Institut für diagnostische und interventionelle Radiologie (Institut für Röntgendiagnostik)
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- MRI (21)
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- Institut für diagnostische und interventionelle Radiologie (Institut für Röntgendiagnostik) (227)
- Medizinische Klinik und Poliklinik I (18)
- Klinik und Poliklinik für Nuklearmedizin (17)
- Deutsches Zentrum für Herzinsuffizienz (DZHI) (14)
- Klinik und Poliklinik für Allgemein-, Viszeral-, Gefäß- und Kinderchirurgie (Chirurgische Klinik I) (13)
- Klinik und Poliklinik für Unfall-, Hand-, Plastische und Wiederherstellungschirurgie (Chirurgische Klinik II) (13)
- Medizinische Klinik und Poliklinik II (10)
- Pathologisches Institut (9)
- Kinderklinik und Poliklinik (6)
- Neurologische Klinik und Poliklinik (6)
Sonstige beteiligte Institutionen
- Cheng Lab, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA (1)
- Datenintegrationszentrum Würzburg (DIZ) (1)
- Interdisziplinäre Biomaterial- und Datenbank Würzburg (ibdw) (1)
- Würzburg Fabry Center for Interdisciplinary Therapy (FAZIT), University of Würzburg, Würzburg, Germany (1)
Purpose
While [\(^{18}\)F]-fluorodeoxyglucose ([\(^{18}\)F]FDG) is the standard for positron emission tomography/computed tomography (PET/CT) imaging of oral squamous cell carcinoma (OSCC), diagnostic specificity is hampered by uptake in inflammatory cells such as neutrophils or macrophages. Recently, molecular imaging probes targeting fibroblast activation protein α (FAP), which is overexpressed in a variety of cancer-associated fibroblasts, have become available and might constitute a feasible alternative to FDG PET/CT.
Methods
Ten consecutive, treatment-naïve patients (8 males, 2 females; mean age, 62 ± 9 years) with biopsy-proven OSCC underwent both whole-body [\(^{18}\)F]FDG and [\(^{68}\)Ga]FAPI-04 (FAP-directed) PET/CT for primary staging prior to tumor resection and cervical lymph node dissection. Detection of the primary tumor, as well as the presence and number of lymph node and distant metastases was analysed. Intensity of tracer accumulation was assessed by means of maximum (SUV\(_{max}\)) and peak (SUV\(_{peak}\) standardized uptake values. Histological work-up including immunohistochemical staining for FAP served as standard of reference.
Results
[\(^{18}\)F]FDG and FAP-directed PET/CT detected all primary tumors with a SUVmax of 25.5 ± 13.2 (FDG) and 20.5 ± 6.4 (FAP-directed) and a SUVpeak of 16.1 ± 10.3 ([\(^{18}\)F]FDG) and 13.8 ± 3.9 (FAP-directed), respectively. Regarding cervical lymph node metastases, FAP-directed PET/CT demonstrated comparable sensitivity (81.3% vs. 87.5%; P = 0.32) and specificity (93.3% vs. 81.3%; P = 0.16) to [\(^{18}\)F]FDG PET/CT. FAP expression on the cell surface of cancer-associated fibroblasts in both primary lesions as well as lymph nodes metastases was confirmed in all samples.
Conclusion
FAP-directed PET/CT in OSCC seems feasible. Future research to investigate its potential to improve patient staging is highly warranted.
Purpose
To evaluate whether a deep learning model (DLM) could increase the detection sensitivity of radiologists for intracranial aneurysms on CT angiography (CTA) in aneurysmal subarachnoid hemorrhage (aSAH).
Methods
Three different DLMs were trained on CTA datasets of 68 aSAH patients with 79 aneurysms with their outputs being combined applying ensemble learning (DLM-Ens). The DLM-Ens was evaluated on an independent test set of 104 aSAH patients with 126 aneuryms (mean volume 129.2 ± 185.4 mm3, 13.0% at the posterior circulation), which were determined by two radiologists and one neurosurgeon in consensus using CTA and digital subtraction angiography scans. CTA scans of the test set were then presented to three blinded radiologists (reader 1: 13, reader 2: 4, and reader 3: 3 years of experience in diagnostic neuroradiology), who assessed them individually for aneurysms. Detection sensitivities for aneurysms of the readers with and without the assistance of the DLM were compared.
