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The glymphatic system can remove metabolic wastes from the brain, which plays a significant role in maintaining the homeostasis of the central nervous system. It is an important basis for advanced cognitive functions such as learning and memory. Studies have analyzed the function of glymphatic system by diffusion tensor imaging analysis along the perivascular space (DTI-ALPS) recently. Compared with other invasive examinations that require fluorescent tracer technique or the injection of contrast agents, DTI-ALPS can evaluate the hydromechanics of the glymphatic system via quantifying the diffusion rate of water molecules in different directions, which turns out to be a non-invasive in vivo neuroimaging method. The ALPS-index calculated by the DTI-ALPS method is significantly correlated with the cognitive function in diseases of central nervous system and other system and can reflect the dynamic changes of diseases. In general, ALPS-index is expected to become a novel neuroimaging biomarker for predicting prognosis and clinical effects.
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Glymphatic System/diagnostic imaging , Diffusion Tensor Imaging , Brain/diagnostic imaging , Central Nervous System , CognitionABSTRACT
OBJECTIVE@#In order to solve the technical problems, clinical researchers face the process of medical imaging analysis such as data labeling, feature extraction and algorithm selection, a medical imaging oriented multi-disease research platform based on radiomics and machine learning technology was designed and constructed.@*METHODS@#Five aspects including data acquisition, data management, data analysis, modeling and data management were considered. This platform provides comprehensive functions such as data retrieve and data annotation, image feature extraction and dimension reduction, machine learning model running, results validation, visual analysis and automatic generation of analysis reports, thus an integrated solution for the whole process of radiomics analysis has been generated.@*RESULTS@#Clinical researchers can use this platform for the whole process of radiomics and machine learning analysis for medical images, and quickly produce research results.@*CONCLUSIONS@#This platform greatly shortens the time for medical image analysis research, decreasing the work difficulty of clinical researchers, as well as significantly promoting their working efficiency.
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Machine Learning , Diagnostic Imaging , Algorithms , RadiographyABSTRACT
Aim To evaluate and compare the toxicity of psoralen on two-dimensional(2D)and three-dimensional(3D)cultured human hepatocyte HepG2 models. Methods The 3D cell model of HepG2 cells was constructed by low adsorption U-shaped bottom porous plate method. After treated with psoralen for 24 hours, the cell viabilities of 2D and 3D HepG2 cells were detected by CCK-8 assay, LDH leakage was detected by kit, and the mitochondrial membrane potential was detected by TMRM staining. The effect of psoralen on the mRNA of mitochondrial fusion-fission proteins DRP1, Mfn-2 and OPA1 was detected by Q-PCR. Results 3D model maintained a high level of albumin and urea secretion for a long time. And the expression levels of CYP1A2, CYP2E1, CYP3A4 and UGT1A1 in 3D model were higher than those in 2D model. In 3D model lower concentrations of psoralen showed a significant decrease in cell viability, a significant increase in LDH leakage, and a decrease in mitochondrial membrane potential. Q-PCR results showed that psoralen induced a marked increase in the expression of mitochondrial fission protein DRP1, while a significant decrease in mitochondrial fusion protein OPA1. Conclusions A 3D HepG2 cell model is successfully constructed and applied to the evaluation of psoralen hepatotoxicity; the 3D cell culture model is more sensitive to psoralen toxicity, and mitochondria may play a key role in psoralen-induced cell damage.
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@#In recent years, the application of artificial intelligence (AI) in the medical field, especially in dental imaging diagnosis, has developed rapidly. This review introduces research on AI in detail from the aspects of identifying caries, periapical lesions, vertical root fracture, periodontitis, maxillary supernumerary teeth and impacted mandibular third molars, oral and maxillofacial cystic lesions and temporomandibular joint disorders. Studies have shown that the diagnostic accuracy of AI in the abovementioned oral diseases is equivalent to or even better than that of dentists, indicating that AI has potential in oral disease diagnosis. However, AI models are limited by manual annotation accuracy, poor interpretability, weak generalization ability and difficulty in incremental learning. Future investigations should focus on the development and training of algorithms to improve AI accuracy in oral disease diagnosis.
