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1.
Br J Cancer ; 129(12): 1949-1955, 2023 12.
Article En | MEDLINE | ID: mdl-37932513

BACKGROUND: Methods to improve stratification of small (≤15 mm) lung nodules are needed. We aimed to develop a radiomics model to assist lung cancer diagnosis. METHODS: Patients were retrospectively identified using health records from January 2007 to December 2018. The external test set was obtained from the national LIBRA study and a prospective Lung Cancer Screening programme. Radiomics features were extracted from multi-region CT segmentations using TexLab2.0. LASSO regression generated the 5-feature small nodule radiomics-predictive-vector (SN-RPV). K-means clustering was used to split patients into risk groups according to SN-RPV. Model performance was compared to 6 thoracic radiologists. SN-RPV and radiologist risk groups were combined to generate "Safety-Net" and "Early Diagnosis" decision-support tools. RESULTS: In total, 810 patients with 990 nodules were included. The AUC for malignancy prediction was 0.85 (95% CI: 0.82-0.87), 0.78 (95% CI: 0.70-0.85) and 0.78 (95% CI: 0.59-0.92) for the training, test and external test datasets, respectively. The test set accuracy was 73% (95% CI: 65-81%) and resulted in 66.67% improvements in potentially missed [8/12] or delayed [6/9] cancers, compared to the radiologist with performance closest to the mean of six readers. CONCLUSIONS: SN-RPV may provide net-benefit in terms of earlier cancer diagnosis.


Early Detection of Cancer , Lung Neoplasms , Humans , Lung Neoplasms/diagnostic imaging , Prospective Studies , Retrospective Studies , Radiologists , Lung
2.
Radiol Med ; 126(10): 1258-1272, 2021 Oct.
Article En | MEDLINE | ID: mdl-34196908

PURPOSE: Chest imaging modalities play a key role for the management of patient with coronavirus disease (COVID-19). Unfortunately, there is no consensus on the optimal chest imaging approach in the evaluation of patients with COVID-19 pneumonia, and radiology departments tend to use different approaches. Thus, the main objective of this survey was to assess how chest imaging modalities have been used during the different phases of the first COVID-19 wave in Italy, and which diagnostic technique and reporting system would have been preferred based on the experience gained during the pandemic. MATERIAL AND METHODS: The questionnaire of the survey consisted of 26 questions. The link to participate in the survey was sent to all members of the Italian Society of Medical and Interventional Radiology (SIRM). RESULTS: The survey gathered responses from 716 SIRM members. The most notable result was that the most used and preferred chest imaging modality to assess/exclude/monitor COVID-19 pneumonia during the different phases of the first COVID-19 wave was computed tomography (51.8% to 77.1% of participants). Additionally, while the narrative report was the most used reporting system (55.6% of respondents), one-third of participants would have preferred to utilize structured reporting systems. CONCLUSION: This survey shows that the participants' responses did not properly align with the imaging guidelines for managing COVID-19 that have been made by several scientific, including SIRM. Therefore, there is a need for continuing education to keep radiologists up to date and aware of the advantages and limitations of the chest imaging modalities and reporting systems.


COVID-19/diagnostic imaging , Health Care Surveys , Lung/diagnostic imaging , Radiologists/statistics & numerical data , Tomography, X-Ray Computed , Ultrasonography , COVID-19/epidemiology , Consensus , Humans , Italy/epidemiology , Pandemics , Practice Guidelines as Topic , Radiography, Thoracic , Radiology Department, Hospital , Radiology, Interventional , Sensitivity and Specificity , Societies, Medical , Tomography, X-Ray Computed/methods , Tomography, X-Ray Computed/statistics & numerical data , Ultrasonography/statistics & numerical data
3.
Ultrasound J ; 11(1): 14, 2019 Jun 11.
Article En | MEDLINE | ID: mdl-31359166

Diverticular disease is a common disorder and its incidence increases with ageing. Pathophysiology is multifactorial. Lifestyle, including smoking, alcohol intake, decreased dietary fibres and lack of physical activity, plays a predominant role. Genetics seems also to contribute specifically for right-sided diverticular disease (RSD). The majority of the patients with diverticular disease are asymptomatic. Diverticulitis is the inflammation of the diverticula usually presenting with abdominal pain associated to nausea, vomiting, rectal bleeding, diarrhoea and fever. When the inflammation process affects the diverticula in the ascending colon, the condition represents a clinical challenge as it can be easily misdiagnosed with other acute abdominal emergencies. We reported a case of a 70-year-old female who presented to our Emergency Department (ED) with right upper quadrant pain and an initial clinical suspicion of cholecystitis. Ultrasound (US) and Computed Tomography (CT) demonstrated an anatomical variation of the sigmoid colon diverticulitis. This clinical report demonstrates that ultrasound plays a relevant part as first-step approach to the acute abdominal conditions and its accuracy increases together with other diagnostic tools such as Computer Tomography.

