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Abuhasanein S, Radmann J, Jahnson S, Kjölhede H. Diagnostic Performance of GeneXpert BC as a Triage Test for Patients Presenting with Macroscopic Hematuria Suspicious for Urinary Bladder Cancer: A Multicenter Prospective Case-Control Study. EUR UROL SUPPL 2024; 70:158-166. [PMID: 39554301 PMCID: PMC11567930 DOI: 10.1016/j.euros.2024.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/14/2024] [Indexed: 11/19/2024] Open
Abstract
Background and objective Our objective was to assess whether GeneXpert BC can be used as a triage test to exclude urinary bladder cancer (UBC) for patients with macroscopic hematuria. Methods We conducted a prospective study that include consecutive patients being evaluated for macroscopic hematuria between September 2020 and December 2022. Before cystoscopy, study participants provided a voided urine sample for GeneXpert BC analysis according to a case-control design with an emphasis on UBC detection. Descriptive statistics are reported for patient and tumor characteristics. To assess the diagnostic accuracy of the GeneXpert BC test, the sensitivity, specificity, and negative predictive value (NPV) were calculated, using the histopathologically proven UBC as the ground truth. Key findings and limitations In total, 1505 subjects presenting with macroscopic hematuria were enrolled in the study. After randomization and exclusions, GeneXpert BC testing was carried out for 312 participants. Of these, 151 patients from the case arm had UBC, 122 patients from the control arm (random 10%) were negative for UBC, and 39 patients from the case arm did not have malignancy. Using a predefined linear discriminant analysis (LDA) threshold of ≥0.22, the test had sensitivity of 0.94 (95% confidence interval [CI] 0.90-0.97), specificity of 0.52 (95% CI 0.42-0.59), and NPV of 0.99 (95% CI 0.98-0.99). All false-negative tumors were of low grade (Ta grade 1-2). Cystoscopy and computed tomography urography could have been omitted in 44% of the patients with macroscopic hematuria. At a secondary LDA threshold of ≥0.45, the test had sensitivity of 0.79 (95% CI 0.73-0.86), specificity of 0.83 (95% CI 0.76-0.89), and NPV of 0.97 (95% CI 0.96-0.98). Conclusions and clinical implications GeneXpert BC is a reliable triage test for deciding on whether further investigations are necessary in patients with macroscopic hematuria. Patient summary We assessed a test called GeneXpert BC for the detection of bladder cancer in patients with blood in their urine. GeneXpert BC performed well in ruling out bladder cancer for patients who did not have cancer according to further tests. Use of GeneXpert BC could help in avoiding scans and invasive tests for patients with a negative result.
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Affiliation(s)
- Suleiman Abuhasanein
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden
- Department of Surgery, Urology Section, NU Hospital Group, Region Västra Götaland Health System, Uddevalla, Sweden
| | - Jonatan Radmann
- Department of Urology, Varberg/Halmstad Hospital, Region Halland Health System, Halmstad, Sweden
| | - Staffan Jahnson
- Department of Clinical and Experimental Medicine, Division of Urology, Linköping University, Linköping, Sweden
| | - Henrik Kjölhede
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden
- Department of Urology, Sahlgrenska University Hospital, Göteborg, Sweden
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Abuhasanein S, Edenbrandt L, Enqvist O, Jahnson S, Leonhardt H, Trägårdh E, Ulén J, Kjölhede H. A novel model of artificial intelligence based automated image analysis of CT urography to identify bladder cancer in patients investigated for macroscopic hematuria. Scand J Urol 2024; 59:90-97. [PMID: 38698545 DOI: 10.2340/sju.v59.39930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2024] [Accepted: 04/17/2024] [Indexed: 05/05/2024]
Abstract
OBJECTIVE To evaluate whether artificial intelligence (AI) based automatic image analysis utilising convolutional neural networks (CNNs) can be used to evaluate computed tomography urography (CTU) for the presence of urinary bladder cancer (UBC) in patients with macroscopic hematuria. METHODS Our study included patients who had undergone evaluation for macroscopic hematuria. A CNN-based AI model was trained and validated on the CTUs included in the study on a dedicated research platform (Recomia.org). Sensitivity and specificity were calculated to assess the performance of the AI model. Cystoscopy findings were used as the reference method. RESULTS The training cohort comprised a total of 530 patients. Following the optimisation process, we developed the last version of our AI model. Subsequently, we utilised the model in the validation cohort which included an additional 400 patients (including 239 patients with UBC). The AI model had a sensitivity of 0.83 (95% confidence intervals [CI], 0.76-0.89), specificity of 0.76 (95% CI 0.67-0.84), and a negative predictive value (NPV) of 0.97 (95% CI 0.95-0.98). The majority of tumours in the false negative group (n = 24) were solitary (67%) and smaller than 1 cm (50%), with the majority of patients having cTaG1-2 (71%). CONCLUSIONS We developed and tested an AI model for automatic image analysis of CTUs to detect UBC in patients with macroscopic hematuria. This model showed promising results with a high detection rate and excessive NPV. Further developments could lead to a decreased need for invasive investigations and prioritising patients with serious tumours.
