Construction of a quantitative diagnosis model for predicting the nature of thyroid nodules based on multi-modality ultrasound images / 中华超声影像学杂志

Objective:To construct a quantitatively diagnostic nomogram model by analyzing the clinical information of patients and the features of multi-modality ultrasound images of thyroid lesions, so as to preoperatively predict the malignant probability of suspicious thyroid nodules and provide effective references for clinical decision-making.Methods:A total of 933 patients, 1 121 thyroid nodules of C-TIRADS 3-5 categories, who underwent surgery in the Second Affiliated Hospital of Harbin Medical University from September 1, 2020 to June 10, 2021 were collected. The nodules were randomly divided into training ( n=897) and test groups ( n=224) in 8∶2 ratio. Finally, the diagnostic performance was evaluated by area under the curve (AUC). Results:①After preliminary screening by univariate analysis, multivariate analysis showed that age, echogenicity, orientation, echogenic foci, margin, posterior features, and elastic score were significantly correlated with benign and malignant nodules (all P<0.001), and the difference of halo between benign and malignant nodules was also statistically significant ( P=0.012). ②The AUC of nomogram was up to 0.903(95% CI=0.862-0.944) in the test set, and 0.889(95% CI=0.832-0.946) and 0.960(95% CI=0.925-0.994) in nodules with maximum diameter of ≤10 mm and of >10 mm respectively, which showed high diagnostic performance. Conclusions:The nomogram model could accurately differentiate malignant from benign thyroid nodules preoperatively, with the highest diagnostic performance for the nodules with maximum diameter of >10 mm, and effectively avoid the unnecessary fine-needle biopsy and surgical operation.

Imaging study of lymphomatosis cerebri characterized by diffuse lesions of bilateral cerebral white matter / 中华神经科杂志

Objective:To investigate multimodality imaging characteristics and clinical features of lymphomatosis cerebri (LC) and reasons for misdiagnosis,with the goal of potentially facilitating an early and accurate diagnosis for this often-missed disease.Methods:Clinical data and cerebral multimodality imaging findings from 11 patients with LC proven basing on pathology in the Affiliated Hospital of Guizhou Medical University from November 30, 2011 to December 28, 2020 were retrospectively extracted, analyzed, and reviewed in combination with the literatures.Results:The common presenting symptoms with subacute onset included cognitive decline (8/11), gait disturbance (9/11), and behavioral disturbance (5/11). Test of cerebrospinal fluid showed that the number of cells and the level of protein increased (8/10), the sugar content (2/10) and chloride (4/10) decreased. The imaging manifestations of 11 patients with LC were diffuse lesions of bilateral cerebral white matter in the both deep and lobar lesion distribution, involving the cerebral cortex and subcortical white matter in eight cases (8/11), basal ganglia in seven cases (7/11), thalamus in five cases (5/11), cerebellum in six cases and brain stem in six cases (6/11). All 11 patients showed equal or slightly low-density shadows on CT plain scan and slightly longer T 1WI and T 2WI signals on magnetic resonance imaging. Six cases (6/11) had no obvious enhancement in the early stage, and five cases and six follow-up cases showed heterogenous spots, patches, nodules or clusters of distinct enhancement. Diffusion-weighted imaging showed non restricted diffusion in nine (9/11) cases initially diagnosed, and restricted diffusion in two cases (2/11) and nine follow-up cases, which were hyperintense on diffusion-weighted imaging and hypointense on apparent diffusion coefficient maps. Five patients (5/5) presented a marked decrease in N-acetyl aspartic acid (NAA)/creatine (Cr) and increase in choline (Cho)/Cr on hydrogen proton magnetic resonance spectrum, including an increase in lipid/Cr in three cases. One case (1/3) showed no abnormal increase in lesion metabolism, and two cases (2/3) showed slightly increased uptake on positron emission tomography/CT. Conclusions:Diffuse bilateral cerebral lesions especially in deep and lobar region, without enhancement or with patchy enhancement, marked decrease in NAA/Cr and increase in Cho/Cr and Lip/Cr are suggestive of LC. Misdiagnosis may be mainly due to insufficient understanding and improper brain biopsy.