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Objective:To analyze the characteristics of eyes with congenital optic disc pits (ODPs) through multimodal imaging.Methods:A cross-sectional study was conducted.Thirty-eight patients (38 eyes) diagnosed with congenital ODPs in the Second Hospital of Hebei Medical University from January 2009 to January 2020 were enrolled.A comprehensive summary analysis of the imaging results including fundus photography, spectral domain-optical coherence tomography (SD-OCT), infrared imaging, fundus autofluorescence (FAF), fluorescein fundus angiography (FFA) and indocyanine green angiography (ICGA) was performed.This study protocol adhered to the Declaration of Helsinki and was approved by an Ethics Committee of The Second Hospital of Hebei Medical University (No.2021-P011). Written informed consent was obtained from each subject prior to any medical examination.Results:Among the 38 eyes, there were 32 eyes with ODPs located in or below the temporal side of optic disc, 4 eyes with ODPs located above the temporal side of optic disc, and 2 eyes with ODPs located at the center of optic disc, which were round or quasi-circular pale depression, and dark red eminences with clear or unclear boundaries between milk spots were found in 29 eyes with optical-disc macular degeneration (ODP-M) by fundus photography.SD-OCT examination showed that the structure of lamina cribrosa in the lesion area in all ODPs patients was incomplete, which presented a dark area with no tissue reflection, and the fissure led to the deep optic nerve.Fluid was found in the outer nuclear layer in all ODP-M patients, and there were 27 eyes with fluid in the inner nuclear layer, 13 eyes in the ganglion cell layer, and 4 eyes under the inner limiting membrane.Among the 29 eyes with ODP-M, there were 21 eyes with retinoschisis in outer layer, 27 eyes with neuroepithelial detachment.In the 27 eyes with neuroepithelial detachment, spot-like high reflection and reduced or disappeared ellipsoid band reflectance were seen above the neuroepithelium in 18 eyes.In infrared images, there were circular or quasi-circular low-reflection areas in the temporal side of the optic disc, and the lesion of ODP-M eyes presented low-reflection areas.FAF examination showed that in 27 eyes with ODP-M, there was a hypofluorescent region at the posterior pole consistent with the lesion range, among which, there was a granular or sheet-like hyperfluorescence at the center of the hypofluorescent region in 18 eyes.FFA showed that the optic disc depression in the arterial phase of patients was in a localized hypofluorescence state.During the venous phase, fluorescein dye extravasation along the temporal side of the optic disc could be found.A strong fluorescent arc with unclear boundaries at the temporal edge of the optic disc was formed in the late stage of angiography.Among the 29 eyes with ODP-M, the area of the macular lesion showed hyperfluorescence during the late stage of angiography in 27 eyes with neuroepithelial detachment, and no extension of dye toward the macula was found.ICGA showed that the optic disc depression of ODPs patients presented a localized hypofluorescence, and the lesion showed hyperfluorescence in 27 of the 29 ODP-M eyes with neuroepithelial detachment.Conclusions:Multimodal imaging can be helpful to realize the early diagnosis, etiology analysis of ODPs and make treatment plan.
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Objective To evaluate the application of imaging analysis system based on three-dimension computed tomography (3D-CT)for the diagnosis of femoral trochlear dysplasia.Methods Between May 2013 and January 2014,30 patients were diagnosed as recurrent patella dislocation and received surgical treatment.All the patients received 3D-CT diagnosis of the knee joints preoperatively,and the data of 3D-CT were transferred to imaging analysis system with MIMICS software that would be used to get the trochlear dysplasia index.The patients were also received knee fluoroscopic detection.A true lateral view was also used for evaluation of the trochlear dysplasia as the classic method.The difference between the two methods was compared.And the sensitivity,specificity,positive and negative predictive value of the imaging analysis system were analyzed.Results The mean trochlear dysplasia index was 5.3 ± 1.8 mm (3.2 to 8.4 mm)using the classic fluoroscopic method,showing no significant difference from the result according to the imaging analysis system,5.2 ± 1.5 mm (3.5 to 8.1 mm).When the fluoroscopic method was set as the golden standard,the sensitivity,specificity,positive and negative predictive value of the imaging analysis system were 89.5％,81.8％,89.4％ and 82.0％ respectively.Conclusion The imaging analysis system based on 3D-CT of knee joints could provide acceptable results without good sensitivity and specificity,without significant differences from the classic fluoroscopic method.So it is a more safer and easier approach worthy of clinical implication.
