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4.
Diagn Interv Imaging ; 105(4): 144-150, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38102013

ABSTRACT

PURPOSE: The purpose of this study was to evaluate the safety and efficacy of transient genicular artery embolization (GAE) using an ethiodized oil-based emulsion for the treatment of knee osteoarthritis (KOA). MATERIALS AND METHODS: This prospective, single-arm, open-label, multicenter, first-in-human cohort trial was registered on ClinicalTrials.gov (NCT04733092). The main inclusion criterion was diagnosis of KOA according to a visual analogue scale (VAS) pain score ≥ 40 mm (score range: 0-100 mm), despite conservative treatment for at least three months. Treatment efficacy was assessed using changes in VAS pain score, Mean Western Ontario & McMaster Universities osteoarthritis (WOMAC) function score (normalized to 100; score ranging from 0 to100) and outcome measures in rheumatoid arthritis clinical trials (OMERACT)-Osteoarthritis Research Society (OARSI) set of responder criteria. RESULTS: Twenty-two consecutive participants (13 women; mean age, 66 ± 9 [standard deviation (SD)]) were included and underwent GAE. Emulsion consisted in a mixture of ioversol and ethiodized oil (ratio 1:3, respectively) prepared extemporaneously. The rate of serious adverse events attributed to GAE within one month was 5% (1/22), corresponding to reversible worsening of renal function. Immediate technical success rate was 100%. Mean VAS pain score dropped from 74.4 ± 16.5 (SD) mm at baseline to 37.2 ± 26.7 (SD) mm at three months (P < 0.001). Mean WOMAC function score (normalized to 100: score ranging from 0 to 100) decreased from 57.3 ± 17.1 (SD) at baseline to 33.5 ± 25.9 (SD) at three months (P < 0.001). At three months, 16 out of 22 participants (73%) were considered responders according to the OMERACT-OARSI set of responder criteria, including high improvement in either pain or WOMAC function, or improvement in both pain and WOMAC function. CONCLUSION: GAE using an ethiodized oil-based emulsion is safe and improves pain and function in participants with KOA for at least three months.


Subject(s)
Osteoarthritis, Knee , Humans , Female , Middle Aged , Aged , Osteoarthritis, Knee/therapy , Prospective Studies , Emulsions/therapeutic use , Ethiodized Oil , Pain , Treatment Outcome
6.
Acad Radiol ; 2023 Nov 22.
Article in English | MEDLINE | ID: mdl-37996363

ABSTRACT

RATIONALE AND OBJECTIVES: The long-term effectiveness of prostatic artery embolization (PAE) can be hampered by the recanalization of the previously embolized prostatic arteries (PA). The use of a liquid embolic agent (LEA) could limit this risk. The purpose of this study was to assess the safety and efficacy of repeat PAE (rePAE) using a LEA (Squid Peri) coupled with microspheres in patients experiencing recurring symptoms after initial embolization. MATERIALS AND METHODS: This retrospective single-center study included all consecutive patients who underwent rePAE using Squid Peri coupled with microspheres. Angiographic patterns of prostatic revascularization were identified. Outcomes were assessed at the 3-month follow-up using the International Prostate Symptom Score (IPSS) and the Quality of Life (QoL) score. The primary endpoint was clinical success defined as an IPSS < 18 with > 25% decrease and a QoL score ≤ 3 with ≥ 1 point decrease. Safety was assessed by using the modified Clavien-Dindo classification. RESULTS: 30 consecutive men (mean age: 67.1 ± 9.5 years) were included. Recanalization of the previously embolized PA was found in 83.3% of patients. Technical success was 93.3%. Median follow-up was 4.9 months [IQR: 3.9 - 9.8]. Clinical success rate was 76.7%, with a mean decrease in IPSS of -9.3 ± 7.3 (p < 0.001) and a median decrease in QoL of -2 [IQR: - 4 - - 1] (p < 0.001). One patient presented with an acute urinary retention requiring readmission (grade IIIa complication). CONCLUSION: Repeat PAE using Squid Peri coupled with microspheres is safe and effective for patients with recurring symptoms after initial embolization.

