Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 232
Filter
1.
Comput Math Methods Med ; 2021: 9905808, 2021.
Article in English | MEDLINE | ID: mdl-34659451

ABSTRACT

Breast cancer is a strong risk factor of cancer amongst women. One in eight women suffers from breast cancer. It is a life-threatening illness and is utterly dreadful. The root cause which is the breast cancer agent is still under research. There are, however, certain potentially dangerous factors like age, genetics, obesity, birth control, cigarettes, and tablets. Breast cancer is often a malignant tumor that begins in the breast cells and eventually spreads to the surrounding tissue. If detected early, the illness may be reversible. The probability of preservation diminishes as the number of measurements increases. Numerous imaging techniques are used to identify breast cancer. This research examines different breast cancer detection strategies via the use of imaging techniques, data mining techniques, and various characteristics, as well as a brief comparative analysis of the existing breast cancer detection system. Breast cancer mortality will be significantly reduced if it is identified and treated early. There are technological difficulties linked to scans and people's inconsistency with breast cancer. In this study, we introduced a form of breast cancer diagnosis. There are different methods involved to collect and analyze details. In the preprocessing stage, the input data picture is filtered by using a window or by cropping. Segmentation can be performed using k-means algorithm. This study is aimed at identifying the calcifications found in bosom cancer in the last phase. The suggested approach is already implemented in MATLAB, and it produces reliable performance.


Subject(s)
Algorithms , Breast Neoplasms/diagnostic imaging , Calcinosis/diagnostic imaging , Diagnosis, Computer-Assisted/methods , Bayes Theorem , Calcinosis/classification , Computational Biology , Decision Trees , Diagnosis, Computer-Assisted/statistics & numerical data , Electric Impedance , Female , Humans , Image Interpretation, Computer-Assisted/methods , Image Interpretation, Computer-Assisted/statistics & numerical data , Linear Models , Machine Learning , Magnetic Resonance Imaging/methods , Magnetic Resonance Imaging/statistics & numerical data , Mammography/methods , Mammography/statistics & numerical data , Neural Networks, Computer , Support Vector Machine , Ultrasonography/methods , Ultrasonography/statistics & numerical data
2.
Hepatobiliary Pancreat Dis Int ; 20(1): 61-66, 2021 Feb.
Article in English | MEDLINE | ID: mdl-33341401

ABSTRACT

BACKGROUND: Cholesterol gallstones account for over 80% of gallstones, and the pathogenesis of gallstone formation involves genetic and environmental factors. However, data on the evolution of cholesterol gallstones with various densities are limited. This study aimed to determine the roles of microbiota and mucins on the formation of calcified cholesterol gallstones in patients with cholelithiasis. METHODS: Paired gallbladder tissues and bile specimens were obtained from cholelithiasis patients who were categorized into the isodense group and calcified group according to the density of gallstones. The relative abundance of microbiota in gallbladder tissues was detected. Immunohistochemistry and enzyme-linked immunosorbent assay were performed to detect the expression levels of MUC1, MUC2, MUC3a, MUC3b, MUC4, MUC5ac and MUC5b in gallbladder tissues and bile. The correlation of microbiota abundance with MUC4 expression was evaluated by linear regression. RESULTS: A total of 23 patients with gallbladder stones were included. The density of gallstones in the isodense group was significantly lower than that of the calcified group (34.20 ± 1.50 vs. 109.40 ± 3.84 HU, P < 0.0001). Compared to the isodense group, the calcified group showed a higher abundance of gram-positive bacteria at the fundus, in the body and neck of gallbladder tissues. The concentrations of MUC1, MUC2, MUC3a, MUC3b, MUC5ac and MUC5b in the epithelial cells of gallbladder tissues showed no difference between the two groups, while the concentrations of MUC4 were significantly higher in the calcified group than that in the isodense group at the fundus (15.49 ± 0.69 vs. 10.23 ± 0.54 ng/mL, P < 0.05), in the body (14.54 ± 0.94 vs. 11.87 ± 0.85 ng/mL, P < 0.05) as well as in the neck (14.77 ± 1.04 vs. 10.85 ± 0.72 ng/mL, P < 0.05) of gallbladder tissues. Moreover, the abundance of bacteria was positively correlated with the expression of MUC4 (r = 0.569, P < 0.05) in the calcified group. CONCLUSIONS: This study showed the potential clinical relevance among biliary microbiota, mucins and calcified gallstones in patients with gallstones. Gram-positive microbiota and MUC4 may be positively associated with the calcification of cholesterol gallstones.