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Affiliation(s)
- Suleiman Abuhasanein
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden; Department of Surgery, Urology section, NU Hospital Group, Uddevalla, Region Västra Götaland, Sweden.
| | - Lars Edenbrandt
- Department of Clinical Physiology, Sahlgrenska University Hospital, Göteborg, Sweden; Department of Molecular and Clinical Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden
| | - Olof Enqvist
- Department of Electrical Engineering, Chalmers University of Technology, Göteborg, Sweden; Eigenvision AB, Malmö, Sweden
| | - Staffan Jahnson
- Department of Clinical and Experimental Medicine, Division of Urology, Linköping University, Linköping, Sweden
| | - Henrik Leonhardt
- Department of Radiology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden; Department of Radiology, Sahlgrenska University Hospital, Region Västra Götaland, Göteborg, Sweden
| | - Elin Trägårdh
- Department of Clinical Physiology and Nuclear Medicine, Lund University and Skåne University Hospital, Malmö, Sweden; Wallenberg Centre for Molecular Medicine, Lund University, Lund, Sweden
| | | | - Henrik Kjölhede
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden; Department of Urology, Sahlgrenska University Hospital, Region Västra Götaland, Göteborg, Sweden
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Abuhasanein S, Chaves V, Mohsen AM, Al‐Haddad J, Sunila M, Ströck V, Jerlström T, Liedberg F, Swärd J, Gårdmark T, Jahnson S, Kjölhede H. Diagnostic value of repeated comprehensive investigation with CT urography and cystoscopy for recurrent macroscopic haematuria. BJUI COMPASS 2024; 5:253-260. [PMID: 38371208 PMCID: PMC10869664 DOI: 10.1002/bco2.300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 09/10/2023] [Accepted: 09/26/2023] [Indexed: 02/20/2024] Open
Abstract
Objectives To perform a descriptive analysis of a series of patients with recurrent macroscopic haematuria after a primary standard evaluation including computed tomography urography (CTU) and cystoscopy negative for urinary bladder cancer (UBC) and upper tract urothelial cancer (UTUC) and to identify potential factors associated with occurrence of recurrent macroscopic haematuria. Methods All patients older than 50 years who underwent urological investigation for macroscopic haematuria with both cystoscopy and CTU 2015-2017 were retrospectively reviewed. A descriptive analysis of the primary and later investigations for recurrent macroscopic haematuria was performed. To investigate the association between explanatory variables and the occurrence of recurrent macroscopic haematuria, a Poisson regression analysis was performed. Results A total of 1395 eligible individuals with primary standard investigation negative for UBC and UTUC were included. During a median follow-up of 6.2 (IQR 5.3-7) years, 248 (18%) patients had recurrent macroscopic haematuria, of whom six patients were diagnosed with UBC, two with prostate cancer, one with renal cell carcinoma and one had a suspected UTUC at the repeated investigation. Within 3 years, 148 patients (11%) experienced recurrent macroscopic haematuria, of whom two patients were diagnosed with low-grade UBC (TaG1-2), one with T2G3 UBC and one with low-risk prostate cancer. The presence of an indwelling catheter, use of antithrombotic medication, pathological findings at CTU or cystoscopy or history of pelvic radiotherapy were all statistically significant independent predictors for increased risk for recurrent macroscopic haematuria. Conclusion In the case of recurrent macroscopic haematuria within 3 years of primary standard evaluation for urinary tract cancer, there was a low risk of later urological malignancies in patients initially negative for UBC and UTUC. Therefore, waiting 3 years before conducting another complete investigation in cases of recurrent macroscopic haematuria might be appropriate.