7.
Cancers (Basel) ; 15(19)2023 Sep 26.
Article in English | MEDLINE | ID: mdl-37835422

ABSTRACT

Dedicated catheters for hepatic arterial infusion chemotherapy were removed from the market. The purpose of this study was to assess the results of a novel approach to overcome the shortage of dedicated catheters for hepatic arterial infusion chemotherapy in the treatment of colorectal cancer liver metastases. We retrospectively included patients who underwent a percutaneous placement of a hepatic intra-arterial port catheter in a single tertiary center from February 2021 to June 2022. We examined the patient baseline characteristics, technical features of the modified procedures, technical success rates, complications and oncological outcomes. Fourteen patients (median age: 60 years; q1 = 54; q3 = 70; range: 53-81 years) underwent 15 modified procedures. The main modification of our placement technique consisted of the use of an indwelling 5-Fr Vertebral catheter, on the tip of which we created a two-sided additional lateral hole. The catheter was connected to a pediatric port. The primary success rate was 100%, and the secondary success rate was 93.3%. There were two late major complications, graded IIIa according to the Clavien-Dindo classification. The median liver progression free survival was 6.1 months (q1 = 2.5; q3 = 7.2; range: 1.3-11.6). Our experience suggests that the derived utilization of the devices used routinely in interventional radiology provides an effective solution that can compensate for the shortage of dedicated devices.

8.
Dig Endosc ; 2023 Sep 29.
Article in English | MEDLINE | ID: mdl-37772447

ABSTRACT

OBJECTIVES: A new short device for percutaneous endoscopic cholangioscopy was recently developed. However, feasibility and safety has not yet been evaluated. The aim of this study was to assess clinical success, technical success, and adverse events (AEs). METHODS: This observational multicenter retrospective study included all patients who underwent percutaneous cholangioscopy using a short cholangioscope between 2020 and 2022. The clinical success, defined as the complete duct clearance or obtaining at least one cholangioscopy-guided biopsy, was assessed. The histopathological accuracy, technical success, and the AE rate were also evaluated. RESULTS: Fifty-one patients (60 ± 15 years, 45.1% male) were included. The majority of patients had altered anatomy (n = 40, 78.4%), and biliary stones (n = 34, 66.7%) was the commonest indication. The technique was predominantly wire-guided (n = 44, 86.3%) through a percutaneous sheath (n = 36, 70.6%) following a median interval of 8.5 days from percutaneous drainage. Cholangioscopy-guided electrohydraulic lithotripsy was performed in 29 cases (56.9%), combined with a retrieval basket in eight cases (27.6%). The clinical success was 96.6%, requiring a median of one session (range 1-3). Seventeen patients (33.3%) underwent cholangioscopy-guided biopsies. There were four (7.8%) cholangioscopy-related AEs (cholangitis and peritonitis). Overall, the technical success and AE rates were 100% and 19.6%, respectively, in a median follow-up of 7 months. CONCLUSION: Percutaneous endoscopic cholangioscopy with a new short device is effective and safe, requiring a low number of sessions to achieve duct clearance or accurate histopathological diagnosis.

9.
J Med Case Rep ; 17(1): 321, 2023 Jul 26.
Article in English | MEDLINE | ID: mdl-37491356

ABSTRACT

BACKGROUND: Hemorrhage is an uncommon complication of liposuction that may be trauma-induced by the cannula on the subcutaneous perforators. It usually resolves spontaneously with external compression and results in mild to moderate ecchymosis on the liposuction site. However, in sporadic cases, active bleeding may persist and require urgent intervention for hemostasis. CASE PRESENTATION: We report the case of a 60-year-old White female who developed a massive hematoma in the hour following liposuction of the right internal thigh, with active bleeding in the subcutaneous plane reported on contrast-enhanced computed tomography. The initial angiogram was conducted in the right common femoral artery and showed active bleeding from a profunda artery perforator. After careful selective catheterization of the feeding artery using a 2.0-French microcatheter, 0.3 mL of Onyx 34 was injected. Control angiography showed no immediate complication and confirmed the exclusion of the pseudoaneurysm. No postoperative event occurred. Blood pressure and hemoglobin levels remained stable throughout the episode. CONCLUSIONS: Although liposuction is a very common procedure in plastic surgery, hemorrhagic complications may occur and require urgent hemostasis. This case suggests a vital place for interventional radiology in the management of hemorrhagic complications after liposuction.