Subject(s)
Bile/microbiology , Calcinosis/classification , Cholesterol/metabolism , Gallstones/classification , Gene Expression Regulation , Microbiota , Mucin-4/genetics , Adult , Bile/metabolism , Calcinosis/genetics , Calcinosis/microbiology , Female , Gallbladder/microbiology , Gallstones/genetics , Gallstones/microbiology , Humans , Immunohistochemistry , Male , Middle Aged , Mucin-4/biosynthesis , RNA/genetics , Retrospective Studies
3.
Medicine (Baltimore) ; 99(28): e20847, 2020 Jul 10.
Article in English | MEDLINE | ID: mdl-32664078

ABSTRACT

High-grade ductal carcinoma in situ (DCIS) requires resection due to the high risk of developing invasive breast cancer. The predictive powers of noninvasive predictors for high-grade DCIS remain contradictory. This study aimed to explore the predictive value of calcification for high-grade DCIS in Chinese patients.This was a retrospective study of Chinese DCIS patients recruited from the Women's Hospital, School of Medicine, Zhejiang University between January and December 2018. The patients were divided into calcification and non-calcification groups based on the mammography results. The correlation of calcification with the pathologic stage of DCIS was evaluated using the multivariable analysis. The predictive value of calcification for DCIS grading was examined using the receiver operating characteristics (ROC) curve.The pathologic grade of DCIS was not associated with calcification morphology (P = .902), calcification distribution (P = .252), or breast density (P = .188). The multivariable analysis showed that the presence of calcification was independently associated with high pathologic grade of DCIS (OR = 3.206, 95% CI = 1.315-7.817, P = .010), whereas the age, hypertension, menopause, and mammography BI-RADS were not (all P > .05) associated with the grade of DCIS. The ROC analysis of the predictive value of calcification for DCIS grading showed that the area under the curve was 0.626 (P = .019), with a sensitivity of 73.1%, specificity of 52.2%, positive predictive value of 72.2%, and negative predictive value of 53.3%.The presence of calcification is independently associated with high pathologic grade of DCIS and could predict high-grade DCIS in Chinese patients.


Subject(s)
Breast Neoplasms/pathology , Calcinosis/pathology , Carcinoma, Intraductal, Noninfiltrating/pathology , Neoplasm Grading/methods , Adult , Age Factors , Asian People/ethnology , Breast Neoplasms/diagnostic imaging , Calcinosis/classification , Carcinoma, Intraductal, Noninfiltrating/ethnology , Female , Humans , Hypertension/epidemiology , Mammography/methods , Menopause/physiology , Middle Aged , Predictive Value of Tests , Retrospective Studies , Sensitivity and Specificity
4.
Am Heart J ; 225: 138-148, 2020 07.
Article in English | MEDLINE | ID: mdl-32502877

ABSTRACT

BACKGROUND: Compared to high gradient aortic stenosis (AS), patients with low-flow, low-gradient AS have higher mortality after transcatheter aortic valve replacement (TAVR), but distinct outcome predictors in this patient subset are yet to be determined. The present study investigated the prognostic impact of aortic valve calcification (AVC) in patients with low-flow, low-gradient AS undergoing TAVR. METHODS: This retrospective single-center analysis includes all patients undergoing TAVR for severe low-flow, low-gradient AS (n = 526), ie, low EF low gradient AS (LEF-LG AS; n = 290) and paradoxical low-flow, low-gradient AS (PLF-LG AS; n = 236), in whom AVC was quantified from contrast-enhanced multislice computed tomography images. AVCdensity was defined as calcium volume per annulus area. Patients were trichotomized according to sex-specific AVCdensity tertiles in both subgroups. All-cause mortality was assessed by Kaplan-Meier analyses and independent outcome predictors were determined by multivariable analyses. RESULTS: In both subgroups, patients with high AVCdensity had higher mean transvalvular gradients at baseline and higher rates of PVL after TAVR. High AVCdensity was associated with lowest 1- and 3-year mortality after TAVR in the LEF-LG AS but not in the PLF-LG AS group. According to multivariable analysis AVCdensity was independently associated with better survival in LEF-LG AS patients (HR 0.73 [0.60-0.88], P = .0011), but not in those with PLF-LG AS (HR 0.91 [0.73-1.14], P = .42). CONCLUSIONS: Quantification of AVC may not only be of diagnostic but also of prognostic value, as it facilitates the selection of LEF-LG AS patients with higher probability of beneficial outcome after TAVR.


Subject(s)
Aortic Valve Stenosis/surgery , Aortic Valve/pathology , Calcinosis/classification , Transcatheter Aortic Valve Replacement , Aged , Aged, 80 and over , Aortic Valve/diagnostic imaging , Aortic Valve Stenosis/mortality , Aortic Valve Stenosis/physiopathology , Calcinosis/diagnostic imaging , Calcinosis/pathology , Calcinosis/physiopathology , Female , Humans , Kaplan-Meier Estimate , Male , Prognosis , Retrospective Studies , Severity of Illness Index , Stroke Volume
5.
Rev. chil. radiol ; 26(2): 52-61, jun. 2020. tab, graf
Article in Spanish | LILACS | ID: biblio-1126194

