with leg pain; in the tibial nerve, mean SWV was 3.83 ± 0.33 m/s in controls and 3.42 ± 3.53 m/s in participants presenting with diabetic peripheral neuropathy (DPN). The mean shear modulus (SM) was 20.9 ± 9.33 kPa for sciatic nerve, whereas it was an average of 23.3 ± 7.20 kPa for the tibial nerve. Considering 146 subjects (78 experimental, 68 controls) no significant difference was observed in SWV when comparing participants with DPN with controls (standard mean difference [SMD]: 1.26, 95% confidence interval [CI]: 0.54, 1.97), whereas a significant difference was observed in the SM (SMD: 1.78, 95% CI: 1.32, 2.25); furthermore, we found significant differences between left and right extremity nerves (SMD:1.14. 95% CI: 0.45, 1.83) among 458 participants (270 with DPN and 188 controls). No descriptive statistics are available for excursion because of the variability in participants and limb positions, whereas SR is considered only a semiquantitative outcome and therefore not comparable among different studies. Despite the presence of some limitations in study designs and methodological biases, on the basis of our findings, we can conclude that US and UE are effective methods in assessing longitudinal sliding and stiffness of lower extremity nerves in both symptomatic and asymptomatic subjects.
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Affiliation(s)
- Gianluca Rossetto
- Department of Information Engineering, University of Brescia, Brescia, Italy
| | | | - Summaiva Zareen Shaikh
- Department of Neuro-physiotherapy, SIA College of Health Sciences, College of Physiotherapy, Thane, India.
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Lyu S, Zhang Y, Zhang M, Jiang M, Yu J, Zhu J, Zhang B. Ultrasound-based radiomics in the diagnosis of carpal tunnel syndrome: The influence of regions of interest delineation method on mode. JOURNAL OF CLINICAL ULTRASOUND : JCU 2023; 51:498-506. [PMID: 36341718 DOI: 10.1002/jcu.23387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 10/05/2022] [Accepted: 10/07/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND In the recent years, artificial intelligence (AI) algorithms have been used to accurately diagnose musculoskeletal diseases. However, it is not known whether the particular regions of interest (ROI) delineation method would affect the performance of the AI algorithm. PURPOSE The purpose of this study was to investigate the influence of ROI delineation methods on model performance and observer consistency. METHODS In this retrospective analysis, ultrasound (US) measures of median nerves affected with carpal tunnel syndrome (CTS) were compared to median nerves in a control group without CTS. Two methods were used for delineation of the ROI: (1) the ROI along the hyperechoic medial edge of the median nerve but not including the epineurium (MN) (ROI1); and (2) the ROI including the hyperechoic epineurium (ROI2), respectively. The intra group correlation coefficient (ICC) was used to compare the observer consistency of ROI features (i.e. the corresponding radiomics parameters). Parameters α1 and α2 were obtained based on the ICC of ROI1 features and ROI2 features. The ROC analysis was used to determine the area under the curve (AUC) and evaluate the performance of the radiologists and network. In addition, four indices, namely sensitivity, specificity, positive prediction and negative prediction were analyzed too. RESULTS A total of 136 wrists of 77 CTS group and 136 wrists of 74 control group were included in the study. Control group was matched to CTS group according to the age and sex. The observer consistency of ROI features delineated by the two schemes was different, and the consistency of ROI1 features was higher (α1 ˃ α2). The intra-observer consistency was higher than the inter-observer consistency regardless of the scheme, and the intra-observer consistency was higher when chose scheme one. The performances of models based on the two ROI features were different, although the AUC of each model was greater than 0.8.The model performed better when the MN epineurium was included in the ROI. Among five artificial intelligence algorithms, the Forest models (model1 achieved an AUC of 0.921 in training datasets and 0.830 in testing datasets; model2 achieved an AUC of 0.967 in training datasets and 0.872 in testing datasets.) obtained the highest performance, followed by the support vector machine (SVM) models and the Logistic models. The performances of the models were significantly better than the inexperienced radiologist (Dr. B. Z. achieved an AUC of 0.702). CONCLUSION Different ROI delineation methods may affect the performance of the model and the consistency of observers. Model performance was better when the ROI contained the MN epineurium, and observer consistency was higher when the ROI was delineated along the hyperechoic medial border of the MN.
