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1.
Radiol Artif Intell ; 5(3): e220079, 2023 May.
Article in English | MEDLINE | ID: mdl-37293345

ABSTRACT

Purpose: To explore the impact of different user interfaces (UIs) for artificial intelligence (AI) outputs on radiologist performance and user preference in detecting lung nodules and masses on chest radiographs. Materials and Methods: A retrospective paired-reader study with a 4-week washout period was used to evaluate three different AI UIs compared with no AI output. Ten radiologists (eight radiology attending physicians and two trainees) evaluated 140 chest radiographs (81 with histologically confirmed nodules and 59 confirmed as normal with CT), with either no AI or one of three UI outputs: (a) text-only, (b) combined AI confidence score and text, or (c) combined text, AI confidence score, and image overlay. Areas under the receiver operating characteristic curve were calculated to compare radiologist diagnostic performance with each UI with their diagnostic performance without AI. Radiologists reported their UI preference. Results: The area under the receiver operating characteristic curve improved when radiologists used the text-only output compared with no AI (0.87 vs 0.82; P < .001). There was no difference in performance for the combined text and AI confidence score output compared with no AI (0.77 vs 0.82; P = .46) and for the combined text, AI confidence score, and image overlay output compared with no AI (0.80 vs 0.82; P = .66). Eight of the 10 radiologists (80%) preferred the combined text, AI confidence score, and image overlay output over the other two interfaces. Conclusion: Text-only UI output significantly improved radiologist performance compared with no AI in the detection of lung nodules and masses on chest radiographs, but user preference did not correspond with user performance.Keywords: Artificial Intelligence, Chest Radiograph, Conventional Radiography, Lung Nodule, Mass Detection© RSNA, 2023.

2.
ANZ J Surg ; 92(6): 1486-1491, 2022 06.
Article in English | MEDLINE | ID: mdl-35482421

ABSTRACT

BACKGROUND: To evaluate the role of in-bore MRI-guided biopsy (IB-MRGB) in the diagnosis of clinically significant prostate cancer (csPCa). METHODS: In this tertiary single centre study, a total of 125 consecutive patients receiving IB-MRGB over a three-year period were evaluated, including 73 patients who had prior biopsies and 52 biopsy-naïve patients. We assessed cancer detection rate of patients according to the degree of suspicion based on mpMRI findings. Histopathological data were reviewed by experienced uropathologists. RESULTS: The mpMRI was suspicious for PCa (PI-RADS 4/5) in 77% (96/125) and equivocal (PI-RADS 3) in 23% (29/125). The detection rate for csPCa was 54.2% (52/96) and 20.7% (6/29) for suspicious lesions (PI-RADS 4/5) and equivocal lesions (PI-RADS 3), respectively. In subgroup analysis, patients with previous negative biopsy, overall positive biopsy rate and csPCa detection rate were 48.3% (19/35) and 34.5% (13/35), respectively. In patients on AS, 36/44 (81.8%) and 21/44 (47.8%) had PCa and csPCa respectively. In biopsy-naïve patients 34/52 (65.4%) and 27/52 (51.92%) had PCa and csPCa respectively. Of the patients on AS, 18/44 (41.6%) upgraded from ISUP 1 to ISUP 2 PCa, and 4/44 (9.1%) upgraded from ISUP 1 to ISUP 3 PCa on IB-MRGB. A total of 14 Clavien-Dindo≤2 complications occurred in 14 patients (11.2%) that were directly related to the biopsy. No Clavien-Dindo≥3 complications occurred. CONCLUSION: MRI-targeted biopsy is suitable for assessment of csPCa. Given the favourable complications profile, its use may be considered in both the initial biopsy and re-biopsy settings.


Subject(s)
Prostate , Prostatic Neoplasms , Biopsy , Humans , Image-Guided Biopsy/methods , Magnetic Resonance Imaging/methods , Male , Prostate/diagnostic imaging , Prostate/pathology , Prostate-Specific Antigen , Prostatic Neoplasms/diagnostic imaging , Prostatic Neoplasms/pathology , Retrospective Studies
3.
J Med Imaging Radiat Oncol ; 66(6): 755-760, 2022 Sep.
Article in English | MEDLINE | ID: mdl-34612025