A review on integration methods for single-cell data / 生物医学工程学杂志

The emergence of single-cell sequencing technology enables people to observe cells with unprecedented precision. However, it is difficult to capture the information on all cells and genes in one single-cell RNA sequencing (scRNA-seq) experiment. Single-cell data of a single modality cannot explain cell state and system changes in detail. The integrative analysis of single-cell data aims to address these two types of problems. Integrating multiple scRNA-seq data can collect complete cell types and provide a powerful boost for the construction of cell atlases. Integrating single-cell multimodal data can be used to study the causal relationship and gene regulation mechanism across modalities. The development and application of data integration methods helps fully explore the richness and relevance of single-cell data and discover meaningful biological changes. Based on this, this article reviews the basic principles, methods and applications of multiple scRNA-seq data integration and single-cell multimodal data integration. Moreover, the advantages and disadvantages of existing methods are discussed. Finally, the future development is prospected.

Differentiation of autoimmune pancreatitis and pancreatic ductal adenocarcinoma based on multi-modality texture features in F-FDG PET/CT / 生物医学工程学杂志

Autoimmune pancreatitis (AIP) is a unique subtype of chronic pancreatitis, which shares many clinical presentations with pancreatic ductal adenocarcinoma (PDA). The misdiagnosis of AIP often leads to unnecessary pancreatic resection. F-FDG positron emission tomography/ computed tomography (PET/CT) could provide comprehensive information on the morphology, density, and functional metabolism of the pancreas at the same time. It has been proved to be a promising modality for noninvasive differentiation between AIP and PDA. However, there is a lack of clinical analysis of PET/CT image texture features. Difficulty still remains in differentiating AIP and PDA based on commonly used diagnostic methods. Therefore, this paper studied the differentiation of AIP and PDA based on multi-modality texture features. We utilized multiple feature extraction algorithms to extract the texture features from CT and PET images at first. Then, the Fisher criterion and sequence forward floating selection algorithm (SFFS) combined with support vector machine (SVM) was employed to select the optimal multi-modality feature subset. Finally, the SVM classifier was used to differentiate AIP from PDA. The results prove that texture analysis of lesions helps to achieve accurate differentiation of AIP and PDA.

Prediction of rectal toxicity of radiotherapy for prostate cancer based on multi-modality feature and multi-classifiers / 南方医科大学学报

OBJECTIVE@#To evaluate rectal toxicity of radiotherapy for prostate cancer using a novel predictive model based on multi-modality and multi-classifier fusion.@*METHODS@#We retrospectively collected the clinical data from 44 prostate cancer patients receiving external beam radiation (EBRT), including the treatment data, clinical parameters, planning CT data and the treatment plans. The clinical parameter features and dosimetric features were extracted as two different modality features, and a subset of features was selected to train the 5 base classifiers (SVM, Decision Tree, K-nearest-neighbor, Random forests and XGBoost). To establish the multi-modality and multi-classifier fusion model, a multi-criteria decision-making based weight assignment algorithm was used to assign weights for each base classifier under the same modality. A repeat 5-fold cross-validation and the 4 indexes including the area under ROC curve (AUC), accuracy, sensitivity and specificity were used to evaluate the proposed model. In addition, the proposed model was compared quantitatively with different feature selection methods, different weight allocation algorithms, the model based on single mode single classifier, and two integrated models using other fusion methods.@*RESULTS@#Repeated (5 times) 5-fold cross validation of the proposed model showed an accuracy of 0.78 for distinguishing toxicity from non-toxicity with an AUC of 0.83, a specificity of 0.79 and a sensitivity of 0.76.@*CONCLUSIONS@#Compared with the models based on a single mode or a single classifier and other fusion models, the proposed model can more accurately predict rectal toxicity of radiotherapy for prostate cancer.