Results
In the test set, the detection sensitivity of the DLM-Ens (85.7%) was comparable to the radiologists (reader 1: 91.2%, reader 2: 86.5%, and reader 3: 86.5%; Fleiss κ of 0.502). DLM-assistance significantly increased the detection sensitivity (reader 1: 97.6%, reader 2: 97.6%,and reader 3: 96.0%; overall P=.024; Fleiss κ of 0.878), especially for secondary aneurysms (88.2% of the additional aneurysms provided by the DLM).
Conclusion
Deep learning significantly improved the detection sensitivity of radiologists for aneurysms in aSAH, especially for secondary aneurysms. It therefore represents a valuable adjunct for physicians to establish an accurate diagnosis in order to optimize patient treatment.
Magnetic Particle Imaging (MPI) ist ein innovatives tomographisches Bildgebungsverfahren, mit dem Tracerpartikel äußerst sensitiv und schnell mehrdimensional abgebildet werden können. Die Methode basiert auf der nichtlinearen Magnetisierungsantwort superparamagnetischer Eisenoxidnanopartikel (SPION) in einem Messpunkt, welcher ein Messvolumen rastert. In vorliegender Arbeit wurde das sog. Traveling Wave MPI (TWMPI) Verfahren eingesetzt, wodurch im Vergleich zu konventionellen MPI-Scannern ein größeres Field of View (FOV) und eine geringere Latenz bis zur Bildanzeige erreicht werden konnte. TWMPI weist einige für medizinische Zwecke vielversprechende Eigenschaften auf: Es liefert zwei- und dreidimensionale Bildrekonstruktionen in Echtzeit mit hoher zeitlicher und räumlicher Auflösung. Dabei ist die Bildgebung von Grund auf hintergrundfrei und erfordert keinerlei ionisierende Strahlung. Zudem ist die Technik äußerst sensitiv und kann SPION-Tracer noch in mikromolaren Konzentrationen detektieren.
Ziel dieser Arbeit war es daher zu untersuchen, inwiefern es mittels TWMPI möglich ist, künstliche Stenosen im Gefäßmodell visuell in Echtzeit darzustellen und quantitativ zu beurteilen sowie überdies eine perkutane transluminale Angioplastie (PTA) im Gefäßmodell unter TWMPI-Echtzeit-Bildgebung durchzuführen.
Alle Experimente wurden in einem speziell angefertigten TWMPI-Scanner durchgeführt (JMU Würzburg, Experimentelle Physik V (Biophysik), FOV: 65 x 29 x 29 mm³, Auflösung: ca. 1.5 - 2 mm). Die Lumen-Darstellungen erfolgten mittels des SPION-Tracers Ferucarbotran in einer Verdünnung von 1 : 50 (entspr. 10 mmol [Fe]/l). Das PTA-Instrumentarium wurde mit eigens hergestelltem ferucarbotranhaltigem Lack (100 mmol [Fe]/l) markiert. Für die verschiedenen Teilexperimente wurden den jeweiligen speziellen Anforderungen entsprechend mehrere Gefäßmodelle handgefertigt.
Für die visuelle Stenosequantifizierung wurden fünf starre Stenosephantome unterschiedlicher Stenosierung (0%, 25%, 50%, 75%, 100%) aus Polyoxymethylen hergestellt (l: 40 mm, ID: 8 mm). Die Gefäßmodelle wurden mehrfach zentral im FOV platziert und das stenosierte Lumen mittels sog. Slice-Scanning Modus (SSM, Einzelaufnahme inkl. 10 Mittelungen: 200 ms, Bildfrequenz: 5 Bilder pro Sekunde, Latenz: ca. 100 ms) als zweidimensionale Quasi-Projektionen abgebildet. Diese Aufnahmen (n = 80, 16 je Phantom) wurden mit einer einheitlichen Grauskalierung versehen und anschließend entsprechend den NASCET-Kriterien visuell ausgewertet.
Alle achtzig Aufnahmen waren unabhängig vom Stenosegrad aufgrund einheitlicher Fensterung sowie konstanter Scannerparameter untereinander gut vergleichbar. Niedriggradige Stenosen konnten insgesamt genauer abgebildet werden als höhergradige, was sich neben der subjektiven Bildqualität auch in geringeren Standardabweichungen zeigte (0%: 3.70 % ± 2.71, 25%: 18.64 % ± 1.84, 50%: 52.82 % ± 3.66, 75%: 77.84 % ± 14.77, 100%: 100 % ± 0). Mit zunehmendem Stenosegrad kam es vermehrt zu geometrischen Verzerrungen im Zentrum, sodass bei den 75%-Stenosen eine breitere Streuung der Messwerte mit einer höheren Standardabweichung von 14.77% einherging. Leichte, randständige Artefakte konnten bei allen Datensätzen beobachtet werden.