ABSTRACT

Resumen: La tendinopatía cálcica es causada por el depósito patológico de cristales de hidroxiapatita de calcio en los tendones y es una causa común de dolor en las articulaciones. Afecta más frecuentemente al hombro y la cadera, con hallazgos característicos en imágenes; sin embargo, cualquier tendón puede estar involucrado. Ocasionalmente, la tendinopatía cálcica puede simular patología agresiva, como infección o neoplasia, especialmente en RM. Fisiotpatológicamente, las calcificaciones provendrían de una diferenciación anormal de las células madre del tendón, que comienzan a producir calcio, aunque todavía no es del todo claro. Los radiólogos deben estar familiarizados con los hallazgos de las imágenes para distinguir la tendinopatía cálcica de procesos más agresivos. La aspiración y lavado guiado bajo ecografía es una técnica útil realizada por el radiólogo para el tratamiento de casos sintomáticos. La familiaridad con estos procedimientos y su apariencia en imágenes es un aspecto importante en el manejo de esta enfermedad. El propósito de esta revisión es analizar la etiopatogenia de la tendinopatía cálcica, la evaluación con imágenes en los sitios de presentación más comunes y también en los menos frecuentes, así como el papel que desempeña la ecografía en el tratamiento de la patología.


Abstract: Calcific tendinitis is caused by abnormal deposition of calcium hydroxyapatite crystals in tendons and is a common cause of joint pain. The disease typically affects the shoulder and hip, with characteristic imaging findings; however, any tendon can be involved. Occasionally, calcific tendinitis can mimic aggressive disorders, such as infection and neoplasm, especially on MRI. Apparently, the calcifications come from an abnormal differentiation of the tendon stem cells, which begin to produce calcium. Radiologists should be familiar with the imaging findings to distinguish calcific tendinitis from more aggressive processes. Image-guided percutaneous needle aspiration is a useful technique performed by the radiologist for the treatment of symptomatic cases. Being familiar with these processes and their imaging appearance is an important aspect in the management of this common disease. The purpose of this review is to analyze the pathogenesis of calcium tendinopathy, the evaluation of images in both the most common and less frequent presentation sites, as well as the role played by ultrasound in the treatment of pathology.


Subject(s)
Humans , Calcinosis/etiology , Calcinosis/diagnostic imaging , Rotator Cuff/diagnostic imaging , Tendinopathy/etiology , Tendinopathy/diagnostic imaging , Ultrasonics , Calcinosis/classification , Magnetic Resonance Imaging , Tomography, X-Ray Computed , Tendinopathy/classification
6.
Biol Rev Camb Philos Soc ; 95(4): 960-985, 2020 08.
Article in English | MEDLINE | ID: mdl-32207559

ABSTRACT

In the progression of osteoarthritis, pathological calcification in the affected joint is an important feature. The role of these crystallites in the pathogenesis and progression of osteoarthritis is controversial; it remains unclear whether they act as a disease initiator or are present as a result of joint damage. Recent studies reported that the molecular mechanisms regulating physiological calcification of skeletal tissues are similar to those regulating pathological or ectopic calcification of soft tissues. Pathological calcification takes place when the equilibrium is disrupted. Calcium phosphate crystallites are identified in most affected joints and the presence of these crystallites is closely correlated with the extent of joint destruction. These observations suggest that pathological calcification is most likely to be a disease initiator instead of an outcome of osteoarthritis progression. Inhibiting pathological crystallite deposition within joint tissues therefore represents a potential therapeutic target in the management of osteoarthritis.


Subject(s)
Calcinosis/pathology , Osteoarthritis/pathology , Apoptosis , Bursa, Synovial/pathology , Calcinosis/classification , Calcinosis/complications , Calcinosis/etiology , Calcium/metabolism , Cartilage/pathology , Chondrocytes/pathology , Collagen/physiology , Diphosphates/metabolism , Extracellular Matrix/chemistry , Extracellular Matrix/pathology , Extracellular Vesicles/metabolism , Humans , Meniscus/pathology , Mitochondria/physiology , Osteoarthritis/complications , Osteoarthritis/etiology , Phosphates/metabolism , Proteoglycans/physiology , Pyrophosphatases/physiology , Severity of Illness Index
7.
Int J Exp Pathol ; 101(1-2): 38-44, 2020 02.
Article in English | MEDLINE | ID: mdl-32090409