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Objective: To study the aortic root imaging and clinical application in 15 patients with transcatheter aortic valve implantation (TAVI). Methods: A total of 15 patients with severe aortic valve stenosis received TAVI in our hospital from 2011-03 to 2013-11 were studied. The CT scan and transthoracic echocardiography were conducted to measure the aortic root anatomy and the differences of annulus size between CT and echocardiography were calculated. The prosthetic valves were selected based on CT measurement. The pre-operative accuracy of measurement was evaluated by the follow-up study at 6 months after operation. Results: The CT measured pre-operative aortic annulus short diameter was (21.5 ± 2.4) mm, long diameter was (27.3 ± 2.7) mm, the average inner diameter was (24.4 ± 2.4) mm, left ventricular out lfow (LVOF) tract long diameter was (28.3 ± 4.5) mm, the average inner diameter of LVOF was (24 ± 3.5), ascending aorta diameter was (35.3 ± 4.4) mm. The Venus Medtech A-Valve implanted in 8 patients with #26 and in 7 patients with #29. The average inner diameter of aortic annulus measured by CT was larger than transthoracic echocardiography, P Conclusion: There is a difference for aortic annulus size by CT and transthoracic echocardiography measurements. CT may presisely assess the aortic root morphology and provide strong support for TAVI.
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Objective : The objective of the present study was to clarify the differences in statistical imaging analysis of functional and morphologic imaging between neuropsychological impairments (NPI) and nonorganic mental disorder (MD) after traumatic head injury. Methods : Six depressive patients after head injury without abnormal findings on conventional MRI (MD group), six nondepressive patients with NPI after diffuse axonal injury (NPI group), and six healthy subjects with a history of head injury (control group) were enrolled in this study. For all subjects, <sup>99m</sup>Tc-ethylcysteinate dimmer (Tc-ECD) SPECT and MRI 3D volumetry were performed. Imaging data were analyzed using statistical parametric mapping, and then, the analyzed data were compared among the three groups (2 sample t test, uncorrected <i>p</i><0.01). Results : Compared to the Control group, significant low Tc-ECD uptake and regional grey matter volume reduction were noticed bilaterally in the anterior medial brain aspects such as the anterior cingulate cortex in both the MD group and the NPI group. These findings were significantly greater in the NPI group than in the MD group. Moreover, these functional and morphologic abnormalities were also spread to more medial and deep aspects such as the posterior limbic and the brain stem in the NPI group. Conversely, in the MD group without morphologic abnormalities, only functional abnormalities spread above the common lesions to the dorsolateral brain aspects such as the superior frontal lobe. Conclusion : Our results revealed some characteristics of statistical imaging analysis in functional and morphologic imaging of MD and NPI patients after head injury. These findings seem to be novel and can serve as useful information for future investigation of neural correlates with both NPI and MD after head injury.
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Objective To promote the use of chemical peeling in facial rejuvenation with the phenol and croton oil peeling agents to the UVA/B-irradiated skin of hairless mice, and to provide the experimental evidence for the clinical application of the treatment of irradiated skin.Methods Sixty BALB/C hairless mice were photo-aged by use of chronic ultraviolet A and ultraviolet B irradiation for 20 weeks. After irradiation the animals were randomly divided into two groups:untreated (10 mice) and treated (50 mice). The phenol and croton oil chemical peeling agents were applied to the dorsal skin of treated animal group while it was full anesthetized. Punch biopsies were taken at 7, 14, 30, 60, and 90 days after peel for histological analysis. At 60 days after irradiation, the skin wrinkling of animals were analyzed by macroscopy, cleavage line amplification, and computer imaging analysis system. Results The treated areas of irradiated skin recovered rejuvenation and exhibited a unique connective tissue layer composed of fine collagen fibers beneath the epidermis. Conclusion The mixture of phenol-croton oil may reverses the visible stigmata of photoaging skin. Our results will be of great help to promote the use of chemical peeling in facial rejuvenation.