Subject(s)
Embolization, Therapeutic , Lipectomy , Humans , Female , Middle Aged , Lipectomy/adverse effects , Thigh , Embolization, Therapeutic/methods , Angiography , Hemorrhage/surgery , Rupture/surgery , Femoral Artery/diagnostic imaging , Femoral Artery/surgery
10.
Cardiovasc Intervent Radiol ; 46(6): 739-745, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37029235

ABSTRACT

OBJECTIVES: To evaluate the benefits of repeat prostatic artery embolization (rePAE) for patients with persistent or recurrent symptoms after initial prostatic artery embolization (PAE). MATERIALS AND METHODS: This is a single-center retrospective study of all patients who underwent a rePAE between December 2014 and November 2020 for persistent or recurrent lower urinary tract symptoms. Symptoms were assessed before and after PAE and rePAE, using the International Prostate Symptom Score and quality of life (QoL) questionnaires. Patient characteristics, anatomical presentations, technical success rates, and complications of both procedures were collected. Clinical failure was defined as one of the following: less than 2 points' decrease in QoL, a QoL score higher than 3, acute urinary retention, and secondary surgery. RESULTS: A total of 21 consecutive patients (mean age: 63.8 ± 8.1; [40-75] years) who underwent rePAE were included. The median follow-up after PAE was 27.7 [18.1-36.9]) months and 8.9 [3.4-10.8] months after rePAE. rePAE was performed at a mean of 19 ± 11.1 [6.9-49.6] months following PAE, and the overall clinical success rate was 33% (7/21). In patients undergoing rePAE because of persistent symptoms, the clinical success rate (18%) was non-significantly lower than that for patients treated for recurrent symptoms (50%) [OR 4.5 (95% CI 0.63-32 P = 0.13)]. The main anatomical revascularization pattern was recanalization of the native prostatic artery (29/45, 66%). CONCLUSION: Patients who experience recurrent symptoms after PAE may benefit more from rePAE than those with persistent symptoms after PAE. Clinical success rates seem to be relatively low in both clinical scenarios.


Subject(s)
Embolization, Therapeutic , Lower Urinary Tract Symptoms , Prostatic Hyperplasia , Male , Humans , Middle Aged , Aged , Prostate/diagnostic imaging , Prostate/blood supply , Prostatic Hyperplasia/complications , Prostatic Hyperplasia/diagnostic imaging , Prostatic Hyperplasia/therapy , Quality of Life , Embolization, Therapeutic/methods , Retrospective Studies , Treatment Outcome , Arteries , Lower Urinary Tract Symptoms/etiology , Lower Urinary Tract Symptoms/therapy , Lower Urinary Tract Symptoms/diagnosis
11.
Tech Vasc Interv Radiol ; 26(1): 100879, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36889842

ABSTRACT

In his pioneering work, Okuno and colleagues demonstrated the benefit of musculoskeletal (MSK) embolization, using imipenem as an embolic agent, in various diseases such as knee osteoarthritis (KOA), adhesive capsulitis (AC), tennis elbow and other sports injuries. As imipenem is a last-resort, broad spectrum antibiotic, its use is often not feasible depending on countries and their drug regulation. Since then, several other studies have used other material products such as microparticles or liquid embolics. In addition, several products in development or that are used in other indications may prove useful after full clinical evaluation of safety and efficacy. In this article we will develop our recommendations, through an analysis of recent publications on MSK embolization.