4.
Med Mycol ; 57(8): 987-996, 2019 Nov 01.
Article En | MEDLINE | ID: mdl-30753590

Diagnosis of invasive aspergillosis (IA) is challenging, particularly in high-risk patients with lung lesions other than typical according to 2008-EORTC/MSG criteria. Even if microbiology is positive, they still remain unclassified according to 2008-EORTC/MSG. Quantitative polymerase chain reaction (qPCR) provides new mycological documentation of IA. This retrospective study assessed Aspergillus fumigatus real time qPCR (MycoGENIE®) in BAL to diagnose IA and identify azole-resistant strains. Clinical, radiological, and microbiological data from 114 hematology patients (69% HSCT recipients; 29% on mould active agents) from years 2012-2017 were collected; and 123 BAL samples were tested with qPCR (cutoff: Ct < 40) and galactomannan (GM, Platelia®, cutoff: 0.5 ODI). Patients were classified as proven/probable, possible, and no-IA. "Atypical-IA" referred to patients with lesions other than typical according to 2008-EORTC/MSG and positive mycology. Proven IA was diagnosed in two cases (1.6%), probable in 28 (22.8%), possible in 27 (22%), atypical in 14 (11.4%). qPCR was positive in 39 samples (31.7%). Sensitivity and specificity of qPCR for proven/probable IA (vs no-IA; atypical-IA excluded) were 40% (95% confidence interval [CI]: 23-59) and 69% (95%CI: 55-81), respectively. Sensitivity of qPCR was higher when combined with GM (83%, 95%CI: 65-94) and in those receiving mould-active agents at BAL (61%, 95%CI: 32-86). One sample had TR34/L98H mutation. In conclusion, in high-risk hematology patients with various lung lesions, A. fumigatus qPCR in BAL contributes to diagnosing IA, particularly if combined with GM and in patients receiving mould-active agents might allow detecting azole-resistant mutations in culture negative samples.


Aspergillus fumigatus/isolation & purification , Blood Chemical Analysis/methods , Bronchoalveolar Lavage Fluid/microbiology , Invasive Pulmonary Aspergillosis/diagnosis , Mannans/blood , Molecular Diagnostic Techniques/methods , Real-Time Polymerase Chain Reaction/methods , Adult , Aged , Aged, 80 and over , Female , Galactose/analogs & derivatives , Hematologic Neoplasms/complications , Humans , Male , Middle Aged , Retrospective Studies , Sensitivity and Specificity , Time Factors , Young Adult
5.
J Thorac Imaging ; 34(5): 326-328, 2019 Sep.
Article En | MEDLINE | ID: mdl-30664064

PURPOSE: A common diagnostic dilemma in the assessment of small pulmonary nodules on computed tomography (CT) is in distinguishing benign intrapulmonary lymph nodes (IPLNs) from small primary pulmonary malignancies. Several CT features have been described of IPLNs, including attachment to a pleural surface. We had observed that IPLNs were often connected to a pulmonary vein and sought to evaluate the utility of this sign in discriminating IPLNs from lung adenocarcinomas. The frequency of other previously described CT signs of IPLNs was also compared with lung adenocarcinomas. MATERIALS AND METHODS: We retrospectively identified histopathologically proven benign IPLNs (n=62) and small (<15 mm) adenocarcinomas (n=61). CTs were reviewed to assess the number and type of pulmonary blood vessels arising from, or terminating within, these nodules, as well as other CT features of IPLNs (shape, location, and outline). RESULTS: The termination of a pulmonary artery within a nodule was strongly associated with primary lung adenocarcinoma (55.7%), and this was never seen in isolation in IPLNs (0%) (P<0.001). IPLNs were more frequently associated with pulmonary venous connections (93.5%) compared with lung adenocarcinomas (21.3%) (P<0.001). The connection to a pleural surface was observed in both IPLNs (38.7%) and lung adenocarcinomas (37.7%) (P=1.0). CONCLUSIONS: We describe a novel imaging marker that can help to differentiate between benign and malignant pulmonary nodules. However, attachment of a nodule to a pleural surface should not be used in isolation to distinguish IPLNs from lung malignancy.


Lung Neoplasms/diagnostic imaging , Lymph Nodes/diagnostic imaging , Tomography, X-Ray Computed/methods , Aged , Diagnosis, Differential , Female , Humans , Lung/diagnostic imaging , Male , Middle Aged , Reproducibility of Results , Retrospective Studies
6.
Lung India ; 35(2): 121-126, 2018.
Article En | MEDLINE | ID: mdl-29487246

BACKGROUND: Solitary fibrous tumor of the pleura (SFTP) arising from the mediastinal pleura may be confused with primary mediastinal tumors. We studied the computerized tomographic (CT) findings of patients with SFTP that could suggest a diagnosis of SFTP. MATERIALS AND METHODS: At our hospital from January 1995 to June 2012, 39 patients with histologically confirmed SFTP were surgically treated; seven of them abutting the mediastinal pleura. The study group included seven patients aged between 53 and 81 years. Baseline CT scans were retrospectively reviewed to identify radiological findings suggestive of SFTP including: (1) smooth and sharply delineated contours; (2) obtuse, acute, or tapering angles between the lesion and the mediastinum depending on the size; (3) homogeneous soft-tissue attenuation; (4) "geographic pattern" due to the contemporary presence of large vessels, necrosis, and calcifications; (5) displacement of the lung parenchyma; (6) presence of a cleavage plane; and (7) absence of lymphadenopathy or pleural methastasis. RESULTS: All tumors formed acute angles with the pleura. Six out of the seven presented smoothly tapering margins, three had a "geographic pattern" of attenuation and displaced the anterior junction line; one showed an outside junction line development. Four cases had a clear pleural origin. CONCLUSIONS: The possibility of SFTP should be taken into account when a mass abuts the mediastinum projecting inside the thoracic cavity in the presence of an intense and "geographical pattern" of enhancement without lymphoadenopathy or pleural metastasis. These findings assume greater significance in the presence of discrepancy between the size of the lesion and the clinical presentation.

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