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Objective To study the changes of skin wrinkles in hairless mice while exposed to ultraviolet. Methods The hairless mice were irradiated under long-wave ultraviolet ray (UVA), medium-frequency wave ultraviolet ray (UVB) and the combination of the two for 20 weeks. Total dose of UVA was 222J/cm~2, and that of UVB was 5.9J/ cm~2. After irradiation, the skin wrinkling of animals were analysed by the naked eye, dermatoglyphics enlarges and applied color skin system of pathologic portrait quantitative analysis. Results Control group: The hairless mice skin were fine and delicate, the ditch and ridge of skin distributed even, and had no the obvious cornification. Long wave ultraviolet ray (UVA) set: The skin was slightly rough, skin ditch and ridge distributed still even, and had no obvious cornification; quantitative analysis had no the obvious difference from that of control group. Medium-frequency wave ultraviolet ray (UVB) set: The dermatoglyphics were disorderly, and the skin ditch deepened, widened, and the skin ridge increased the breadth and obvious cornification, and quantitative analysis had obvious difference from that of control group. Long wave and medium-frequency wave ultraviolet ray (UVA+ UVB) set: The dermatoglyphics was disorderly, and the skin ditch deepened, widened, the skin ridge increased the breadth, skin cornification was more obvious, quantitative analysis had obvious difference from that of control group. Conclusions The qualitative and quantitative changes of the wrinkles in the ultraviolet irradiated skin of hairless mice are related to ultraviolet B but not to UVA. UVB is a key factor of skin wrinkling in UV-irradiation.
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By using immunohistochemistry LSAB method and imaging analysis technique, the expression of α1-antitrypsinase (α1-AT) in 41 cases of bronchioalveolar carcinoma (BAC) was quantitatively detected to explore the relationship between αl-AT expression in BAC tissues and clinical pathology. The results showed that the total positive rate for αl-AT expression was 85.4%. The positive rate for αl-AT expression in alveolar BAC was 100%, with the immunity reactive staining intensity being significantly higher than in papillary BAC, mucinous BAC or sclerosing BAC (P＜0.05). The positive rate in papillary BAC was 93.3%, with the intensity higher mucinous BAC or sclerosing BAC (P＜0.01); The positive rate in both mucinous BAC and sclerosing BAC was 66.7% (P＞0.05); The expression intensity in lymph node metastatic group was obviously lower than that in the group without metastasis (P＜0.01); The patients with mucinous BAC were diagnosed at a younger age than those with other histologic types of BAC (P＜0.05). It was suggested that BAC cells could also produce αl-AT. Detection of α1-AT could be used as a new method to diagnose BAC and might play a role in assessing BAC metastasis.
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By using immunohistochemistry LSAB method and imaging analysis technique, the expression of α1-antitrypsinase (α1-AT) in 41 cases of bronchioalveolar carcinoma (BAC) was quantitatively detected to explore the relationship between αl-AT expression in BAC tissues and clinical pathology. The results showed that the total positive rate for αl-AT expression was 85.4%. The positive rate for αl-AT expression in alveolar BAC was 100%, with the immunity reactive staining intensity being significantly higher than in papillary BAC, mucinous BAC or sclerosing BAC (P＜0.05). The positive rate in papillary BAC was 93.3%, with the intensity higher mucinous BAC or sclerosing BAC (P＜0.01); The positive rate in both mucinous BAC and sclerosing BAC was 66.7% (P＞0.05); The expression intensity in lymph node metastatic group was obviously lower than that in the group without metastasis (P＜0.01); The patients with mucinous BAC were diagnosed at a younger age than those with other histologic types of BAC (P＜0.05). It was suggested that BAC cells could also produce αl-AT. Detection of α1-AT could be used as a new method to diagnose BAC and might play a role in assessing BAC metastasis.