Subject(s)
Embolization, Therapeutic , Osteoarthritis, Knee , Tennis Elbow , Humans , Embolization, Therapeutic/adverse effects , Tennis Elbow/therapy , Imipenem , Decision Making
12.
Diagn Interv Imaging ; 104(6): 292-296, 2023 Jun.
Article in English | MEDLINE | ID: mdl-36801097

ABSTRACT

PURPOSE: The purpose of this study was to assess long-term outcome of prostate artery embolization (PAE) in patients presenting with acute urinary retention related to benign prostatic hyperplasia. MATERIALS AND METHODS: All consecutive patients who underwent PAE for acute urinary retention due to benign prostatic hyperplasia from August 2011 to December 2021 in a single institution were retrospectively included. There were 88 men with a mean age of 72 ± 12 (standard deviation [SD]) years (range: 42-99 years). Patients underwent a first attempt of catheter removal two weeks after PAE. Clinical success was defined as the absence of acute urinary retention recurrence. Correlations between long-term clinical success and patient variables or bilateral PAE were searched for using Spearman correlation test. Catheter-free survival was assessed using Kaplan-Meier analysis. RESULTS: Successful catheter removal in the month following PAE was performed in 72 (72/88; 82%) patients and 16 (16/88; 18%) patients had immediate recurrence. Clinical success persisted for 58 (58/88; 66%) patients at long-term follow-up (mean follow-up: 19.5 months ± 16.5 [SD]; range: 2-74 months). Recurrence occurred at a mean of 16.2 months ± 12.2 (SD) (range: 1.5-43 months) post-PAE. Overall, 21 (21/88; 24%) patients of the cohort underwent prostatic surgery, at a mean of 10.4 months ± 12.2 (SD) (range: 1.2-42.4 months) from initial PAE. No correlations between patients variables or bilateral PAE and long-term clinical success were identified. Kaplan-Meier analysis showed a three-year catheter free probability of 60%. CONCLUSION: PAE is a valuable technique for acute urinary retention related to benign prostatic hyperplasia, with a long-term success rate of 66%. However acute urinary retention relapse affects 15% of patients.


Subject(s)
Embolization, Therapeutic , Prostatic Hyperplasia , Urinary Retention , Male , Humans , Middle Aged , Aged , Aged, 80 and over , Prostate , Prostatic Hyperplasia/complications , Prostatic Hyperplasia/therapy , Urinary Retention/etiology , Urinary Retention/therapy , Retrospective Studies , Treatment Outcome , Embolization, Therapeutic/methods , Arteries
13.
Eur Radiol ; 33(4): 2605-2611, 2023 Apr.
Article in English | MEDLINE | ID: mdl-36378253

ABSTRACT

OBJECTIVES: To assess the feasibility and technical outcomes of pelvic bone cementoplasty using an electromagnetic navigation system (EMNS) in standard practice. MATERIALS AND METHODS: Monocentric retrospective study of all consecutive patients treated with cementoplasty or reinforced cementoplasty of the pelvic bone with EMNS-assisted procedures. The endpoints were periprocedural adverse events, needle repositioning rates, procedure duration, and radiation exposure. RESULTS: A detailed description of the technical steps is provided. Thirty-three patients (68 years ± 10) were treated between February 2016 and February 2020. Needle repositioning was required for 1/33 patients (3%). The main minor technical adverse event was soft tissue PMMA cement leaks. No major adverse event was noted. The median number of CT acquisitions throughout the procedures was 4 (range: 2 to 8). Radiation exposure and mean procedure duration are provided. CONCLUSION: Electromagnetic navigation system-assisted percutaneous interventions for the pelvic bone are feasible and lead to low rates of minor technical adverse events and needle repositioning. Procedure duration and radiation exposure were low. KEY POINTS: • Initial experience for 33 patients treated with an electromagnetic navigation assistance for pelvic cementoplasty shows feasibility and safety. • The use of an electromagnetic navigation system does not expose to high procedure duration or radiation exposure. • The system is efficient in assisting the radiologist for extra-axial planes in challenging approaches.