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Affiliation(s)
- Shuyi Lyu
- Department of Interventional Therapy, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
- Ningbo Clinical Research Center for Medical Imaging, Ningbo, China
- Provinicial and Municipal Co-construction Key Discipline for Medical Imaging, Ningbo, China
| | - Yan Zhang
- Department of Interventional Therapy, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
- Ningbo Clinical Research Center for Medical Imaging, Ningbo, China
- Provinicial and Municipal Co-construction Key Discipline for Medical Imaging, Ningbo, China
| | - Meiwu Zhang
- Department of Interventional Therapy, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
- Ningbo Clinical Research Center for Medical Imaging, Ningbo, China
- Provinicial and Municipal Co-construction Key Discipline for Medical Imaging, Ningbo, China
| | - Maoqing Jiang
- Ningbo Clinical Research Center for Medical Imaging, Ningbo, China
- Provinicial and Municipal Co-construction Key Discipline for Medical Imaging, Ningbo, China
- Department of PET-CT and Nuclear Medicine, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
| | - Jianjun Yu
- Department of Neuroelectrophysiology, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
| | - Jiazhen Zhu
- Ningbo Clinical Research Center for Medical Imaging, Ningbo, China
- Provinicial and Municipal Co-construction Key Discipline for Medical Imaging, Ningbo, China
- Multi-disciplinary diagnosis and treatment department, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
| | - Baisong Zhang
- Department of Interventional Therapy, Hwa Mei Hospital, University of Chinese Academy of Sciences, Ningbo, People's Republic of China
- Ningbo Clinical Research Center for Medical Imaging, Ningbo, China
- Provinicial and Municipal Co-construction Key Discipline for Medical Imaging, Ningbo, China
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Kudo T, Yoshii Y, Hara Y, Ogawa T, Ishii T. Clinical Relevance of Ultrasonographic and Electrophysiological Findings of the Median Nerve in Unilateral Carpal Tunnel Syndrome Patients. Diagnostics (Basel) 2022; 12:diagnostics12112799. [PMID: 36428858 PMCID: PMC9689393 DOI: 10.3390/diagnostics12112799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 11/10/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022] Open
Abstract
Few studies have compared the unaffected and affected sides in the same carpal tunnel syndrome (CTS) patients using ultrasonography and electrophysiological tests. We focused on unilateral idiopathic CTS patients to investigate whether clinical test results differ between the unaffected and affected sides. The bilateral wrist joints of 61 unilateral idiopathic CTS patients were evaluated. The median nerve cross-sectional area of ultrasound image, and latencies of the compound muscle action potential (CMAP) and sensory nerve action potential (SNAP) were measured. The values obtained were compared between the affected and unaffected sides. The diagnostic accuracies of each parameter were assessed, and cut-off values were defined. Significant differences were observed in all parameters between the affected and unaffected sides (p < 0.01). Area under the curve (AUC) values were 0.74, 0.88, and 0.73 for the cross-sectional area, CMAP distal latency, and SNAP distal latency, respectively. Cut-off values were 11.9 mm2, 5.1 ms, and 3.1 ms for the cross-sectional area, CMAP distal latency, and SNAP distal latency, respectively. The most reliable parameter that reflected clinical symptoms was the distal latency of CMAP. Cut-off values for each parameter are considered to be an index for the onset of the clinical symptoms of CTS.
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Affiliation(s)
- Takamasa Kudo
- Department of Orthopedic Surgery, Tokyo Medical University Ibaraki Medical Center, Ami 300-0395, Ibaraki, Japan
| | - Yuichi Yoshii
- Department of Orthopedic Surgery, Tokyo Medical University Ibaraki Medical Center, Ami 300-0395, Ibaraki, Japan
- Correspondence: ; Tel.: +81-29-887-1161
| | - Yuki Hara
- Department of Orthopedic Surgery, University of Tsukuba Hospital, Tsukuba 305-8577, Ibaraki, Japan
| | - Takeshi Ogawa
- Department of Orthopaedic Surgery, Mito Medical Center, Mito 311-3193, Ibaraki, Japan
| | - Tomoo Ishii
- Department of Orthopedic Surgery, Tokyo Medical University Ibaraki Medical Center, Ami 300-0395, Ibaraki, Japan
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Falsetti P, Conticini E, Baldi C, D’Ignazio E, Al Khayyat SG, Bardelli M, Gentileschi S, D’Alessandro R, D’Alessandro M, Acciai C, Ginanneschi F, Cantarini L, Frediani B. A Novel Ultrasonographic Anthropometric-Independent Measurement of Median Nerve Swelling in Carpal Tunnel Syndrome: The "Nerve/Tendon Ratio" (NTR). Diagnostics (Basel) 2022; 12:diagnostics12112621. [PMID: 36359465 PMCID: PMC9689936 DOI: 10.3390/diagnostics12112621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/18/2022] [Accepted: 10/25/2022] [Indexed: 11/30/2022] Open
Abstract
Background: There is little consensus on ultrasound (US) normative values of cross-sectional area of median nerve (MN-CSA) in carpal tunnel syndrome (CTS) because of its dependency on anthropometric parameters. We aim to propose a novel anthropometric-independent US parameter: MN-CSA/flexor radialis carpi CSA (FCR-CSA) ratio (“Nerve Tendon Ratio”, NTR), in the diagnosis of clinically and electrodiagnostic (EDS)-defined CTS. Methods: 74 wrists of 49 patients with clinically defined CTS underwent EDS (scored by the 1−5 Padua Scale of electrophysiological severity, PS) and US of carpal tunnel with measurement of MN-CSA (at the carpal tunnel inlet), FCR-CSA (over scaphoid tubercle) and its ratio (NTR, expressed as a percentage). US normality values and intra-operator agreement were assessed in 33 healthy volunteers. Results: In controls, the mean MN-CSA was 5.81 mm2, NTR 64.2%. In 74 clinical CTS, the mean MN-CSA was 12.1 mm2, NTR 117%. In severe CTS (PS > 3), the mean MN-CSA was 15.9 mm2, NTR 148%. In CTS, both MN-CSA and NTR correlated with sensitive conduction velocity (SCV) (p < 0.001), distal motor latency (DML) (p < 0.001) and PS (p < 0.001), with a slight superiority of NTR vs. MN-CSA when controlled for height, wrist circumference and weight. In CTS filtered for anthropometric extremes, only NTR maintained a correlation with SCV (p = 0.023), DML (p = 0.016) and PS (p = 0.009). Diagnostic cut-offs were obtained with a binomial regression analysis. In those patients with a clinical diagnosis of CTS, the cut-off of MN-CSA (AUROC: 0.983) was 8 mm2 (9 mm2 with highest positive predictive value, PPV), while for NTR (AUROC: 0.987), the cut-off was 83% (100% with highest PPV). In patients with EDS findings of severe CTS (PS > 3), the MN-CSA (AUROC: 0.876) cut-off was 12.3 mm2 (15.3 mm2 with highest PPV), while for NTR (AUROC: 0.858) it was 116.2% (146.0% with highest PPV). Conclusions: NTR can be simply and quickly calculated, and it can be used in anthropometric extremes.