ABSTRACT

INTRODUCTION: Coronavirus disease 2019 (COVID-19) has infected over 215 million individuals worldwide. Chest radiographs (CXR) and computed tomography (CT) have assisted with diagnosis and assessment of COVID-19. Previous reports have described peripheral and lower zone predominant opacities on chest radiographs. Whilst the most common patterns on CT are bilateral, peripheral basal predominant ground glass opacities (Wong et al., Radiology, 296, 2020, E72; Karimian and Azami, Pol J Radiol, 86, 2021, e31). This study describes the imaging findings in an Australian tertiary hospital population. METHODS: COVID-PCR-positive patients who had chest imaging (CXR, CT and ventilation perfusion (V/Q) scans) from January 2020 to August 2020 were included. Distribution, location and pattern of involvement was recorded. Evaluation of the assessors was performed using Fleiss Kappa calculations for review of radiographic findings and qualitative analysis of CT findings. RESULTS: A total of 681 studies (616 CXRs, 59 CTs, 6 V/Q) from 181 patients were reviewed. The most common chest radiograph finding was bilateral lower lobe predominant diffuse opacification and most common CT pattern being ground glass opacities. Of the CT imaging, 33 were CT Pulmonary Angiograms of which five demonstrated acute pulmonary emboli. There was good inter-rater agreement between radiologists in assessment of imaging appearances on CXR (kappa 0.29-0.73) and CT studies. CONCLUSION: A review of imaging in an Australian tertiary hospital demonstrates similar patterns of COVID-19 infection on chest X-ray and CT imaging when compared to the international population.


Subject(s)
COVID-19 , Australia , COVID-19/diagnostic imaging , COVID-19 Testing , Humans , Tertiary Care Centers , Tomography, X-Ray Computed
4.
J Med Imaging Radiat Oncol ; 64(2): 241-249, 2020 Apr.
Article in English | MEDLINE | ID: mdl-32157793

ABSTRACT

Silicosis in artificial stone workers has become increasingly recognised in Australia over the last two years, with a large proportion of screened workers showing imaging features of the disease. The spectrum of findings has differed from the classical silicosis previously described, with many features of accelerated disease, including ground-glass opacities and progressive massive fibrosis. This cohort of patients presents after exposure to a unique product high in silica and other binding agents, and the patterns of disease on imaging in this cohort are not previously described. This article reviews the radiological features seen in different forms of silicosis seen to date in this Australian cohort.


Subject(s)
Occupational Diseases/diagnostic imaging , Silicosis/diagnostic imaging , Tomography, X-Ray Computed/methods , Australia , Humans , Lung/diagnostic imaging , Manufacturing Industry
5.
J Med Imaging Radiat Oncol ; 63(4): 481-483, 2019 Aug.
Article in English | MEDLINE | ID: mdl-31021530

ABSTRACT

Many artefacts can mimic pulmonary emboli (PE) on CT pulmonary angiography (CTPA), most commonly in the peripheral pulmonary arteries (PA's). We describe flow-related artefact mimicking PE in the central PA's of two patients, both with pulmonary arterial hypertension (PAH). To our knowledge, this is the first report of this PE mimic in the central PA's.


Subject(s)
Artifacts , Computed Tomography Angiography/methods , Hypertension, Pulmonary/diagnostic imaging , Hypertension, Pulmonary/physiopathology , Pulmonary Embolism , Aged , Diagnosis, Differential , Humans , Male , Middle Aged , Pulmonary Artery/diagnostic imaging , Pulmonary Artery/physiopathology
6.
Respirology ; 24(4): 361-368, 2019 04.
Article in English | MEDLINE | ID: mdl-30328644

ABSTRACT

BACKGROUND AND OBJECTIVE: Current guidelines for the diagnosis of idiopathic pulmonary fibrosis (IPF) provide specific criteria for diagnosis in the setting of multidisciplinary discussion (MDD). We evaluate the utility and reproducibility of these diagnostic guidelines, using clinical data from the Australian IPF Registry. METHODS: All patients enrolled in the registry undergo a diagnostic review whereby international IPF guidelines are applied via a registry MDD. We investigated the clinical applicability of these guidelines with regard to: (i) adherence to guidelines, (ii) Natural history of IPF diagnostic categories and (iii) Concordance for diagnostic features. RESULTS: A total of 417 participants (69% male, 70.6 ± 8.0 years) with a clinical diagnosis of IPF underwent MDD. The 23% of participants who did not meet IPF diagnostic criteria displayed identical disease behaviour to those with confirmed IPF. Honeycombing on radiology was associated with a worse prognosis and this translated into poorer prognosis in the 'definite' IPF group. While there was moderate agreement for IPF diagnostic categories, agreement for specific radiological features, other than honeycombing, was poor. CONCLUSION: In clinical practice, physicians do not always follow IPF diagnostic guidelines. We demonstrate a cohort of IPF patients who do not meet IPF diagnostic guideline criteria, based largely on their radiology and lack of lung biopsy, but who have outcomes identical to those with IPF.