Advances in the application of iron oxide based magnetic nanoparticles in cancer ther-anostics / 中国肿瘤临床

Cancer theranostics has attracted increasing attention in the area of nanooncology, where the therapeutic drugs and diag-nostic imaging are integrated into a multifunctional nanoplatform. A theranostic nanoparticle can deliver therapeutic drugs and imag-ing agents simultaneously. Iron oxide based magnetic nanoparticles (MNPs) are one of the most typical theranostic nanoparticles and have many excellent properties, such as biosafety, superparamagnetism, and tunable surface modifications and functionalizations. Moreover, they have drug loading capacity along with the distinctive properties of T2 weighted magnetic resonance imaging (T2W MRI), magnetic targeting, and magnetic hyperthermia. Presently, iron oxide based MNPs are being widely used in cancer theranostic research. This paper introduces the general structure of iron oxide based MNPs and reviews their applications in cancer dual/multiple modal imaging (T2W MRI combining T1W MRI, CT, optical imaging, PET/SPECT, and ultrasound) and therapy (chemotherapy, photody-namic therapy, photothermal therapy, and magnetic hyperthermia).

Application of teaching with multi-modality visualization in the training of neurosurgical residents / 中华医学教育探索杂志

Objective To teach neurosurgical residents of standardized training by using teaching method with multi-modality visualization and to explore its application effects.Methods Total 122 students were randomly divided into two groups:multi-modality visualization teaching group (n=61) and traditional teaching group (n=61).The evaluation of teaching effect was conducted by questionnaire of students and the analysis of test scores after the course.Comparison between the two groups was made by using independent sample t test.Results Questionnaire showed that the satisfaction of teaching mode (88.5％),learning efficiency (93.4％),and training results (90.1％) with multi-modality visualization teaching group were statistically higher than traditional group (P＜0.05).Test score showed that results of theory test (88.5 ± 5.1),on-spot examination (91.6 ± 5.5),and overall score (89.3 ± 5.2) were also statistically higher in multi-modality visualization teaching group than that of control group (P＜0.05).There was no significant difference in clinical skills assessment between two groups.Conclusions Teaching with multi-modality visualization can significantly improve the efficiency of neurosurgical clinical teaching and promote the training effect of students,which provides a new strategy of neurosurgical clinical teaching.

The application of multi-modality three dimensional imaging reconstructive technology in diagnosing the urethral stricture / 中华泌尿外科杂志

Objective To assess the feasibility and efficacy of multi-modality three dimensional imaging reconstructive technology in diagnosing the urethral stricture.Methods Totally,121 male patients,suffered with urethral strictures,were enrolled in this study between January 2012 and June 2017.Their age ranged from 17 to 63 years old.The etiology included pelvic fracture in 71 cases,straddle injury in 16 cases,iatrogenic injury in 25 cases,infection in 9 cases.All patients accepted the routine antegrade and retrograde urethrography.The slim CT scan and 3D image reconstruction were performed in patients with posterior urethral stricture.The 3D ultrasound detection and image reconstruction were used in patients with anterior urethral strictures.The fly-through mode was used in each 3D image in order to simulate the process of endoscopic examination.The length of stricture was compared between that in traditional urethrography and in 3D dimensional image,based on the results from anastomotic procedure and substitution.Result Among patients,71 cases were diagnosed as posterior urethral stricture and 50 cases were diagnosed as anterior urethral stricture.In those patients with posterior urethral stricture,no statistical significant difference of stricture length was noticed between traditional urethrography and 3 D dimensional image [(2.30 ± 1.60)cm vs.(2.18 ± 1.55)cm,P =0.91)].In patients who complained about the urine leakage from anus,higher detective rate of fistula could be seen in the CT 3D image than that in traditional endoscopic examination (87.9％ vs.77.6％).To patients with anterior urethral strictures,no statistical significant difference of stricture length was noticed between traditional urethrography and 3D dimensional image [Penile:(2.13 ±0.34) cm vs.(2.24 ± 0.31) cm,P =0.13;Bulbar:(1.98 ± 0.47) cm vs.(2.13 ± 0.32) cm,P =0.23)].However,the advantage of 3D image could be shown in detecting the lesion of navicular fossa and periurethral pathologic fibrosis.In the fly-through mode,the effect of 3D CT image seems to be superior to that in the 3D ultrasound image,which could show more smooth urethral wall and longer urethral segment.The limitation of those 3D image reconstructive technology was that long time consuming was needed during the 3D image reconstruction.Conclusion Our study showed that the multi-modality three dimensional imaging reconstructive technology can improve the sensitivity and specify in diagnosing the urethral stricture.After some modification,it will become the alternative method in diagnosing the urethral stricture.