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Affiliation(s)
- Paolo Falsetti
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
- Correspondence:
| | - Edoardo Conticini
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Caterina Baldi
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Emilio D’Ignazio
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Suhel Gabriele Al Khayyat
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Marco Bardelli
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Stefano Gentileschi
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Roberto D’Alessandro
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Miriana D’Alessandro
- Unit of Respiratory Diseases and Lung Transplantation, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Caterina Acciai
- Neurorehabilitation Unit, San Donato Hospital, 52100 Arezzo, Italy
| | - Federica Ginanneschi
- Neurology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Luca Cantarini
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
| | - Bruno Frediani
- Rheumatology Unit, Department of Medical, Surgical Sciences and Neurosciences, University Hospital of Siena, 53100 Siena, Italy
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Russo A, Reginelli A, Lacasella GV, Grassi E, Karaboue MAA, Quarto T, Busetto GM, Aliprandi A, Grassi R, Berritto D. Clinical Application of Ultra-High-Frequency Ultrasound. J Pers Med 2022; 12:jpm12101733. [PMID: 36294872 PMCID: PMC9605054 DOI: 10.3390/jpm12101733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/26/2022] [Accepted: 09/27/2022] [Indexed: 11/16/2022] Open
Abstract
Musculoskeletal ultrasound involves the study of many superficial targets, especially in the hands, wrists, and feet. Many of these areas are within the first 3 cm of the skin surface and are ideal targets for ultra-high-frequency ultrasound. The high spatial resolution and the superb image quality achievable allow foreseeing a wider use of this novel technique, which has the potential to bring innovation to diagnostic imaging.
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Affiliation(s)
- Anna Russo
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy
| | - Alfonso Reginelli
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy
| | - Giorgia Viola Lacasella
- Department of Anatomical, Histological, Forensic and Orthopedic Sciences, Sapienza University of Rome, 00185 Rome, Italy
| | - Enrico Grassi
- Department of Orthopedics, University of Florence, 50121 Florence, Italy
| | | | - Tiziana Quarto
- Department of Law, University of Foggia, 71100 Foggia, Italy
| | - Gian Maria Busetto
- Department of Urology and Renal Transplantation, University of Foggia Policlinico Riuniti of Foggia, 71122 Foggia, Italy
| | - Alberto Aliprandi
- Department of Radiology, Istituti Clinici Zucchi, 20900 Monza, Italy
| | - Roberta Grassi
- Department of Precision Oncology, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy
- Italian Society of Medical and Interventional Radiology (SIRM), SIRM Foundation, 20122 Milano, Italy
| | - Daniela Berritto
- Department of Clinical and Experimental Medicine, University of Foggia, 71122 Foggia, Italy
- Correspondence:
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Voltan G, Bernardes Filho F, Lugão HB, Nogueira-Barbosa MH, Frade MAC. Ultrasound reference values for peripheral nerve cross-sectional areas and indices in a sample of healthy individuals in Brazil. Radiol Bras 2022; 55:337-345. [PMID: 36514679 PMCID: PMC9743255 DOI: 10.1590/0100-3984.2022.0020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Accepted: 06/13/2022] [Indexed: 11/27/2022] Open
Abstract
Objective To establish peripheral nerve cross-sectional area (CSA) reference values (absolute values, measures of asymmetry, and measures of focality) for healthy individuals in Brazil. Materials and Methods Sixty-six healthy volunteers underwent high-resolution ultrasound of the peripheral nerves. We obtained CSA measurements for three peripheral nerves, at specific locations: the median nerve, in the carpal tunnel (MT); the ulnar nerve, at the cubital tunnel site (UT) and at the pre-tunnel site (UPT); and the common fibular nerve, near the fibular head (FH). We calculated the CSA indices between the same sites on different sides (ΔCSAs) and between the ulnar nerve tunnel and pre-tunnel sites on the same side (ΔTPT). Results A total of 132 neural sites were analyzed, and the following CSA values (mean ± SD, median) were obtained: MT (6.3 ± 1.9 mm2, 6.0 mm2); UT (6.2 ± 1.6 mm2, 6.1 mm2); UPT (5.6 ± 1.7 mm2, 5.4 mm2); and FH (10.0 ± 3.7 mm2, 9.9 mm2). The ΔCSA values (mean ± SD, median) were as follows: MT (0.85 ± 0.7 mm2, 0.95); UT (0.81 ± 0.62 mm2, 0.95); UPT (0.61 ± 0.51 mm2, 0.5); and FH (1.0 ± 0.77 mm2, 1.0). The ΔTPT (mean ± SD, median) was (1.0 ± 0.8 mm2, 1.0). Conclusion Among individuals in Brazil, peripheral nerve CSA values tend to be higher among males and to increase with aging. However, the same does not appear to hold true for the ΔCSA or the ΔTPT, the exception being the difference between the right and left UT. Differences in CSA values greater than 2.5 mm2 between sides or between sites along the same nerve can indicate asymmetry or focal thickening in neuropathy, respectively.