ABSTRACT

Calcifying fibrous tumour (CFT) has some of the histopathological features, such as abundant plasma cells and stromal fibrosis, that are exhibited by IgG4-related diseases (IgG4-RD). The possible role of IgG4-positive plasma cells in calcifying fibrous tumour was investigated. The aim of this study was to determine any potential relationship between IgG4-RD and CFT. Thirteen cases with a total of 16 CFTs were reviewed. Lesion samples were immunostained with anti-IgG4 and anti-IgG antibodies. The number of IgG4-positive and IgG-positive plasma cells (IgG + PC) and their ratios were estimated. Plasma cells were found in all tumours. IgG4-positive plasma cells ranged from 0 to 71 per high-power field (HPF; mean 17.8/HPF), and IgG + PC ranged from 2 to 93/HPF (mean 42.6/HPF). The IgG4/IgG ratio ranged from 0% to 80% (mean 29%). There were seven tumours with the ratio of IgG4/IgG + PC that exceeded 40%. Various degrees of stromal fibrosis were present in eight tumours. All tumours have variable calcification. The histopathological features of CFT were found to be similar to those of IgG4-RD. Some CFT also showed a high number of IgG4-positive plasma cells, and the ratio of IgG4/IgG + PC exceeded 40%, most notably in patients with concomitant inflammatory or autoimmune disease. The long-term follow-up showed no evidence of IgG4-RD in any of these patients. Our findings suggest that while CFT overlaps morphologically with IgG4-RD, it probably should not be classified as an IgG4-RD.


Subject(s)
Calcinosis/immunology , Immunoglobulin G4-Related Disease/immunology , Immunoglobulin G/analysis , Neoplasms, Fibrous Tissue/immunology , Plasma Cells/immunology , Adolescent , Adult , Aged , Calcinosis/classification , Calcinosis/pathology , Child , Child, Preschool , Female , Fibrosis , Humans , Immunoglobulin G4-Related Disease/classification , Immunoglobulin G4-Related Disease/pathology , Male , Middle Aged , Neoplasms, Fibrous Tissue/classification , Neoplasms, Fibrous Tissue/pathology , Plasma Cells/pathology , Retrospective Studies , Stromal Cells/pathology , Young Adult
8.
Arthroscopy ; 36(4): 983-990, 2020 04.
Article in English | MEDLINE | ID: mdl-31816365

ABSTRACT

PURPOSE: The purpose of this investigation is to assess the incidence of rotator cuff tears in cases of calcific tendonitis and evaluate for differences in the incidences of rotator cuff tears by magnetic resonance imaging (MRI) between calcific lesions of different morphology, size, or location. METHODS: This single-center study involved a retrospective chart review searching for patients from January 2010 to April 2017 with a diagnosis of calcific tendonitis of the shoulder based on review of all MRI reads done on patients with shoulder pain. Anteroposterior radiographic and MRI studies were reviewed by a musculoskeletal radiologist to assess calcific tendonitis morphology, size, distance from cuff insertion, and any rotator cuff tear. An additional radiologist evaluated calcific tendonitis size, morphology, and location to evaluate the reliability of these variables. RESULTS: In the final cohort of 318 shoulders with calcific tendonitis, the incidence of concomitant rotator cuff tears was 56%. Of all 177 tears, 164 (93%) were partial-thickness and 13 (7%) were complete. Type III calcification morphology (cloudy with soft contour) was most frequently associated with rotator cuff tears and demonstrated an increased odds of tear by a factor of 1.8 (CI95% 1.1-2.9).There was no statistical difference regarding calcification size or location prognosticating rotator cuff tears or tear thickness. Intraclass correlation coefficients for calcification size, morphology, and location were 0.78, 0.30, and 0.50, respectively. CONCLUSIONS: The incidence of rotator cuff tears in cases of calcific tendonitis in this cohort of patients who underwent MRI is higher than previously reported. Cloudy-appearing calcified lesions showed a significant association with rotator cuff tears with an odds ratio of 1.8. Specific locations or sizes of calcified lesions do not appear to be reliable factors to predict concomitant rotator cuff tears. Interobserver agreement for these radiographic variables ranged from fair to substantial and prompt a cautious interpretation of these results. LEVEL OF EVIDENCE: IV Retrospective Case Series.


Subject(s)
Calcinosis/diagnostic imaging , Magnetic Resonance Imaging , Rotator Cuff Injuries/diagnostic imaging , Tendinopathy/diagnostic imaging , Adult , Aged , Aged, 80 and over , Calcinosis/classification , Female , Humans , Male , Middle Aged , Reproducibility of Results , Retrospective Studies
9.
Med Sci Monit ; 25: 9786-9793, 2019 Dec 20.
Article in English | MEDLINE | ID: mdl-31860635

ABSTRACT

BACKGROUND The aim of this study was to assess a radiomic scheme that combines image features from digital mammography and dynamic contrast-enhanced MRI to improve classification accuracy of nonpalpable breast lesion (NBL) with Breast Imaging-Reporting and Data System (BI-RADS) 3-5 microcalcifications-only in mammography. MATERIAL AND METHODS This retrospective study was approved by the Internal Research Review and Ethical Committee of our hospital. We included 81 patients who underwent a three-dimensional digital breast X-ray wire positioning for local resection between October 2012 and November 2016. All patients underwent breast MRI and mammography before the treatment, and all obtained pathological confirmation. According to the pathological results, 41 patients with benign lesions were assigned to the benign group and 40 patients with malignant lesions were assigned to the malignant group. We used the random forest algorithm to select significant features and to test the single and multimodal classifiers using the Leave-One-Out-Cross-Validation method. An area under the receiver operating characteristic curve was also used to evaluate its discriminating performance. RESULTS The multimodal classifier achieved AUC of 0.903, with a sensitivity of 82.5% and a specificity of 80.48%, which was better than any single modality. CONCLUSIONS Multimodal radiomics classification shows promising power in discriminating malignant lesions from benign lesions in NBL patients with BI-RADS 3-5 microcalcifications-only in mammography.