Design and development of multi-modality medical image fusion and evaluation simulation system / 医疗卫生装备

Objective To design and develop a multi-modality medical image fusion and evaluation simulation system to eliminate the deficiencies of the images by different technologies.Methods The system was developed with MATLAB 2014a development platform as well as MATLAB graphical user interface and image processing toolbox.Results Common methods were realized of multi-modality medical images,and the evaluation on seven objective indicators was implemented such as entropy,mutual information,cross entropy,mean,standard deviation and etc.Conclusion The system behaves well in interactivity,practicality and extensibility,and is of great significance for clinical diagnosis as well as teaching medical image processing in specialties of biomedical engineering,medical image technology and etc.[Chinese Medical Equipment

Design and development of multi-modality medical image fusion and evaluation simulation system / 医疗卫生装备

Objective To design and develop a multi-modality medical image fusion and evaluation simulation system to eliminate the deficiencies of the images by different technologies.Methods The system was developed with MATLAB 2014a development platform as well as MATLAB graphical user interface and image processing toolbox.Results Common methods were realized of multi-modality medical images,and the evaluation on seven objective indicators was implemented such as entropy,mutual information,cross entropy,mean,standard deviation and etc.Conclusion The system behaves well in interactivity,practicality and extensibility,and is of great significance for clinical diagnosis as well as teaching medical image processing in specialties of biomedical engineering,medical image technology and etc.[Chinese Medical Equipment

Research progress in multi-modality imaging system based on fluorescence molecular tomography / 国际生物医学工程杂志

Multi-modality imaging system based on fluorescence molecular tomography (FMT) has been widely used in animal studies.It combines FMT with other imaging modalities,which realizes the imaging of anatomical structure,physiological function and biological activities on molecular or cellular levels of small animal in vivo at the same time.This review gives an introduction to the history and current research status of singlemodality FMT system,introduces the developments of multi-modality system based on FMT,especially the system setup,working principle,performance and application of FMT/CT,FMT/MRI and FMT/radionuclide imaging.The prospects of multi-modality imaging system based on FMT are discussed.

A case study of primary testicular lymphoma：diagnosis and treatment strategies / 中国肿瘤临床

Primary testicular lymphoma comprises 1% to 9% of testicular neoplasms and represents 1% to 2% of all non-Hodg-kin lymphomas. Histologically, the majority of the tumor consists of diffuse large B-cell non-Hodgkin lymphomas that are of intermedi-ate- or high-grade neoplasm. Clinically, the disease typically presents as a painless testicular swelling that develops over a span of weeks to months. B symptoms such as fever, weight loss, and anorexia are present in 25% to 41% of the patients. This tumor is an ag-gressive type, with frequent invasion of the epididymis, spermatic cord, and scrotum, as well as a marked tendency to relapse, especial-ly in the CNS. The treatment is mainly based on orchiectomy (mostly in stages ⅠE and ⅡE) regardless of its association with prophy-lactic irradiation of the scrotum and administration of intrathecal chemotherapy, cyclophosphamide, doxorubicin, vincristine, and pred-nisone regimen chemotherapy plus rituximab (R-CHOP) (stages ⅢE and ⅣE) and radiotherapy. The multi-modality treatment marked-ly improved progression-free and overall survival. We introduce as reference one case that received a multidisciplinary comprehensive discussion in the Department Lymphoma, Tianjin Medical University Cancer Hospital.