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Affiliation(s)
- Glauber Voltan
- Dermatology Division, Department of Internal Medicine, Faculdade de
Medicina de Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil.
| | - Fred Bernardes Filho
- Dermatology Division, Department of Internal Medicine, Faculdade de
Medicina de Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil.
| | - Helena Barbosa Lugão
- Dermatology Division, Department of Internal Medicine, Faculdade de
Medicina de Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil.
| | - Marcello Henrique Nogueira-Barbosa
- Radiology Division, Department of Internal Medicine, Faculdade de Medicina
de Ribeirão Preto da Universidade de São Paulo (FMRP-USP), Ribeirão
Preto, SP, Brazil.
| | - Marco Andrey Cipriani Frade
- Dermatology Division, Department of Internal Medicine, Faculdade de
Medicina de Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil. ,Correspondence: Correspondence: Dr. Marco Andrey Cipriani Frade.
Serviço de Dermatologia, Departamento de Clínica Médica – FMRP-USP.
Avenida Bandeirantes, 3900, Monte Alegre. Ribeirão Preto, SP, Brazil, 14049-900.
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Chhabra A, Ratakonda R, Zaottini F, Picasso R, Martinoli C. Hand and Wrist Neuropathies: High-resolution Ultrasonography and MR Neurography. Semin Musculoskelet Radiol 2021; 25:366-378. [PMID: 34450661 DOI: 10.1055/s-0041-1730406] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
High-resolution ultrasonography (US) and magnetic resonance neurography (MRN) have followed parallel paths for peripheral nerve imaging with little comparison of the two modalities. They seem equally effective to study a variety of neuropathies affecting large and small nerves in the wrist and hand. This article outlines the technical considerations of US and MRN and discusses normal and abnormal imaging appearances of hand and wrist nerves from etiologies such as entrapment, injury, tumor, and proximal and diffuse neuropathy, with specific case illustrations.
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Affiliation(s)
- Avneesh Chhabra
- Radiology and Orthopedic Surgery, UT Southwestern Medical Center, Dallas, Texas
| | - Raghu Ratakonda
- Radiology and Orthopedic Surgery, UT Southwestern Medical Center, Dallas, Texas
| | - Federico Zaottini
- Radiology Unit, Department of Health Sciences (DISSAL), Università di Genova, Genova, Italy.,IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Riccardo Picasso
- Radiology Unit, Department of Health Sciences (DISSAL), Università di Genova, Genova, Italy.,IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Carlo Martinoli
- Radiology Unit, Department of Health Sciences (DISSAL), Università di Genova, Genova, Italy.,IRCCS Ospedale Policlinico San Martino, Genova, Italy
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11
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Tagliafico AS, Torri L, Signori A. Treatment of meralgia paresthetica (Lateral Femoral Cutaneous Neuropathy): A meta-analysis of ultrasound-guided injection versus surgery. Eur J Radiol 2021; 139:109736. [PMID: 33933838 DOI: 10.1016/j.ejrad.2021.109736] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Revised: 03/20/2021] [Accepted: 04/20/2021] [Indexed: 11/30/2022]
Abstract
PURPOSE To compare ultrasound (US)-guided injections and surgery for the treatment of meralgia paresthetica (lateral femoral cutaneous neuropathy). METHODS Two reviewers, independently, up to 10 October 2020 retrieved Studies that assessed the outcome of US-guided injections and surgery for the treatment of meralgia paresthetica from major medical libraries. Predefined inclusion and exclusion criteria were adopted. RESULTS 399 studies were initially found, and the meta-analysis was conducted on 10 studies for a total of 149 patients. US-guided injections were done in three studies, surgery in seven studies. N = 38 % (57/149) of patients were treated with US-guided injection and 62 % (92/149) were treated with surgery. After US-guided injections, 85 % (49/57) of patients were treated successfully, whereas 80 % (74/92) were treated with surgery successfully from the clinical point of view. Differences were not statistically significant even with a slight heterogeneity of studies and outcome pooled on random-effect model. No comparative cohort study or RCT was conducted. CONCLUSION This meta-analysis showed that there was no statistically significant difference in treatment of meralgia paresthetica with ultrasound-guided injection or surgery. A RCT to compare a standardized US-guided approach versus surgery is essential to compare these techniques properly.
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Affiliation(s)
- Alberto Stefano Tagliafico
- IRCCS Ospedale Policlinico San Martino, Genova, Genoa, Italy; Department of Health Sciences (DISSAL). University of Genoa, Genoa, Italy.
| | - Lorenzo Torri
- IRCCS Ospedale Policlinico San Martino, Genova, Genoa, Italy.
| | - Alessio Signori
- Department of Health Sciences (DISSAL). University of Genoa, Genoa, Italy.