Subject(s)
Breast Neoplasms/classification , Breast Neoplasms/diagnostic imaging , Calcinosis/diagnostic imaging , Adult , Aged , Algorithms , Area Under Curve , Biopsy , Breast/diagnostic imaging , Breast/pathology , Breast Neoplasms/pathology , Calcinosis/classification , Calcinosis/pathology , Female , Humans , Magnetic Resonance Imaging/methods , Mammography/methods , Middle Aged , ROC Curve , Radiographic Image Enhancement , Retrospective Studies , Sensitivity and Specificity
11.
Clin Neurol Neurosurg ; 187: 105556, 2019 Dec.
Article in English | MEDLINE | ID: mdl-31639630

ABSTRACT

OBJECTIVES: The significance of conventional neuroimaging features for predicting molecular diagnosis and patient survival based on the updated World Health Organization (WHO) classification remains uncertain. We assessed the relevance of neuroimaging features (ring enhancement [RE], non-ring enhancement [non-RE], overall gadolinium enhancement [GdE], and intratumoral calcification [IC]) for molecular diagnosis and survival in glioma patients. PATIENTS AND METHODS: We evaluated 234 glioma patients according to the updated WHO classification. Isocitrate dehydrogenase (IDH), H3F3A, BRAF hotspot mutations, TERT promotor mutation, and chromosome 1p/19q co-deletion were examined. RE, non-RE, GdE, and IC were evaluated as significant neuroimaging findings. Kaplan-Meier analyses were performed to evaluate overall survival (OS) and the correlations of prognostic factors were evaluated by log-rank tests. Univariate and multivariate analyses were performed to detect prognostic factors for OS. RESULTS: A total of 207 patients were eligible. In 110 patients presenting RE, 102 (93%) were glioblastoma (GBM), IDH-wild type. In 97 patients without RE, presence of GdE or IC were not significantly different between IDH-mutant and -wild type tumors, whereas presence of GdE was a significant indicator of higher WHO grades. IC was the only significant finding for 1p/19q co-deleted tumors. TERT promoter mutation was observed in 7/17 patients with diffuse astrocytic glioma, IDH-wild type; recently-defined as "molecular GBM." IC, RE, and GdE were observed with lower prevalence in molecular GBMs. While presence of RE, GdE, and absence of IC were significant factors of OS in overall cohort, presence of GdE was not significant in OS in cases without RE, and IDH-mutant tumors. IC was a significant predictor of favorable OS in cases without RE and IDH-wild type tumors. Multivariate analysis also validated these findings. CONCLUSION: GdE alone is not a significant predictor of IDH mutation status, but the pattern of enhancement is a significant predictor with RE demonstrating high sensitivity and specificity for GBM, IDH-wild type. Predicting "molecular GBM" by conventional neuroimaging is difficult. Moreover, GdE is not a significant factor of survival analyzed with pattern of enhancement or molecular stratifications. IC is an important radiographic finding for predicting molecular diagnosis and survival in glioma patients.


Subject(s)
Brain Neoplasms/diagnostic imaging , Calcinosis/diagnostic imaging , Glioma/diagnostic imaging , Molecular Diagnostic Techniques/methods , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor/blood , Brain Neoplasms/classification , Brain Neoplasms/pathology , Calcinosis/classification , Calcinosis/pathology , Cohort Studies , Contrast Media , Female , Glioblastoma/classification , Glioblastoma/diagnostic imaging , Glioblastoma/pathology , Glioma/classification , Glioma/pathology , Humans , Image Enhancement , Isocitrate Dehydrogenase/genetics , Isocitrate Dehydrogenase/metabolism , Kaplan-Meier Estimate , Male , Middle Aged , Mutation/genetics , Predictive Value of Tests , Prognosis , Survival Analysis , Young Adult
12.
J Orthop Res ; 37(3): 717-726, 2019 03.
Article in English | MEDLINE | ID: mdl-30756413