Subject(s)
Bone Neoplasms , Cementoplasty , Pelvic Bones , Humans , Retrospective Studies , Feasibility Studies , Bone Neoplasms/surgery , Pelvic Bones/surgery , Bone Cements/therapeutic use , Cementoplasty/methods , Electromagnetic Phenomena , Treatment Outcome
14.
Diagn Interv Imaging ; 104(1): 1-5, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36494290

ABSTRACT

The emergence of massively parallel yet affordable computing devices has been a game changer for research in the field of artificial intelligence (AI). In addition, dramatic investment from the web giants has fostered the development of a high-quality software stack. Going forward, the combination of faster computers with dedicated software libraries and the widespread availability of data has opened the door to more flexibility in the design of AI models. Radiomics is a process used to discover new imaging biomarkers that has multiple applications in radiology and can be used in conjunction with AI. AI can be used throughout the various processes of diagnostic imaging, including data acquisition, reconstruction, analysis and reporting. Today, the concept of "AI-augmented" radiologists is preferred to the theory of the replacement of radiologists by AI in many indications. Current evidence bolsters the assumption that AI-assisted radiologists work better and faster. Interventional radiology becomes a data-rich specialty where the entire procedure is fully recorded in a standardized DICOM format and accessible via standard picture archiving and communication systems. No other interventional specialty can bolster such readiness. In this setting, interventional radiology could lead the development of AI-powered applications in the broader interventional community. This article provides an update on the current status of radiomics and AI research, analyzes upcoming challenges and also discusses the main applications in AI in interventional radiology to help radiologists better understand and criticize articles reporting AI in medical imaging.


Subject(s)
Artificial Intelligence , Radiology, Interventional , Humans , Radiologists , Software
15.
CVIR Endovasc ; 5(1): 59, 2022 Nov 22.
Article in English | MEDLINE | ID: mdl-36417019

ABSTRACT

BACKGROUND: Hemoptysis is a severe condition, associated with a high mortality rate from asphyxiation. Less than 5% of cases come from the pulmonary arterial circulation and large pseudoaneurysm are rarely treatable by stent graft. CASE PRESENTATION: We present the case of a 74-year-old man who suffered from a new onset of hemoptysis despite a prior bronchial artery embolization. He underwent a rescue endovascular stent graft placement for a massive hemoptysis caused by a ruptured proximal pulmonary artery pseudoaneurysm. A short review of similar situations is provided. CONCLUSION: Salvage endovascular stent graft placement for a massive hemoptysis caused by a ruptured proximal pulmonary artery pseudoaneurysm is a viable salvage technique for life-threatening hemoptysis.

16.
J Neurol ; 269(12): 6342-6353, 2022 Dec.
Article in English | MEDLINE | ID: mdl-35867151

ABSTRACT

BACKGROUND: Little is known about incidence, time of onset, clinical presentation, and risk factors of epileptic seizure following brain arteriovenous malformation (bAVM) rupture. METHODS: We performed a monocentric retrospective cohort study from January 2003 to March 2021. The main objective of this study was to determine the incidence of seizures after spontaneous bAVM rupture in nonepileptic adult patients and describe the corresponding clinical features. The secondary objective was to identify clinical, radiological, or biological predictors for the occurrence of de novo seizures after bAVM rupture. RESULTS: Of the 296 cases of bAVM rupture registered during the study period, 247 nonepileptic patients (male 53%, median age 40) were included in the study. Fifty-nine patients (23.9%) had at least one seizure after bAVM rupture. The use of preventive antiepileptic drugs (10.3 [1.5-74.1]; P = 0.02) and decompressive craniectomy (15.4 [2.0-125]; P < 0.009) were independently associated with the occurrence of epilepsy after the bAVM rupture. The factors independently associated with the absence of any seizure after the rupture were isolated intraventricular hemorrhage (0.3 [0.1-0.99]; P = 0.04) and infratentorial location of the bAVM (0.2 [0.1-0.5]; P = 0.09). The first seizure occurred within the first year or within 5 years in, respectively, 83.1% and 98.3% of the patients. CONCLUSIONS: Epilepsy affects nearly a quarter of patients after bAVM rupture. Decompressive craniectomy represents an independent risk factor significantly associated with the occurrence of epilepsy after bAVM rupture. The introduction of preventive AEDs after rupture could be considered in these most severe patients who have a decompressive craniectomy.