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12
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Obuchowicz R, Kruszyńska J, Strzelecki M. Classifying median nerves in carpal tunnel syndrome: Ultrasound image analysis. Biocybern Biomed Eng 2021. [DOI: 10.1016/j.bbe.2021.02.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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13
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El-Bahnasawy AS, Senna MK, Okasha AES, Gharbia O. Diagnostic utility of median nerve CSA to ulnar nerve CSA ratio in the diagnosis of mild idiopathic carpal tunnel syndrome. EGYPTIAN RHEUMATOLOGY AND REHABILITATION 2020. [DOI: 10.1186/s43166-020-00035-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Abstract
Background
Ultrasonography (US) measurement of median nerve cross-sectional area (m-CSA) at pisiform is increasingly utilized in identification of carpal tunnel syndrome (CTS), but there is still no agreement about the ideal cut-off value to employ. The aim of the study was to explore whether the median CSA to ulnar CSA ratio at the level of pisiform may yield a more accurate diagnosis of CTS. The study included 50 patients with mild idiopathic CTS (ICTS), assessed clinically and by nerve conduction studies, and 50 matched controls. M-CSA, median nerve flattening ratio and swelling ratio (m-SR), palmer bowing, and median CSA to ulnar CSA ratio (m-CAS:u-CSA) were measured for patients and controls. The cutoff values for the US parameters for the diagnosis of ICTS were evaluated.
Results
Compared to the control group, the ICTS group had significantly higher m-CSA (p < 0.001), higher m-CSA:u-CSA ratio (p < 0.001), higher m-SR (p = 0.012, and higher palmar bowing (p < 0.001). Use of m-CSA cutoff value of 11.78 mm2 and CSA:u-CSA ratio cut-off point of 2.97 yielded the greatest sensitivity and specificity for the diagnosis of ICTS.
Conclusion
The m-CSA:u-CSA ratio is slightly superior to the m-CSA in the diagnosis of CTS in terms of sensitivity and specificity.
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14
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Heinen C, Dömer P, Schmidt T, Kewitz B, Janssen-Bienhold U, Kretschmer T. Fascicular Ratio Pilot Study: High-Resolution Neurosonography-A Possible Tool for Quantitative Assessment of Traumatic Peripheral Nerve Lesions Before and After Nerve Surgery. Neurosurgery 2020; 85:415-422. [PMID: 30107513 DOI: 10.1093/neuros/nyy355] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Accepted: 07/11/2018] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Clinical and electrophysiological assessments prevail in evaluation of traumatic nerve lesions and their regeneration following nerve surgery in humans. Recently, high-resolution neurosonography (HRNS) and magnetic resonance neurography have gained significant importance in peripheral nerve imaging. The use of the grey-scale-based "fascicular ratio" (FR) was established using both modalities allowing for quantitative assessment. OBJECTIVE To find out whether FR using HRNS can assess nerve trauma and structural reorganization in correlation to postoperative clinical development. METHODS Retrospectively, 16 patients with operated traumatic peripheral nerve lesions were included. The control group consisted of 6 healthy volunteers. All imaging was performed with a 15 to 6 MHz ultrasound probe (SonoSite X-Porte; Fujifilm, Tokyo, Japan). FR was calculated using Fiji () on 8-bit-images ("MaxEntropy" using "Auto-Threshold" plug-in). RESULTS Thirteen of 16 patients required autologous nerve grafting and 3 of 16 extra-intraneural neurolysis. There was no statistical difference between the FR of nonaffected patients' nerve portion with 43.48% and controls with FR 48.12%. The neuromatous nerve portion in grafted patients differed significantly with 85.05%. Postoperatively, FR values returned to normal with a mean of 39.33%. In the neurolyzed patients, FR in the affected portion was 78.54%. After neurolysis, FR returned to healthy values (50.79%). Ten of 16 patients showed clinical reinnervation. CONCLUSION To our best knowledge, this is the first description of FR using HRNS for quantitative assessment of nerve damage and postoperative structural reorganization. Our results show a significant difference in healthy vs lesioned nerves and a change in recovering nerve portions towards a more "physiological" ratio. Further evaluation in larger patient groups is required.