Für die PTA wurden drei interaktive Gefäßmodelle aus Polyvinylchlorid (l: 100 mm, ID: 8 mm) mit zu- und abführendem Schlauchsystem entwickelt, welche mittels Kabelband von außen hochgradig eingeengt werden konnten. Analog zu einer konventionellen PTA mittels röntgenbasierter digitaler Subtraktionsangiographie (DSA), wurden alle erforderlichen Arbeitsschritte (Gefäßdarstellung, Drahtpassage, Ballonplatzierung, Angioplastie, Erfolgskontrolle) unter (TW)MPI-Echtzeit-Bildgebung (Framerate: 2 - 4 FPS, Latenz: ca. 100 ms) abgebildet bzw. durchgeführt.
Im Rahmen der PTA war eine Echtzeit-Visualisierung der Stenose im Gefäßmodell durch Tracer-Bolusgabe sowie die Führung des markierten Instrumentariums zum Zielort möglich. Die Markierung der Instrumente hielt der Beanspruchung während der Prozedur stand und ermöglichte eine genaue Platzierung des Ballonkatheters. Die Stenose konnte mittels Angioplastie-Ballons unter Echtzeit-Darstellung gesprengt werden und der Interventionserfolg im Anschluss durch erneute Visualisierung des Lumens validiert werden.
Insgesamt zeigt sich MPI somit als adäquate Bildgebungstechnik für die beiden in der Fragestellung bzw. Zielsetzung definierten experimentellen Anwendungen. Stenosen im Gefäßmodell konnten erfolgreich in Echtzeit visualisiert und bildmorphologisch nach NASCET-Kriterien quantifiziert werden. Ebenso war eine PTA im Gefäßmodell unter TWMPI-Echtzeit-Bildgebung machbar. Diese Ergebnisse unterstreichen das grundlegende Potenzial von MPI für medizinische Zwecke. Um zu den bereits etablierten Bildgebungsmethoden aufzuschließen, ist jedoch weitere Forschung im Bereich der Scanner-Hard- und -Software sowie bezüglich SPION-Tracern nötig.
Hintergrund: Die CT-Pulmonalisangiographie (CTPA) ist diagnostischer Goldstandard der Diagnostik der Lungenarterienembolie (LAE). Durch Dual-Energy CT (DECT) können mithilfe von Joddistributionskarten LAEs auf Segment- und Subsegmentebene besser detektiert werden. Neben der etablierten Dual-Source-Technik ermöglicht ein Split-Filter eine DECT-Akquisition mit Single-Source-Scannern. Ein solcher SF-DECT-Scanner sollte hinsichtlich der Bildqualität sowie der Strahlendosis mit einem etabliertem DS-DECT-Gerät verglichen werden.
Material und Methoden: Insgesamt wurden 135 Patienten eingeschlossen, die eine CTPA erhielten: 68 erhielten einen DS-DECT-Scan mit 90/Sn150 kV und 67 einen SF-DECT-Scan mit Au/Sn120 kV. Für beide Protokolle wurden farbkodierte Joddistributionskarten erstellt. Die objektive (CT-Abschwächung in relevanten Gefäßen in HU, Signal-Rausch-Verhältnis (SNR), Kontrast-Rausch-Verhältnis (CNR), perfused blood volume (PBV)) und subjektive Bildqualität (2 Befunder (B), 5-Punkte-Likert-Skala) sowie Dosisparameter wurden erhoben und verglichen.
Ergebnisse: Alle CTPAs waren von diagnostischer Qualität. Ihre subjektive Bildqualität wurde in 80,9/82,4% (B1/B2) der DS-DECT und in 77,6/76,1% der SF-DECT als exzellent oder gut bewertet. Die subjektive Bildqualität der Joddistributionskarten der SF-DECT wurde von beiden Befundern als schlechter beurteilt. Die HU-Werte der relevanten Gefäße unterschieden sich nicht signifikant (p>0.05), SNR und CNR der SF-Gruppe waren in zentralen Gefäßen jedoch höher (p<0.05); die PBV-Werte der SF-Gruppe waren teils höher (p<0.05). Alle erhobenen Dosisparameter waren in der SF-Gruppe höher (p<0,05).