Subject(s)
Idiopathic Pulmonary Fibrosis/diagnostic imaging , Lung/diagnostic imaging , Practice Guidelines as Topic , Aged , Australia , Biopsy , Cohort Studies , Female , Guideline Adherence , Humans , Idiopathic Pulmonary Fibrosis/pathology , Lung/pathology , Male , Middle Aged , Prognosis , Radiography, Thoracic , Registries , Reproducibility of Results
7.
J Med Imaging Radiat Oncol ; 62(5): 654-661, 2018 Oct.
Article in English | MEDLINE | ID: mdl-30079974

ABSTRACT

Lung adenocarcinoma has a spectrum of appearances on CT, many of which mimic non-malignant processes. The general radiologist has a major role in guiding the management of abnormalities detected on chest CT and an awareness of these appearances is vital. We describe the protean imaging manifestations of lung adenocarcinoma.


Subject(s)
Adenocarcinoma of Lung/diagnostic imaging , Tomography, X-Ray Computed/methods , Adenocarcinoma of Lung/pathology , Diagnosis, Differential , Humans
8.
Radiology ; 231(2): 359-64, 2004 May.
Article in English | MEDLINE | ID: mdl-15128982

ABSTRACT

PURPOSE: To assess the technical feasibility and safety of weekly outpatient percutaneous computed tomographic (CT)-guided intratumoral injections of interleukin-2 (IL-2) plasmid DNA in a wide variety of superficial and deep tumor sites. MATERIALS AND METHODS: Twenty-nine patients with metastatic renal cell carcinoma and a total of 30 lesions measuring 1.0 cm(2) or greater in accessible thoracic (n = 15) or abdominal (n = 15) locations underwent up to three cycles of six weekly intratumoral IL-2 plasmid DNA injections. CT was used to guide needle placement and injection. After injection cycle 1, patients whose tumors demonstrated stable (< or =25% increase and < or =50% decrease in product of lesion diameters) or decreased size (>50% decrease in product of lesion diameters) advanced to injection cycle 2. Patients whose lesions decreased in size by more than 50% over the course of injection cycle 2 were eligible to begin injection cycle 3. An acceptable safety and technical feasibility profile for this technique was deemed to be (a) a safety and feasibility profile similar to that of single-needle biopsy and (b) an absence of serious adverse events (as defined in Title 21 of the Code of Federal Regulations) and/or unacceptable toxicities (as graded according to the National Cancer Institute Common Toxicity Criteria). RESULTS: A total of 284 intratumoral injections were performed, with a mean of 9.8 injections (range, 6-18 injections) received by each patient. Technical success (needle placement and injection of gene therapy agent) was achieved in all cases. Complications were experienced after 42 (14.8%) of the 284 injections. The most common complication was pneumothorax (at 32 [28.6%] of 112 intrathoracic injections), for which only one patient required catheter drainage. Complications occurred randomly throughout injection cycles and did not appear to increase as patients received more injections (P =.532). No patient experienced serious adverse events or unacceptable toxicities. CONCLUSION: Percutaneous CT-guided intratumoral immunotherapy injections are technically feasible and can be safely performed.


Subject(s)
Carcinoma, Renal Cell/secondary , Carcinoma, Renal Cell/therapy , Genetic Therapy/methods , Immunotherapy/methods , Kidney Neoplasms/pathology , Kidney Neoplasms/therapy , Tomography, X-Ray Computed , Adult , Aged , DNA/administration & dosage , Feasibility Studies , Female , Genetic Therapy/adverse effects , Humans , Immunotherapy/adverse effects , Injections , Interleukin-2/genetics , Male , Middle Aged , Plasmids
9.
Radiology ; 229(3): 821-9, 2003 Dec.
Article in English | MEDLINE | ID: mdl-14657317

ABSTRACT

PURPOSE: To assess whether percutaneous radiofrequency (RF) ablation of unresectable pulmonary malignancies is safe and technically feasible and to evaluate the usefulness of computed tomographic (CT) nodule densitometry as a tool for following up tumors after ablation. MATERIALS AND METHODS: Twelve patients (seven men and five women; mean age, 60.6 years) with unresectable disease (because of poor lung reserve or multifocality) underwent nodule CT densitometry and CT-guided percutaneous RF ablation of 19 lung tumors (six [32%] tumors were adenocarcinoma, one (5%) was large cell carcinoma, two (10%) were bronchoalveolar carcinoma, four (21%) were colorectal carcinoma, and six (32%) were sarcoma less than 50 cm2 in area (range, 0.25-35.00 cm2). No patients had symptoms of their disease before RF ablation. Follow-up CT densitometry was scheduled for 1, 3, 6, and 12 months after RF ablation. Lesions were evaluated for change in area and contrast enhancement at follow-up CT. RESULTS: RF ablation was well tolerated by all patients. Intraprocedural complications included 12 cases of pneumothoraces (two patients required chest tube placement, while 10 were asymptomatic and required no further treatment), two cases of pleural effusion, and two cases of moderate pain (one case during and one case both during and after the procedure). Mean follow-up was 4(1/2) months (range, 1-12 months). In the eight patients with 3-month follow-up, lesion size increased in two and remained stable in six. Mean contrast enhancement, however, decreased from 46.8 HU (range, 19-107 HU) at baseline to 9.6 HU (range, 0-32 HU) at 1-2-month follow-up. In the one patient with 12-month CT densitometry follow-up, lesion enhancement was less than 50% of that at baseline, and lesion diameter remained stable. CONCLUSION: These preliminary results show that percutaneous RF ablation is a safe and technically feasible management option for unresectable pulmonary malignancies. CT densitometry may have potential for future use as a noninvasive method of following up tumors after RF ablation.