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Affiliation(s)
- Christian Heinen
- Department of Neurosurgery, Evangelisches Krankenhaus, Campus Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany
| | - Patrick Dömer
- Department of Neurosciences, Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany.,Research Center Neurosensory Science, Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany
| | - Thomas Schmidt
- Department of Neurosurgery, Evangelisches Krankenhaus, Campus Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany
| | - Bettina Kewitz
- Department of Neurosciences, Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany
| | - Ulrike Janssen-Bienhold
- Department of Neurosciences, Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany.,Research Center Neurosensory Science, Carl-von-Ossietzky University Oldenburg, Oldenburg, Germany
| | - Thomas Kretschmer
- Department of Neurosurgery, Klinikum Klagenfurt am Wörthersee, Klagenfurt, Austria
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15
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Rossi F, Martinoli C, Murialdo G, Schenone A, Grandis M, Ferone D, Tagliafico AS. The primary role of radiological imaging in the diagnosis of rare musculoskeletal diseases. Emphasis on ultrasound. J Ultrason 2019; 19:187-192. [PMID: 31807323 PMCID: PMC6856777 DOI: 10.15557/jou.2019.0028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2018] [Accepted: 07/18/2019] [Indexed: 12/20/2022] Open
Abstract
Objective: In July 2017 a multidisciplinary clinical Center specialized in rare diseases was activated. A rare disease can involve the musculoskeletal system. A multimodality musculoskeletal imaging approach allows for a rapid diagnosis. The purpose of this study was to assess when musculoskeletal radiology, ultrasound in particular, plays a primary role in the diagnostic path of a rare disease. Methods and materials: The Center included a list of 621 main rare diseases. Pathologies in which radiology has a primary diagnostic role were extracted from the list. From September 2017 to January 2018 all conditions involving the musculoskeletal system, including the peripheral nervous system, were systematically evaluated by one radiologist. The second radiologist, an official consultant of the Center, verified the list for consistency. Descriptive analysis was performed. Results: A total of 101/621 (16%) rare diseases can be diagnosed for the first time in the diagnostic path of the patient with medical imaging. A total of 36/101 (36%) rare diseases involve the musculoskeletal system. A total of 14/36 (39%) are pediatric diseases, 10/36 (28%) are adult age diseases, while 12/36 (33%) diseases affect all ages. A total of 23/36 (64%) of the selected rare diseases could be diagnosed with MRI, 19/36 (53%) with CT, 23/36 (64%) with X-ray, 9/36 (25%) with an US, and 1/36 (3%) with PET. Conclusions: Musculoskeletal imaging could be important for a non-invasive diagnosis in up to 36/101 (36%) rare diseases, as well as for outcome prediction, especially in pediatrics. Musculoskeletal imaging plays a crucial role in the diagnosis of rare diseases and could strongly influence the clinical pathway. Ultrasound is crucial in up to 25% of patients with rare diseases affecting the musculoskeletal system.
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Affiliation(s)
- Federica Rossi
- Department of Health Sciences (DISSAL), University of Genova, Genoa, Italy
| | - Carlo Martinoli
- Department of Health Sciences (DISSAL), University of Genova, Genoa, Italy.,Department of Radiology, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Giovanni Murialdo
- Department of Internal Medicine, Policlinico San Martino University Hospital, University of Genoa, Genoa, Italy
| | - Angelo Schenone
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, and Maternal and Child Health, University of Genova, Genoa, Italy
| | - Marina Grandis
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, and Maternal and Child Health, University of Genova, Genoa, Italy
| | - Diego Ferone
- Endocrinology, Department of Internal Medicine and Medical Specialties (DIMI), University of Genoa, Genua, Włochy
| | - Alberto Stefano Tagliafico
- Department of Health Sciences (DISSAL), University of Genova, Genoa, Italy.,Department of Radiology, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
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16
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Radiomics of peripheral nerves MRI in mild carpal and cubital tunnel syndrome. Radiol Med 2019; 125:197-203. [PMID: 31773457 DOI: 10.1007/s11547-019-01110-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 11/13/2019] [Indexed: 12/12/2022]
Abstract
OBJECTIVE To assess the discriminative power of radiomics of peripheral nerves at 1.5T MRI, using common entrapment neuropathies of the upper limb as a model system of focal nerve injury. MATERIALS AND METHODS Radiomics was retrospectively done on peripheral nerve fascicles on T1-weighted 1.5T MRI of 40 patients with diagnosis of mild carpal (n = 25) and cubital tunnel (n = 15) syndrome and of 200 controls. Z-score normalization and Mann-Whitney U test were used to compare features of normal and pathological peripheral nerves. Receiver operating characteristic analysis was performed. RESULTS A total of n = 104 radiomics features were computed for each patient and control. Significant differences between normal and pathological median and ulnar nerves were found in n = 23/104 features (p < 0.001). According to features classification, n = 5/23 features were shape-based, n = 7/23 were first-order features, n = 11/23 features were classified as gray level run length matrix. Nine of the selected features showed an AUC higher that 0.7: minimum AUC of 0.74 (95% CI 0.61-0.89) for sum variance and maximum AUC of 0.90 (95% CI 0.82-0.99) for zone entropy. CONCLUSION Features analysis demonstrated statistically significant differences between normal and pathological nerve. The results suggested that radiomics analysis could assess the median and ulnar nerve inner structure changes due to the loss of the fascicular pattern, intraneural edema, fibrosis or fascicular alterations in mild carpal tunnel and mild cubital tunnel syndromes even when the nerve cross-sectional area does not change.