ABSTRACT

Diffuse idiopathic skeletal hyperostosis (DISH) is a non-inflammatory spondyloarthropathy identified radiographically by calcification of the ligaments and/or entheses along the anterolateral aspect of the vertebral column. The etiology and pathogenesis of calcifications are unknown, and the diagnosis of DISH is currently based on radiographic criteria associated with advanced disease. To characterize the features of calcifications associated with DISH, we used micro-computed tomographic imaging to evaluate a cohort of 19 human cadaveric vertebral columns. Fifty-three percent of the cohort (n = 10; 3 females, 7 males, mean age of death = 81 years, range 67-94) met the radiographic criteria for DISH, with calcification of four or more contiguous vertebral segments. In almost all cases, the lower thoracic regions (T8-12) were affected by calcifications, consisting primarily of large, horizontal outgrowths of bony material. In contrast, calcifications localized to the upper thoracic regions demonstrated variability in their presentation and were categorized as either "continuous vertical bands" or "discontinuous-patchy" lesions. In addition to the variable morphology of the calcifications, our analysis demonstrated remarkable heterogeneity in the densities of calcifications, ranging from internal components below the density of cortical bone to regions of hyper-dense material that exceeded cortical bone. These findings establish that the current radiographic criteria for DISH capture heterogeneous presentations of ectopic spine calcification that can be differentiated based on morphology and density. These findings may indicate a naturally heterogenous disease, potential stage(s) in the natural progression of DISH, or distinct pathologies of ectopic calcifications. © 2019 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res.


Subject(s)
Hyperostosis, Diffuse Idiopathic Skeletal/diagnostic imaging , Thoracic Vertebrae/diagnostic imaging , Aged , Aged, 80 and over , Calcinosis/classification , Calcinosis/diagnostic imaging , Cohort Studies , Female , Humans , Male , X-Ray Microtomography
14.
Curr Med Imaging Rev ; 15(2): 132-149, 2019.
Article in English | MEDLINE | ID: mdl-31975660

ABSTRACT

BACKGROUND: This paper attempts to pinpoint different techniques for Pectoral Muscle (PM) segmentation, Microcalcification (MC) detection and classification in digital mammograms. The segmentation of PM and detection of MC and its classification are mostly based on image processing and data mining techniques. DISCUSSION: The review centered on major techniques in image processing and data mining that is employed for PM segmentation, MC detection and classification in digital mammograms. Breast cancer is one of the significant causes of death among women aged above 40. Mammography is considered the most successful means for prompt and timely detection of breast cancers. One notable visual indication of the malignant growth is the appearance of Masses, Architectural Distortions, and Microcalcification Clusters (MCCs). There are some disadvantages and hurdles for mankind viewers, and it is hard for radiologists to supply both precise and steady assessment for a large number of mammograms created in extensive screening. Computer Aided Detection has been employed to help radiologists in detecting MC and MCCs. The automatic recognition of malignant MCCs could be very helpful for diagnostic purpose. In this paper, we summarize the methods of automatic detection and classification of MCs in digitized mammograms. Pectoral muscle segmentation techniques are also summarized. CONCLUSION: The techniques used for segmentation of PM, MC detection and classification in a digitized mammogram are reviewed.


Subject(s)
Breast Neoplasms/diagnostic imaging , Mammography/methods , Pectoralis Muscles/diagnostic imaging , Radiographic Image Interpretation, Computer-Assisted/methods , Calcinosis/classification , Calcinosis/diagnostic imaging , Data Mining , Female , Humans
15.
Eur Radiol ; 29(1): 319-329, 2019 Jan.
Article in English | MEDLINE | ID: mdl-29931560

ABSTRACT

OBJECTIVE: To compare the performance of synthetic mammography (SM) and digital mammography (DM) with digital breast tomosynthesis (DBT) or alone for the evaluation of microcalcifications. METHODS: This retrospective study includes 198 mammography cases, all with DM, SM, and DBT images, from January to October 2013. Three radiologists interpreted images and recorded the presence of microcalcifications and their conspicuity scores and final BI-RADS categories (1, 2, 3, 4a, 4b, 4c, 5). Readers' area under the ROC curves (AUCs) were analyzed for SM plus DBT vs. DM plus DBT and SM alone vs. DM alone using the BI-RADS categories for the overall group and dense breast subgroup. RESULTS: Conspicuity scores of detected microcalcifications were neither significantly different between SM and DM with DBT nor alone (p>0.05). In predicting malignancy of detected microcalcifications, no significant difference was found between readers' AUCs for SM and DM with DBT or alone in the overall group or dense breast subgroup (p>0.05). CONCLUSIONS: Diagnostic performances of SM and DM for the evaluation of microcalcifications are not significantly different, whether performed with DBT or alone. KEY POINTS: • In DBT-imaging, SM and DM show comparable performances when evaluating microcalcifications. • For BI-RADS classification of microcalcifications, SM and DM show similar AUCs. • DBT with SM may be sufficient for diagnosing microcalcifications, without DM.