Facile Fabrication of Animal-Specific Positioning Molds For Multi-modality Molecular Imaging / 핵의학분자영상

PURPOSE: Recently multi-modal imaging system has become widely adopted in molecular imaging. We tried to fabricate animal-specific positioning molds for PET/MR fusion imaging using easily available molding clay and rapid foam. The animal-specific positioning molds provide immobilization and reproducible positioning of small animal. Herein, we have compared fiber-based molding clay with rapid foam in fabricating the molds of experimental animal. MATERIALS AND METHODS: The round bottomed-acrylic frame, which fitted into microPET gantry, was prepared at first. The experimental mice was anesthetized and placed on the mold for positioning. Rapid foam and fiber-based clay were used to fabricate the mold. In case of both rapid foam and the clay, the experimental animal needs to be pushed down smoothly into the mold for positioning. However, after the mouse was removed, the fabricated clay needed to be dried completely at 60 degrees C in oven overnight for hardening. Four sealed pipet tips containing [18F]FDG solution were used as fiduciary markers. After injection of [18F]FDG via tail vein, microPET scanning was performed. Successively, MRI scanning was followed in the same animal. RESULTS: Animal-specific positioning molds were fabricated using rapid foam and fiber-based molding clay for multimodality imaging. Functional and anatomical images were obtained with microPET and MRI, respectively. The fused PET/MR images were obtained using freely available AMIDE program. CONCLUSION: Animal-specific molds were successfully prepared using easily available rapid foam, molding clay and disposable pipet tips. Thanks to animal-specific molds, fusion images of PET and MR were co-registered with negligible misalignment.

Three-dimensional reconstruction and display of intraocular and orbital tumors based on multi-modality image fusion theory / 第二军医大学学报

Objective: To study the application of CT and MRI fusion technique in the diagnosis and treatment of intraocular and orbital tumors. Methods: 2D-images of 13 patients with intraocular and orbital tumors were fused by special-point registration and Iterative Local Closest Point(ILCP) method; 3D-fusion images were reconstructed by Ray Tracing method. Results: A 3D-CT-MRI fusion images of intraocular and orbital tumors were reconstructed and displayed. The CT and MRI data of intraocular and orbital tumors were displayed on the same image as a comprehensive whole,which provided a stereogram of 3D-structure of the normal and abnormal orbital tissues. Anatomical structure of the orbit was clearly visualized by 3D-CT-MRI image. Conclusion: The multi-modality fusion technique can provide more accurate and comprehensive information for clinical diagnosis of intraocular and orbital tumors, which is helpful for doctors' planning of surgical operations,clinical education and doctor-patient communication.

Three-dimensional reconstruction and display of intraocular and orbital tumors based on multi-modality image fusion theory / 第二军医大学学报

Objective: To study the application of CT and MRI fusion technique in the diagnosis and treatment of intraocular and orbital tumors. Methods: 2D-images of 13 patients with intraocular and orbital tumors were fused by special-point registration and Iterative Local Closest Point(ILCP) method; 3D-fusion images were reconstructed by Ray Tracing method. Results: A 3D-CT-MRI fusion images of intraocular and orbital tumors were reconstructed and displayed. The CT and MRI data of intraocular and orbital tumors were displayed on the same image as a comprehensive whole,which provided a stereogram of 3D-structure of the normal and abnormal orbital tissues. Anatomical structure of the orbit was clearly visualized by 3D-CT-MRI image. Conclusion: The multi-modality fusion technique can provide more accurate and comprehensive information for clinical diagnosis of intraocular and orbital tumors, which is helpful for doctors' planning of surgical operations,clinical education and doctor-patient communication.

Three-dimensional reconstruction and display of intraocular and orbital tumors based on multi-modality image fusion theory / 第二军医大学学报

Objective: To study the application of CT and MRI fusion technique in the diagnosis and treatment of intraocular and orbital tumors. Methods: 2D-images of 13 patients with intraocular and orbital tumors were fused by special-point registration and Iterative Local Closest Point(ILCP) method; 3D-fusion images were reconstructed by Ray Tracing method. Results: A 3D-CT-MRI fusion images of intraocular and orbital tumors were reconstructed and displayed. The CT and MRI data of intraocular and orbital tumors were displayed on the same image as a comprehensive whole,which provided a stereogram of 3D-structure of the normal and abnormal orbital tissues. Anatomical structure of the orbit was clearly visualized by 3D-CT-MRI image. Conclusion: The multi-modality fusion technique can provide more accurate and comprehensive information for clinical diagnosis of intraocular and orbital tumors, which is helpful for doctors' planning of surgical operations,clinical education and doctor-patient communication.