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Affiliation(s)
- Suleiman Abuhasanein
- Department of Urology, Institute of Clinical Science, Sahlgrenska AcademyUniversity of GothenburgGöteborgSweden
- Department of Surgery, Urology SectionNU Hospital GroupUddevallaSweden
| | - Vanessa Chaves
- Department of Surgery, Urology SectionNU Hospital GroupUddevallaSweden
| | | | - Jasmine Al‐Haddad
- Department of Surgery, Urology SectionNU Hospital GroupUddevallaSweden
| | - Merete Sunila
- Department of Surgery, Urology SectionNU Hospital GroupUddevallaSweden
| | - Viveka Ströck
- Department of Urology, Institute of Clinical Science, Sahlgrenska AcademyUniversity of GothenburgGöteborgSweden
- Department of UrologySahlgrenska University HospitalGöteborgRegion Västra GötalandSweden
| | - Tomas Jerlström
- Department of Urology, School of Medical Sciences, Faculty of Medicine, and HealthÖrebro UniversityÖrebroSweden
| | - Fredrik Liedberg
- Department of Urology Skåne University Hospital, Malmö, Sweden and Institution of Translational MedicineLund UniversityMalmöSweden
| | - Jesper Swärd
- Department of Urology, Institute of Clinical Science, Sahlgrenska AcademyUniversity of GothenburgGöteborgSweden
| | - Truls Gårdmark
- Department of Clinical Sciences, Danderyd HospitalKarolinska InstituteStockholmSweden
| | - Staffan Jahnson
- Department of Clinical and Experimental Medicine, Division of UrologyLinköping UniversityLinköpingSweden
| | - Henrik Kjölhede
- Department of Urology, Institute of Clinical Science, Sahlgrenska AcademyUniversity of GothenburgGöteborgSweden
- Department of UrologySahlgrenska University HospitalGöteborgRegion Västra GötalandSweden
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Ascenti G, Cicero G, Cardone G, Bertelli E, Papa M, Ciccone V, Manetta R, Gentili F, Francioso AP, Mazzei MA, Floridi C, Di Cesare E, Gandolfo N, De Filippo M, Miele V, Giovagnoni A. Cornerstones of CT urography: a shared document by the Italian board of urogenital radiology. LA RADIOLOGIA MEDICA 2023; 128:601-611. [PMID: 37027091 DOI: 10.1007/s11547-023-01623-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 03/15/2023] [Indexed: 04/08/2023]
Abstract
CT urography is a single term used to refer to different scanning protocols that can be applied for a number of clinical indications. If, on the one hand, this highlights the role of the radiologist in deciding the most suitable technique to perform according to the patient's needs, on the other hand, a certain confusion may arise due to the different technical and clinical variables that have to be taken into account. This has been well demonstrated by a previous work based on an online questionnaire administered to a population of Italian radiologists that brought out similarities as well as differences across the national country. Defining precise guidelines for each clinical scenario, although desirable, is a difficult task to accomplish, if not even unfeasible. According to the prementioned survey, five relevant topics concerning CT urography have been identified: definition and clinical indications, opacification of the excretory system, techniques, post-processing reconstructions, and radiation dose and utility of dual-energy CT. The aim of this work is to deepen and share knowledge about these main points in order to assist the radiology in the daily practice. Moreover, a synopsis of recommendations agreed by the Italian board of genitourinary imaging is provided.