Subject(s)
Epilepsy , Intracranial Arteriovenous Malformations , Adult , Humans , Male , Intracranial Arteriovenous Malformations/complications , Intracranial Arteriovenous Malformations/diagnostic imaging , Intracranial Arteriovenous Malformations/epidemiology , Retrospective Studies , Incidence , Epilepsy/etiology , Epilepsy/complications , Risk Factors , Brain , Seizures/epidemiology , Seizures/etiology
17.
Clin Neuroradiol ; 32(4): 1031-1036, 2022 Dec.
Article in English | MEDLINE | ID: mdl-35551420

ABSTRACT

OBJECTIVE: To evaluate the feasibility, safety, and rate of radial artery occlusion (RAO) after the treatment of intracranial aneurysms using a 6F Neuron MAX (Penumbra, Alameda, CA, USA) long sheath directly into the radial artery. METHODS: All consecutive patients treated for unruptured intracranial aneurysms with TRA using a 6F Neuron MAX catheter between September 2019 and May 2021 in a single tertiary center were screened. They were referred to a consultation and an ultrasound-Doppler assessment of the radial artery 3 months after treatment with the attending neuroradiologist. Patients with available assessment of the radial artery patency were included. RESULTS: A total of 17 patients (median age: 58 years, range 35-68 years; sex ratio F/M: 15/2) were treated for intracranial aneurysms using a 6F Neuron MAX directly into the right radial artery and included. Treatment was a technical success for 16/17 (94%) patients and 1 patient (6%) required a conversion to femoral access. The median radial artery diameter at the puncture site was 2.7 mm (range 1.8-2.9mm). No symptomatic RAO was noted during follow-up. Assessment at 3 months revealed 7/17 (41%) asymptomatic RAOs. CONCLUSION: Even if technically feasible, the use of a 6F Neuron Max long sheath for triaxial catheterization in intracranial interventions, especially flow diversion, may be responsible for a high radial artery occlusion rate (41%). Although being asymptomatic in all cases in our series, this high occlusion rate may be a concern for further interventions. The development of dedicated radial long sheaths for neurointerventions, with external hydrophilic coating, seems necessary.


Subject(s)
Arterial Occlusive Diseases , Intracranial Aneurysm , Humans , Adult , Middle Aged , Aged , Radial Artery/diagnostic imaging , Intracranial Aneurysm/diagnostic imaging , Intracranial Aneurysm/therapy , Intracranial Aneurysm/etiology , Cardiac Catheterization/adverse effects , Arterial Occlusive Diseases/diagnostic imaging , Arterial Occlusive Diseases/therapy , Arterial Occlusive Diseases/etiology , Neurons , Treatment Outcome
18.
Eur Radiol ; 32(11): 7640-7646, 2022 Nov.
Article in English | MEDLINE | ID: mdl-35511259

ABSTRACT

OBJECTIVES: To describe a novel long-axis multimodal navigation assisted technique - the so-called Eiffel Tower technique - aimed at integrating recent technological improvements for the routine treatment of sacral insufficiency fractures. MATERIALS AND METHODS: The long-axis approach described in the present study aimed at consolidating the sacral bone according to biomechanical considerations. The purpose was (i) to cement vertically the sacral alae all along and within the lateral fracture lines, resembling the pillars of a tower, and (ii) to reinforce cranially with a horizontal S1 landing zone (or dense central bone) resembling the first level of the tower. An electromagnetic navigation system was used in combination with CT and fluoroscopic guidance to overtop extreme angulation challenges. All patients treated between January 2019 and October 2021 in a single tertiary center were retrospectively reviewed. RESULTS: A description of the technique is provided. Twelve female patients (median age: 80 years [range: 32 to 94]) were treated for sacral insufficiency fractures with the "Eiffel Tower" technique. The median treatment delay was 8 weeks (range: 3 to 20) and the initial median pain assessed by the visual analogue scale was 7 (range: 6 to 8). Pain was successfully relieved (visual analogue score < 3) for 9 patients (75%) and persisted for 2 patients (17%). One patient was lost during the follow-up. No complication was noted. CONCLUSION: The "Eiffel Tower" multimodal cementoplasty integrates recent technological developments, in particular electromagnetic navigation, with the purpose of reconstructing the biomechanical chain of the sacral bone. KEY POINTS: • Sacral insufficiency fractures are common and can be efficiently treated with percutaneous sacroplasty. • The long axis sacroplasty approach can be challenging given both the shape of the sacral bone and the angulation to reach the target lesion. • The "Eiffel Tower" technique is a novel approach using electromagnetic navigation to expand the concept of the long axis route, adding a horizontal S1 landing zone.