Subject(s)
Breast Diseases/diagnosis , Breast/diagnostic imaging , Calcinosis/diagnosis , Mammography/methods , Breast Diseases/classification , Calcinosis/classification , Female , Humans , Middle Aged , Reproducibility of Results , Retrospective Studies
16.
Asian Pac J Cancer Prev ; 19(11): 3093-3098, 2018 Nov 29.
Article in English | MEDLINE | ID: mdl-30486547

ABSTRACT

This paper addresses the automated detection of microcalcification clusters from mammogram images by enhanced preprocessing operations on digital mammograms for automated extraction of breast tissue from background, removing artefacts occurring during image registration using X-rays, followed by fractal analysis of suspicious regions. Identification of breast of either left or right and realigning them to a standard position forms a primitive step in preprocessing of mammograms. As the next step in the process, pectoral muscles are separated. Suspicious regions of microcalcifications are identified and are subjected to further analysis of classifying it as benign or malignant. Texture features are representative of its malignancy and fractal analysis was carried out on extracted suspicious regions for its texture features. Principal Component Analysis was carried out to extract optimal features. Ten features were found to be an optimal number of reduced texture features without compromising on classification accuracy. Scaled conjugate Gradient Back propagation network was used for classification using reduced texture features obtained from PCA analysis. By varying hidden layer neurons, accuracy of results achieved by proposed methods is analysed and is calculated to reach maximum accuracy with an optimal level of 15 neurons. Accuracy of 96.3% was achieved with 10 fractal features as input to neural network and 15 hidden layer neurons in neural network designed. The design of architecture is finalised with maximised accuracy for labelling microcalcification clusters as benign or malignant.


Subject(s)
Breast Neoplasms/complications , Breast/pathology , Calcinosis/classification , Calcinosis/pathology , Fractals , Mammography/methods , Radiographic Image Interpretation, Computer-Assisted/methods , Algorithms , Automation , Breast Neoplasms/pathology , Calcinosis/etiology , Female , Humans , Prognosis
17.
Eur Radiol ; 28(6): 2612-2619, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29313119

ABSTRACT

PURPOSE: The aim of this study was to compare the distribution patterns of microcalcifications in thyroid cancers with benign cases. METHODS: In total, 358 patients having microcalcifications on ultrasonography were analysed. Microcalcifications were categorised according to the distribution patterns: (I) microcalcifications inside one (a) or more (b) suspected nodules, (II) microcalcifications not only inside but also surrounding a suspected single (a) or multiple (b) nodules, and (III) focal (a) or diffuse (b) microcalcifications in the absence of any suspected nodule. Differences in distribution patterns of microcalcifications in benign and malignant thyroid lesions were compared. RESULTS: We found that the distribution patterns of microcalcifications differed between malignant (n = 325) and benign lesions (n = 117) (X 2 = 9.926, p < 0.01). Benign lesions were classified as type Ia (66.7%), type Ib (29.1%) or type IIIa (4.3%). The specificity of type II and type IIIb in diagnosing malignant cases was 100%. Among malignant lesions, 172 locations were classified as type Ia, 106 as type Ib, 12 as type IIa, 7 as IIb, 7 as type IIIa and 19 as type IIIb. Accompanying Hashimoto thyroiditis was most frequent in type III (51.6%). CONCLUSIONS: Types II and IIIb are highly specific for cancer detection. Microcalcifications outside a nodule and those detected in the absence of any nodule should therefore be reviewed carefully in clinical practice. KEY POINTS: • A method to classify distribution patterns of thyroid microcalcifications is presented. • Distribution features of microcalcifications are useful for diagnosing thyroid cancers. • Microcalcifications outside a suspicious nodule are highly specific for thyroid cancers. • Microcalcifications without suspicious nodules should also alert the physician to thyroid cancers.


Subject(s)
Calcinosis/pathology , Thyroid Neoplasms/pathology , Thyroid Nodule/pathology , Adolescent , Adult , Aged , Analysis of Variance , Biopsy, Fine-Needle/methods , Calcinosis/classification , Calcinosis/diagnostic imaging , Diagnosis, Differential , Female , Humans , Male , Middle Aged , Physicians , Retrospective Studies , Sensitivity and Specificity , Thyroid Neoplasms/classification , Thyroid Neoplasms/diagnostic imaging , Thyroid Nodule/classification , Thyroid Nodule/diagnostic imaging , Ultrasonography , Young Adult
18.
Med Biol Eng Comput ; 56(8): 1475-1485, 2018 Aug.
Article in English | MEDLINE | ID: mdl-29368264

ABSTRACT

Breast cancer is one of the major causes of death in women. Computer Aided Diagnosis (CAD) systems are being developed to assist radiologists in early diagnosis. Micro-calcifications can be an early symptom of breast cancer. Besides detection, classification of micro-calcification as benign or malignant is essential in a complete CAD system. We have developed a novel method for the classification of benign and malignant micro-calcification using an improved Fisher Linear Discriminant Analysis (LDA) approach for the linear transformation of segmented micro-calcification data in combination with a Support Vector Machine (SVM) variant to classify between the two classes. The results indicate an average accuracy equal to 96% which is comparable to state-of-the art methods in the literature. Graphical Abstract Classification of Micro-calcification in Mammograms using Scalable Linear Fisher Discriminant Analysis.