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Affiliation(s)
- Giorgio Ascenti
- Section of Radiological Sciences, Department of Biomedical Sciences and Morphological and Functional Imaging, University of Messina, Policlinico "G. Martino", Via Consolare Valeria, 1, 98100, Messina, Italy
| | - Giuseppe Cicero
- Section of Radiological Sciences, Department of Biomedical Sciences and Morphological and Functional Imaging, University of Messina, Policlinico "G. Martino", Via Consolare Valeria, 1, 98100, Messina, Italy.
| | - Gianpiero Cardone
- Diagnostic and Interventional Radiology Department, IRCCS Ospedale San Raffaele-Turro, Università Vita-Salute San Raffaele, Milan, Italy
| | - Elena Bertelli
- Department of Emergency Radiology, Careggi University Hospital, Florence, Italy
| | - Maurizio Papa
- Complex Unit of Radiology, Department of Diagnostic and Interventional Radiology, Azienda Socio Sanitaria Territoriale (ASST) Lodi, Lodi, Italy
| | - Vincenzo Ciccone
- Radiology Department, San Giovanni Di Dio E Ruggi D'Aragona Hospital, Salerno, Italy
| | - Rosa Manetta
- Radiology Unit, San Salvatore Hospital, L'Aquila, Italy
| | - Francesco Gentili
- Unit of Diagnostic Imaging, Department of Radiological Sciences, Azienda Ospedaliero-Universitaria Senese, "Santa Maria Alle Scotte" General Hospital, Viale Mario Bracci, 16, Siena, 53100, Italy
| | - Antonio Pio Francioso
- Complex Unit of Radiology, Department of Diagnostic and Interventional Radiology, Azienda Socio Sanitaria Territoriale (ASST) Lodi, Lodi, Italy
| | - Maria Antonietta Mazzei
- Unit of Diagnostic Imaging, Department of Medical, Surgical and Neuro Sciences and of Radiological Sciences, University of Siena, Azienda Ospedaliero-Universitaria Senese, Siena, Italy
| | - Chiara Floridi
- Department of Radiological Sciences, Ospedali Riuniti Ancona, Università Politecnica Delle Marche - University Hospital, Via Tronto 10, 60126, Ancona, Italy
| | - Ernesto Di Cesare
- Department of Life, Health and Environmental Sciences, University of L'Aquila, 67100, L'Aquila, Italy
| | - Nicoletta Gandolfo
- Diagnostic Imaging Department, Villa Scassi Hospital-ASL 3, Corso Scassi 1, Genoa, Italy
| | - Massimo De Filippo
- University of Parma, Parma Hospital, Via Gramsci 14, 43126, Parma, Italy
| | - Vittorio Miele
- Department of Emergency Radiology, Careggi University Hospital, Florence, Italy
| | - Andrea Giovagnoni
- Department of Radiological Sciences, Ospedali Riuniti Ancona, Università Politecnica Delle Marche - University Hospital, Via Tronto 10, 60126, Ancona, Italy
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Abuhasanein S, Jahnson S, Aljabery F, Gårdmark T, Jerlström T, Liedberg F, Sherif A, Ströck V, Kjölhede H. Do not throw out the baby with the bath water. Scand J Urol 2022; 56:235-236. [DOI: 10.1080/21681805.2022.2081254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Suleiman Abuhasanein
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden
- Department of surgery, Urology section, NU Hospital Group, Uddevalla, Region Västra Götaland, Sweden
| | - Staffan Jahnson
- Department of Clinical and Experimental Medicine, Division of Urology, Linköping University, Linköping, Sweden
| | - Firas Aljabery
- Department of Clinical and Experimental Medicine, Division of Urology, Linköping University, Linköping, Sweden
| | - Truls Gårdmark
- Department of Clinical Sciences, Danderyd Hospital, Karolinska Institute, Stockholm, Sweden
| | - Tomas Jerlström
- Department of Urology, School of Medical Sciences, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Fredrik Liedberg
- Department of Urology, Skåne University Hospital, Malmö, Sweden and Institution of Translational Medicine, Lund University, Malmö, Sweden
| | - Amir Sherif
- Department of Surgical and Perioperative Sciences, Urology and Andrology, Umeå University, Umeå, Sweden
| | - Viveka Ströck
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden
- Department of Urology, Sahlgrenska University Hospital, Region Västra Götaland, Göteborg, Sweden
| | - Henrik Kjölhede
- Department of Urology, Institute of Clinical Science, Sahlgrenska Academy, University of Gothenburg, Göteborg, Sweden
- Department of Urology, Sahlgrenska University Hospital, Region Västra Götaland, Göteborg, Sweden
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