Subject(s)
Catheter Ablation/methods , Lung Neoplasms/surgery , Tomography, X-Ray Computed , Adenocarcinoma/diagnostic imaging , Adenocarcinoma/secondary , Adenocarcinoma/surgery , Adenocarcinoma, Bronchiolo-Alveolar/diagnostic imaging , Adenocarcinoma, Bronchiolo-Alveolar/surgery , Adult , Aged , Carcinoma, Large Cell/diagnostic imaging , Carcinoma, Large Cell/surgery , Colorectal Neoplasms , Feasibility Studies , Female , Humans , Lung Neoplasms/diagnostic imaging , Lung Neoplasms/pathology , Lung Neoplasms/secondary , Male , Middle Aged , Pain, Postoperative , Pleural Effusion/etiology , Pneumothorax/etiology , Postoperative Complications , Sarcoma/diagnostic imaging , Sarcoma/secondary , Sarcoma/surgery , Treatment Outcome
10.
Acad Radiol ; 10(3): 289-94, 2003 Mar.
Article in English | MEDLINE | ID: mdl-12643556

ABSTRACT

RATIONALE AND OBJECTIVES: The authors performed this study to determine the effect of routine editing on the style quality of trainee-generated radiology reports. MATERIALS AND METHODS: Trainee-generated reports of 50 body computed tomographic scans obtained at a tertiary care cancer center were edited in a routine fashion by one of two attending radiologists. Three physicians and four radiologists each independently evaluated the randomized unedited and edited reports (n = 100) and rated each report for clarity, brevity, readability, and quality of the impression by using a five-point scale. RESULTS: Editing significantly improved mean ratings for clarity (4.6 after editing vs 4.2 before editing, P < .007), brevity (4.6 vs 4.2, P < .007), readability (4.4 vs 4.1, P < .007), and quality of the impression (4.5 vs 4.3, P < .007). CONCLUSION: Routine editing of trainee-generated reports significantly improves the perceived report quality. This finding suggests that greater emphasis should be placed on stylistic aspects of reporting during training to improve report style quality at dictation.


Subject(s)
Internship and Residency , Medical Records/standards , Quality Assurance, Health Care , Radiology/education , Radiology/standards , Writing/standards , Humans , Tomography, X-Ray Computed
11.
Urology ; 59(6): 884-8, 2002 Jun.
Article in English | MEDLINE | ID: mdl-12031374

ABSTRACT

OBJECTIVES: To determine whether morphologic features at preoperative magnetic resonance imaging (MRI) are related to intraoperative blood loss during radical retropubic prostatectomy. METHODS: Endorectal MRI was performed in 143 patients with newly diagnosed prostate cancer before radical retropubic prostatectomy. Two independent readers rated the prominence of the periprostatic veins (on the basis of number and size) at four anatomic sites on a 3-point scale. Other features analyzed were prostate volume and interspinous diameter. RESULTS: A prominence of the anterior and posterior apical periprostatic veins was positively associated with blood loss (correlation coefficient = 0.22 and 0.17 and P <0.01 and <0.05, respectively). Blood loss was not related to prostate volume (correlation coefficient = 0.02, P = 0.8) or interspinous diameter (correlation coefficient = 0.01, P = 0.9). The site-specific scores of both readers demonstrated positive agreement, with Pearson's correlation coefficients of 0.51 to 0.65 (P <0.01). CONCLUSIONS: A marked prominence of the apical periprostatic veins on preoperative MRI is associated with greater intraoperative blood loss during radical retropubic prostatectomy. Other morphologic factors appear unrelated to the amount of intraoperative blood loss.


Subject(s)
Blood Loss, Surgical , Magnetic Resonance Imaging , Prostatectomy , Prostatic Neoplasms/blood supply , Adult , Aged , Humans , Male , Middle Aged , Prospective Studies , Prostatic Neoplasms/pathology
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