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1.
Eur J Nucl Med Mol Imaging ; 50(13): 4077-4086, 2023 11.
Article in English | MEDLINE | ID: mdl-37550494

ABSTRACT

PURPOSE: This study aimed to (i) validate the Response Evaluation Criteria in PSMA (RECIP 1.0) criteria in a cohort of biochemically recurrent (BCR) prostate cancer (PCa) patients and (ii) determine if this classification could be performed fully automatically using a trained artificial intelligence (AI) model. METHODS: One hundred ninety-nine patients were imaged with [68Ga]Ga-PSMA-11 PET/CT once at the time of biochemical recurrence and then a second time a median of 6.0 months later to assess disease progression. Standard-of-care treatments were administered to patients in the interim. Whole-body tumour volume was quantified semi-automatically (TTVman) in all patients and using a novel AI method (TTVAI) in a subset (n = 74, the remainder were used in the training process of the model). Patients were classified as having progressive disease (RECIP-PD), or non-progressive disease (non RECIP-PD). Association of RECIP classifications with patient overall survival (OS) was assessed using the Kaplan-Meier method with the log rank test and univariate Cox regression analysis with derivation of hazard ratios (HRs). Concordance of manual and AI response classifications was evaluated using the Cohen's kappa statistic. RESULTS: Twenty-six patients (26/199 = 13.1%) presented with RECIP-PD according to semi-automated delineations, which was associated with a significantly lower survival probability (log rank p < 0.005) and higher risk of death (HR = 3.78 (1.96-7.28), p < 0.005). Twelve patients (12/74 = 16.2%) presented with RECIP-PD according to AI-based segmentations, which was also associated with a significantly lower survival (log rank p = 0.013) and higher risk of death (HR = 3.75 (1.23-11.47), p = 0.02). Overall, semi-automated and AI-based RECIP classifications were in fair agreement (Cohen's k = 0.31). CONCLUSION: RECIP 1.0 was demonstrated to be prognostic in a BCR PCa population and is robust to two different segmentation methods, including a novel AI-based method. RECIP 1.0 can be used to assess disease progression in PCa patients with less advanced disease. This study was registered with the Australian New Zealand Clinical Trials Registry (ACTRN12615000608561) on 11 June 2015.


Subject(s)
Gallium Radioisotopes , Prostatic Neoplasms , Male , Humans , Positron Emission Tomography Computed Tomography/methods , Prognosis , Artificial Intelligence , Oligopeptides , Edetic Acid , Australia , Prostatic Neoplasms/pathology , Disease Progression
2.
J Med Imaging Radiat Oncol ; 63(4): 473-478, 2019 Aug.
Article in English | MEDLINE | ID: mdl-31332941

ABSTRACT

Contrast-enhanced spectral mammography (CESM) has a number of uses including the work-up of inconclusive findings on mammography, assessment of breast symptoms, cancer staging, evaluation of response to neoadjuvant chemotherapy and recently as an alternative to magnetic resonance imaging (MRI) in high-risk screening. CESM can be swiftly incorporated into the workflow of busy breast clinics. We share our experiences with CESM at a large breast assessment centre in Western Australia.


Subject(s)
Breast Neoplasms/diagnostic imaging , Contrast Media , Image Enhancement/methods , Mammography/methods , Breast/diagnostic imaging , Diagnosis, Differential , Female , Humans , Western Australia
3.
Innovations (Phila) ; 11(3): 219-21, 2016.
Article in English | MEDLINE | ID: mdl-27532301

ABSTRACT

A 69-year-old man underwent minimal incision mitral valve repair for severe symptomatic mitral regurgitation. The echocardiography showed that he had normal left ventricular function with a moderately to severely dilated left atrium, a mildly dilated right atrium, and a large patent foramen ovale. The multistage venous cannulation was very challenging because we could not negotiate the guide wire from the inferior vena cava via the right atrium into the superior vena cava. Despite several attempts, the guide wire would pass into the patent foramen ovale. Methods that we routinely attempt with difficult cannulations such as withdrawing and reinserting, twisting, and to-and-fro movements did not result in success. Eventually, we attempted a novel maneuver, the modified "Valsalva maneuver," that worked incredibly well.


Subject(s)
Cardiopulmonary Bypass/methods , Heart Valve Prosthesis Implantation/methods , Mitral Valve Insufficiency/surgery , Aged , Humans , Male , Minimally Invasive Surgical Procedures , Treatment Outcome , Valsalva Maneuver
4.
Australas Psychiatry ; 22(6): 546-50, 2014 Dec.
Article in English | MEDLINE | ID: mdl-25147317

ABSTRACT

OBJECTIVE: Though antipsychotic polypharmacy (APP) is widely utilised in many clinical settings for the treatment of people with schizophrenia, the extent of this practice varies considerably between different regions, countries and clinical settings. Studies from Australasia exploring the prevalence and factors associated with APP are sparse and have yielded inconsistent results. METHODS: We conducted a systematic retrospective audit of the medical records of all admissions in 2010 in the adult wards of a metropolitan public mental health service in Western Australia, having a diagnosis of schizophrenia or schizoaffective disorder. We analysed the rates of APP use, and its association with selected demographic and clinical variables. RESULTS: The prevalence of APP among our sample of 229 patients was high, at 43.2%. APP was associated with a longer hospital stay (p=0.033) and voluntary admission (p=0.027); but APP was not significantly related to: age, gender, diagnosis and treatment by different psychiatrists. CONCLUSIONS: Substantial difference exists between everyday clinical practice and recommendations of practice guidelines of schizophrenia, regarding the use of APP. Prospective studies from different settings exploring the relevant clinical, patient, prescriber and system-related issues are warranted, to comprehend the rationale behind high utilisation of APP in clinical practice.


Subject(s)
Antipsychotic Agents/therapeutic use , Drug Therapy, Combination/statistics & numerical data , Inpatients/statistics & numerical data , Polypharmacy , Practice Patterns, Physicians'/statistics & numerical data , Psychotic Disorders/drug therapy , Schizophrenia/drug therapy , Adult , Female , Humans , Length of Stay , Male , Mental Health Services/statistics & numerical data , Patient Admission , Retrospective Studies , Western Australia/epidemiology , Young Adult
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