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Objective To investigate the techniques and influence factors for the respiratory navigator echo triggered whole-heart coronary MR angiography(WH-CMRA)and evaluate its application in visualizing coronary arteries and the image quality.Methods Ninety two volunteers were acquired with WH-CMRA at 3 T MR scanner using respiratory navigator-echo gated TFE sequence.Imaging quality was visually graded as 0—Ⅳ grade according to the visual inspection,average length,diameter and sharpness of coronary arteries.The correlation between the imaging quality and respiratory pattern,heart rate and navigator efficiency was analyzed.Results The imaging quality in 92 cases was that 28 were graded as Ⅳ, 53 were graded as Ⅲ,9 were graded as Ⅱ and 2 were graded as Ⅰ.The successful rate of scan was 88% (81/92).The imaging quality is mainly graded as Ⅳ when the heart rate was less than 75 beats per minute (bpm)and the sharpness of vessel was(48?11)%.When heart rate was more than 75 bpm,the image quality was mostly graded as Ⅲ and the sharpness was(33?15)%.The correlation between heart rate and imaging quality score was negative(r=-0.726,P0.05).Conclusion 3 T WH-CMRA technique could facilitated the visualization of whole coronary arteries at free breathing but having indications on heart rate.
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Purpose:To evaluate multiple biomarkers of colorectal tumor and their potential usage in automated diagnosis of colorectal cancer.Methods:10 normal colonic mucosae, 30 colorectal adenomas and 53 colorectal carcinomas with complete follow-up data were examined for multiple biomarkers(DNA contents, AgNOR, PCNA and nuclear morphometry) with quantitative computed processed imaging analysis.Results:The values of most of the parameters analyzed increased in accordance with the normal mucosa-adenoma-adenocarcinoma sequence, indicating a marked tendency for progression of colorectal malignancy. Among those parameters, DNA index,positive rates, counts, density and aspect factor of AgNOR, positive rates and density of PCNA, shape factor, width and density of nucleus were demonstrated to be relatively valuable indices.Conclusions:The quantitative evaluation of some indices of colorectal tumor can provide reproducible data for differential diagnostic of this tumor.
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There are substantial evidence suggesting that DNA content of tumors may provide the prognostic information with independent significances. With the advent of computer and video technology, image analysis becomes a practical method of measuring DNA that also makes it possible to classify cells. Among the patients who were operated and diagnosed as bone tumor at Department of Orthopedic Surgery, Korea University Hospital, from March 1992 to March 1995, we evaluated 19 cases by image cytometry and studied them. Among 19 case, 4 cases were fibrous dysplasia, 2 cases chondroma, 3 cases osteosarcoma, 2 cases chondrosarcoma, and 8 cases were metastatic bone tumors. Total benign tumors were 6 cases and malignant tumors were 13 cases. All benign tumors were diploid and all malignant tumors but one metastatic tumor were aneuploid. As a result, DNA quantitation by image analysis is effective in the differential diagnosis of malignancy in bone tumor. It seems that DNA quantitation will be used on the evaluation of tumor staging and prognosis by further clinical study.
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Humans , Aneuploidy , Chondroma , Chondrosarcoma , Clinical Study , Diagnosis, Differential , Diploidy , DNA , Image Cytometry , Korea , Methods , Neoplasm Staging , Orthopedics , Osteosarcoma , PrognosisABSTRACT
Objective To Study the expression of apo E protein changed in different wound age and position of the experimental traumatic brain injury(TBI) in rat. Methods The animal model of cerebral contusion was established by impact to the parietal lobe with a free fall weight,observed the changes of apo E in different wound age (0.5h、2h、6h、12h、24h、3d、7d、14d). The results were measured quantitatively with computer imaging analysis system. Results In cortex apo E-positive neurons definitely detected in 0.5h after brain injury, reaching the peak in 3d, then it shows the gradual decrease from 3d to 14d; In hippocampus apo E-positive neurons definitely detected in 0.5h after brain injury, reaching the peak in 3d in CA1 section and 24h in CA2～CA4. Then it shows the gradual decrease. We found the expression of apo E protein in CA1 section is stronger than others. Conclusion The location and intersity of the immunoreactivity of apo E protein changed at the different stages after TBI. These changes observed in the present study might be used for determination of injury time,early diagnosis and distinguish antemortem and postmortem brain injury in forensic medicine.