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17
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Walker FO, Cartwright MS, Alter KE, Visser LH, Hobson-Webb LD, Padua L, Strakowski JA, Preston DC, Boon AJ, Axer H, van Alfen N, Tawfik EA, Wilder-Smith E, Yoon JS, Kim BJ, Breiner A, Bland JDP, Grimm A, Zaidman CM. Indications for neuromuscular ultrasound: Expert opinion and review of the literature. Clin Neurophysiol 2018; 129:2658-2679. [PMID: 30309740 DOI: 10.1016/j.clinph.2018.09.013] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 08/10/2018] [Accepted: 09/02/2018] [Indexed: 12/11/2022]
Abstract
Over the last two decades, dozens of applications have emerged for ultrasonography in neuromuscular disorders. We wanted to measure its impact on practice in laboratories where the technique is in frequent use. After identifying experts in neuromuscular ultrasound and electrodiagnosis, we assessed their use of ultrasonography for different indications and their expectations for its future evolution. We then identified the earliest papers to provide convincing evidence of the utility of ultrasound for particular indications and analyzed the relationship of their date of publication with expert usage. We found that experts use ultrasonography often for inflammatory, hereditary, traumatic, compressive and neoplastic neuropathies, and somewhat less often for neuronopathies and myopathies. Usage significantly correlated with the timing of key publications in the field. We review these findings and the extensive evidence supporting the value of neuromuscular ultrasound. Advancement of the field of clinical neurophysiology depends on widespread translation of these findings.
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Affiliation(s)
- Francis O Walker
- Department of Neurology at Wake Forest School of Medicine, Medical Center Blvd, Winston-Salem, NC, USA.
| | - Michael S Cartwright
- Department of Neurology at Wake Forest School of Medicine, Medical Center Blvd, Winston-Salem, NC, USA.
| | - Katharine E Alter
- Department of Rehabilitation Medicine, National INeurolnstitutes of Health, Bethesda, MD 20892, USA.
| | - Leo H Visser
- Departments of Neurology and Clinical Neurophysiology, Elisabeth-Tweesteden Hospital, Tilburg, The Netherlands.
| | - Lisa D Hobson-Webb
- Department of Neurology, Neuromuscular Division, Duke University School of Medicine, Durham, NC, USA.
| | - Luca Padua
- Don Carlo Gnocchi ONLUS Foundation, Piazzale Rodolfo Morandi, 6, 20121 Milan, Italy; Department of Geriatrics, Neurosciences and Orthopaedics, Universita Cattolica del Sacro Cuore, Rome, Italy.
| | - Jeffery A Strakowski
- Department of Physical Medicine and Rehabilitation, The Ohio State University, Columbus, OH, USA; Department of Physical Medicine and Rehabilitation, OhioHealth Riverside Methodist Hospital, Columbus, OH, USA; OhioHealth McConnell Spine, Sport and Joint Center, Columbus, OH, USA.
| | - David C Preston
- Neurological Institute, University Hospitals, Cleveland Medical Center, Case Western Reserve University, Cleveland, OH, USA.
| | - Andrea J Boon
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA.
| | - Hubertus Axer
- Hans Berger Department of Neurology, Jena University Hospital, Jena 07747, Germany.
| | - Nens van Alfen
- Department of Neurology and Clinical Neurophysiology, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.
| | - Eman A Tawfik
- Department of Physical Medicine & Rehabilitation, Faculty of Medicine, Ain Shams University, Cairo, Egypt.
| | - Einar Wilder-Smith
- Department of Neurology, Yong Loo Lin School of Medicine, National University Singapore, Singapore; Department of Neurology, Kantonsspital Lucerne, Switzerland; Department of Neurology, Inselspital Berne, Switzerland.
| | - Joon Shik Yoon
- Department of Physical Medicine and Rehabilitation, Korea University Guro Hospital, Seoul, Republic of Korea.
| | - Byung-Jo Kim
- Department of Neurology, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Republic of Korea.
| | - Ari Breiner
- Division of Neurology, Department of Medicine, The Ottawa Hospital and University of Ottawa, Canada.
| | - Jeremy D P Bland
- Deparment of Clinical Neurophysiology, East Kent Hospitals University NHS Foundation Trust, Canterbury, Kent, UK.
| | - Alexander Grimm
- Department of Neurology, University Hospital Tuebingen, Tuebingen, Germany.
| | - Craig M Zaidman
- Division of Neuromuscular Medicine, Department of Neurology, Washington University in St. Louis, 660 S. Euclid Ave, Box 8111, St. Louis, MO 63110, USA.
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18
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Bedewi MA, Abodonya A, Kotb M, Kamal S, Mahmoud G, Aldossari K, Alqabbani A, Swify S. Estimation of ultrasound reference values for the lower limb peripheral nerves in adults: A cross-sectional study. Medicine (Baltimore) 2018; 97:e0179. [PMID: 29561431 PMCID: PMC5895347 DOI: 10.1097/md.0000000000010179] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
The objective of this study is to estimate the reference values for the lower limb peripheral nerves in adults.The demographics and physical characteristics of 69 adult healthy volunteers were evaluated and recorded. The estimated reference values and their correlations with the age, weight, height, body mass index (BMI) were evaluated.The cross sectional area reference values were obtained at 5 predetermined sites for 3 important lower limb peripheral nerves. Our CSA values correlated significantly with age, weight, and BMI. The normal reference values for each nerve were as follows: Tibial nerve at the popliteal fossa 19 mm ± 6.9, tibial nerve at the level of the medial malleolus 12.7 mm ± 4.5, common peroneal nerve at the popliteal fossa 9.5 mm ± 4, common peroneal nerve fibular head 8.9 mm ± 3.2, sural nerve 3.5 mm ± 1.4.The reference values for the lower limb peripheral nerves were identified. These values could be used for future management of peripheral nerve disorders.