Subject(s)
Fractures, Stress , Spinal Fractures , Humans , Female , Aged, 80 and over , Retrospective Studies , Feasibility Studies , Treatment Outcome , Spinal Fractures/diagnostic imaging , Spinal Fractures/surgery , Sacrum/diagnostic imaging , Sacrum/surgery , Sacrum/injuries , Pain/etiology , Electromagnetic Phenomena
19.
Cardiovasc Intervent Radiol ; 45(3): 283-289, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35031822

ABSTRACT

Machine learning techniques, also known as artificial intelligence (AI), is about to dramatically change workflow and diagnostic capabilities in diagnostic radiology. The interest in AI in Interventional Radiology is rapidly gathering pace. With this early interest in AI in procedural medicine, IR could lead the way to AI research and clinical applications for all interventional medical fields. This review will address an overview of machine learning, radiomics and AI in the field of interventional radiology, enumerating the possible applications of such techniques, while also describing techniques to overcome the challenge of limited data when applying these techniques in interventional radiology. Lastly, this review will address common errors in research in this field and suggest pathways for those interested in learning and becoming involved about AI.


Subject(s)
Artificial Intelligence , Radiology, Interventional , Humans , Machine Learning , Radiography , Workflow
20.
Insights Imaging ; 12(1): 24, 2021 Feb 17.
Article in English | MEDLINE | ID: mdl-33595746

ABSTRACT

BACKGROUND: Lung perfusion defects (PDs) have been described in COVID-19 using dual-energy computed tomography pulmonary angiography (DE-CTPA). We assessed the prevalence and characteristics of PDs in COVID-19 patients with suspected pulmonary embolism (PE) and negative CTPA. METHODS: This retrospective study included COVID-19 and non-COVID-19 pneumonia groups of patients with DE-CTPA negative for PE. Two radiologists rated the presence of PD within the lung opacities and analyzed the type of lung opacities and PD pattern (i.e. homogeneous or heterogeneous). The clinical, biological, radiological characteristics including time from first symptoms and admission to DE-CTPA, oxygen requirements, CRP, D-dimer levels, duration of hospital admission and death were compared within the COVID-19 group between patients with (PD +) or without PD (PD-). RESULTS: 67 COVID-19 and 79 non-COVID-19 patients were included. PDs were more frequent in the COVID-19 than in the non-COVID-19 group (59.7% and 26.6% respectively, p < 0.001). Patterns of PDs were different, with COVID-19 patients exhibiting heterogenous PDs (38/40, 95%) whereas non-COVID-19 patients showed mostly homogeneous perfusion defects (7/21 heterogeneous PDs, 33%), p < 0.001. In COVID-19 patients, most consolidations (9/10, 90%) exhibited PDs while less than a third of consolidations (19/67, 28%) had PDs in non-COVID-19 patients. D-dimer, oxygen levels and outcome were similar between COVID-19 PD + and PD- patients; however, time between admission and DE-CTPA was longer in PD + patients (median [IQR], 1 [0-7] and 0 [0-2]; p = 0.045). CONCLUSION: Unlike in bacterial pneumonia, heterogeneous PDs within lung opacities are a frequent feature of COVID-19 pneumonia in PE-suspected patients.

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