Subject(s)
Calcinosis/classification , Mammography/methods , Databases as Topic , Discriminant Analysis , Female , Humans , Principal Component Analysis , Support Vector Machine
19.
Acta Radiol ; 59(2): 147-153, 2018 Feb.
Article in English | MEDLINE | ID: mdl-28490180

ABSTRACT

Background The BI-RADS provides descriptors for microcalcifications based on morphology and distribution. However, the descriptor for category 4A microcalcifications is not specified in the 5th BI-RADS nor in the prior editions. Purpose To investigate how the category 4A assessment is applied to suspicious microcalcifications, and the appropriate descriptors for category 4A assessment for microcalcifications seen on mammography. Material and Methods From June 2008 to November 2011, 296 women with 305 suspicious microcalcifications that were assessed as BI-RADS category 4A, who underwent imaging-guided biopsy or surgery, were included. Mammograms were reviewed and imaging features were analyzed according to the morphology and distribution descriptors of the 5th edition of BI-RADS. Pathological results were considered as the reference standard. Positive predictive values were calculated and compared between morphology and distribution descriptors. Results The overall positive predictive value (PPV) of category 4A microcalcifications was 17.7% (54/305). Most common descriptors for category 4A microcalcifications were amorphous morphology (73.1%) and grouped distribution (71.1%). PPVs of individual morphology descriptors were as follows: amorphous = 7.2%; coarse heterogeneous = 12.8%; fine pleomorphic or fine linear/fine linear branching = 91.4% ( P < 0.001). PPVs of distribution descriptors were as follows: regional = 13.2%; grouped = 16.1%; linear/segmental = 54.5% ( P < 0.001). For morphology and distribution descriptors combinations, PPVs for amorphous/regional and amorphous/grouped microcalcifications were 6.8% and 6.9%, while PPVs of other combinations were higher than 10%, respectively. Conclusion Common descriptors used in category 4A assessment for microcalcifications are amorphous morphology and grouped distribution. PPV of amorphous/regional and amorphous/grouped microcalcifications were suitable for category 4A assessment.


Subject(s)
Breast/pathology , Calcinosis/classification , Mammography , Adult , Aged , Female , Humans , Predictive Value of Tests , Retrospective Studies
20.
J Matern Fetal Neonatal Med ; 31(6): 797-804, 2018 Mar.
Article in English | MEDLINE | ID: mdl-28264638

ABSTRACT

OBJECTIVE: The human placenta is known to calcify with advancing gestational age, and, in fact, the presence of significant calcifications is one of the components of grade III placenta, typical of late gestation. As such, the presence of significant placental calcifications often prompts obstetric providers to expedite delivery. This practice has been attributed, in part, to the presumed association between grade III placenta and adverse pregnancy outcomes. Such approach, however, can be the source of major anxiety and may lead to unnecessary induction of labor, with its associated predisposition to cesarean delivery as well as a myriad of maternal and neonatal morbidities. The objective of this study was to examine the association between grade III placental calcifications and pregnancy outcomes. MATERIALS AND METHODS: A systematic review of the literature was performed for studies evaluating the association between grade III placenta and a number of pregnancy outcomes, including labor induction, fetal distress (abnormal fetal heart tracing), low Apgar score (less than 7 at 5 min), need for neonatal resuscitation, admission to the Neonatal Intensive Care Unit, perinatal death, meconium liquor, and low birth weight. RESULTS: There was a five-fold increase in risk of labor induction with the presence of grade III placenta (OR 5.41; 95% CI 2.98-9.82). There was no association between grade III placenta and the incidence of abnormal fetal heart tracing (OR 1.62; 95% CI 0.94-2.78), low Apgar score of less than 7 at 5 min (OR 1.68; 95% CI 0.84-3.36), need for neonatal resuscitation (OR 1.08; 95% CI 0.67-1.75), and admission to the Neonatal Intensive Care Unit (OR 0.90; 95% CI 0.21-3.74). In turn, the incidence of meconium liquor was higher in the setting of grade III placentae (OR 1.68; 95% CI 1.17-2.39). Similarly, a positive association between grade III placental calcifications and low birth weight (OR 1.63; 95% CI 1.19-2.22) and perinatal death (OR 7.41; 95% CI 4.94-11.09) was identified. CONCLUSION: The study alerts us to a significant association between grade 3 placental calcifications and labor induction, although it demonstrates that these sonographic findings do not appear to predispose to fetal distress, low Apgar score, need for neonatal resuscitation, or admission to the NICU.


Subject(s)
Calcinosis/diagnostic imaging , Labor, Induced/statistics & numerical data , Placenta/diagnostic imaging , Apgar Score , Calcinosis/classification , Female , Fetal Distress/etiology , Gestational Age , Humans , Infant, Low Birth Weight , Labor, Induced/adverse effects , Meconium , Perinatal Death , Placenta/metabolism , Pregnancy , Resuscitation , Risk Factors , Ultrasonography, Prenatal
SELECTION OF CITATIONS
SEARCH DETAIL
...