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Affiliation(s)
| | - Ahmed Abodonya
- College of Medicine, Prince Sattam Bin Abdulaziz University
- Al-Azhar University
| | - Mamdouh Kotb
- College of Medicine, Prince Sattam Bin Abdulaziz University
- Minia University, Cairo
| | - Sanaa Kamal
- College of Medicine, Prince Sattam Bin Abdulaziz University
| | - Gehan Mahmoud
- College of Medicine, Prince Sattam Bin Abdulaziz University
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19
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Décard BF, Pham M, Grimm A. Ultrasound and MRI of nerves for monitoring disease activity and treatment effects in chronic dysimmune neuropathies – Current concepts and future directions. Clin Neurophysiol 2018; 129:155-167. [DOI: 10.1016/j.clinph.2017.10.028] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2017] [Revised: 10/03/2017] [Accepted: 10/07/2017] [Indexed: 02/07/2023]
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20
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Messina C, Bignotti B, Tagliafico A, Orlandi D, Corazza A, Sardanelli F, Sconfienza LM. A critical appraisal of the quality of adult musculoskeletal ultrasound guidelines using the AGREE II tool: an EuroAIM initiative. Insights Imaging 2017; 8:491-497. [PMID: 28755330 PMCID: PMC5621989 DOI: 10.1007/s13244-017-0563-4] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2017] [Revised: 06/09/2017] [Accepted: 06/21/2017] [Indexed: 01/10/2023] Open
Abstract
OBJECTIVES Our aim was to evaluate the quality of published guidelines on musculoskeletal ultrasound (MSK-US) for adults. METHODS Between June and July 2016, we conducted an online search for MSK-US guidelines, which were evaluated by four independent readers blinded to each other using the AGREE II tool. A fifth independent reviewer calculated scores per each domain and agreement between reviewers' scores using the intraclass correlation coefficient (ICC). RESULTS Five guidelines were included in this appraisal. They were published between 2001 and 2014. Our appraisal showed intermediate results, with four out of five guidelines scoring "average" as overall quality. Domain 1 (scope and purpose) achieved the highest result (total score = 71.1% ± 18.7%). Domain 6 (editorial independence) had the lowest score (total score = 26.3% ± 19.3%). Interobserver agreement was very good for all the evaluated guidelines (ICC ranged between 0.932 and 0.956). CONCLUSIONS Overall, quality of MSK-US guidelines ranges from low to average when evaluated using the AGREE II tool. The editorial independence domain was the most critical, thus deserving more attention when developing future guidelines. MAIN MESSAGES • Four of five guidelines on MSK-US had an average quality level. • Scope/purpose had the highest score (71.1% ± 18.7%). • Editorial independence had the lowest score (26.3% ± 19.3%). • Interobserver agreement was very good (ranges: 0.932-0.956).
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Affiliation(s)
- Carmelo Messina
- Scuola di Specializzazione in Radiodiagnostica, Università degli Studi di Milano, Via Festa del Perdono 7, 20122, Milan, Italy
| | - Bianca Bignotti
- Department of Health Sciences, University of Genova, Genoa, Italy
| | | | - Davide Orlandi
- Ospedale Evangelico Internazionale, Piazzale Gianasso 5, 16100, Genoa, Italy
| | - Angelo Corazza
- Unità Operativa di Radiologia Diagnostica ed Interventistica, IRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161, Milan, Italy
| | - Francesco Sardanelli
- Servizio di Radiologia, IRCCS Policlinico San Donato, Piazza Malan 1, 20097, San Donato Milanese, Italy
- Dipartimento di Scienze Biomediche per la Salute, Università degli Studi di Milano, Via Pascal 36, 20133, Milan, Italy
| | - Luca Maria Sconfienza
- Unità Operativa di Radiologia Diagnostica ed Interventistica, IRCCS Istituto Ortopedico Galeazzi, Via Riccardo Galeazzi 4, 20161, Milan, Italy.
- Dipartimento di Scienze Biomediche per la Salute, Università degli Studi di Milano, Via Pascal 36, 20133, Milan, Italy.
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21
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Bignotti B, Zaottini F, Airaldi S, Martinoli C, Tagliafico A. Extraneural findings during peripheral nerve ultrasound: Prevalence and further assessment. Muscle Nerve 2017; 57:65-69. [DOI: 10.1002/mus.25646] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/15/2017] [Indexed: 01/13/2023]
Affiliation(s)
- Bianca Bignotti
- Department of Health Sciences (DISSAL)University of GenoaLargo Rosanna Benzi 8, 16132Genoa Italy
| | - Federico Zaottini
- Department of Health Sciences (DISSAL)University of GenoaLargo Rosanna Benzi 8, 16132Genoa Italy
| | - Sonia Airaldi
- Department of Health Sciences (DISSAL)University of GenoaLargo Rosanna Benzi 8, 16132Genoa Italy
| | - Carlo Martinoli
- Department of Health Sciences (DISSAL)University of GenoaLargo Rosanna Benzi 8, 16132Genoa Italy
| | - Alberto Tagliafico
- University of Genova and Azienda Ospedaliera Universitaria (AOU) Istituto di Ricovero e cura a carattere scientifico (IRCCS) San Martino Istituto Nazionale per la Ricerca sul Cancro (IST)Genoa Italy
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