Konklusion: In der diagnostischen Abklärung eines V.a. eine akute LAE ermöglicht der Einsatz eines Split-Filters an einem Single-Source-CT-Scanner eine Dual-Energy-Untersuchung. Dies geht im Vergleich zu etablierten DS-Scannern jedoch mit einer schlechteren Qualität der Joddistributionskarten und einer höheren Strahlendosis einher.
Purpose
To evaluate the technical and clinical outcome of Sinus-XL stent placement in patients with malignant obstruction syndrome of the inferior vena cava.
Methods
Between October 2010 and January 2021, 21 patients with different malignant primary disease causing inferior vena cava obstruction were treated with Sinus-XL stent implantation. Procedural data, technical and clinical outcome parameters were retrospectively analyzed.
Results
Technical success was 100%. Analysis of available manometry data revealed a significant reduction of the mean translesional pressure gradient following the procedure (p = 0.008). Reintervention rate was 4.8% (1/21). The available follow-up imaging studies showed primary and primary-assisted stent patency rates of 93% (13/14) and 100% (14/14), respectively. Major complications did not occur. The clinical success regarding lower extremity edema was 82.4% (14/17) for the first and 85.7% (18/21) for the last follow-up. Longer lengths of IVC obstruction were associated with reduced clinical improvement after the procedure (p = 0.025). Improvement of intraprocedural manometry results and lower extremity edema revealed only minor correlation. Ascites and anasarca were not significantly positively affected by the procedure.
Conclusion
Sinus-XL stent placement in patients with malignant inferior vena cava obstruction showed high technical success and low complication rates. Regarding the clinical outcome, significant symptom improvement could be achieved in lower extremity edema, whereas ascites and anasarca lacked satisfying symptom relief. Based on our results, this procedure should be considered as a suitable therapy in a palliative care setting for patients with advanced malignant disease.
Introduction
In spinal surgery, precise instrumentation is essential. This study aims to evaluate the accuracy of navigated, O-arm-controlled screw positioning in thoracic and lumbar spine instabilities.
Materials and methods
Posterior instrumentation procedures between 2010 and 2015 were retrospectively analyzed. Pedicle screws were placed using 3D rotational fluoroscopy and neuronavigation. Accuracy of screw placement was assessed using a 6-grade scoring system. In addition, screw length was analyzed in relation to the vertebral body diameter. Intra- and postoperative revision rates were recorded.
Results
Thoracic and lumbar spine surgery was performed in 285 patients. Of 1704 pedicle screws, 1621 (95.1%) showed excellent positioning in 3D rotational fluoroscopy imaging. The lateral rim of either pedicle or vertebral body was protruded in 25 (1.5%) and 28 screws (1.6%), while the midline of the vertebral body was crossed in 8 screws (0.5%). Furthermore, 11 screws each (0.6%) fulfilled the criteria of full lateral and medial displacement. The median relative screw length was 92.6%. Intraoperative revision resulted in excellent positioning in 58 of 71 screws. Follow-up surgery due to missed primary malposition had to be performed for two screws in the same patient. Postsurgical symptom relief was reported in 82.1% of patients, whereas neurological deterioration occurred in 8.9% of cases with neurological follow-up.
Conclusions
Combination of neuronavigation and 3D rotational fluoroscopy control ensures excellent accuracy in pedicle screw positioning. As misplaced screws can be detected reliably and revised intraoperatively, repeated surgery for screw malposition is rarely required.
Background
Children with different underlying malignant diseases require long-term central venous access. As for port systems in a pectoral position, peripherally implanted port systems in the forearm revealed high levels of technical and clinical success in adult cohorts.
Objective
To investigate the technical and clinical outcomes of percutaneous central venous port implantation in the forearm in adolescents.
Materials and methods
Between April 2010 and August 2020, 32 children ages 9 to 17 years with underlying malignancy received 35 totally implantable venous access ports (TIVAPs) in the forearm. All venous port systems were peripherally inserted under ultrasound guidance. Correct catheter placement was controlled by fluoroscopy. As primary endpoints, the technical success, rate of complications and catheter maintenance were analyzed. Secondary endpoints were the side of implantation, vein of catheter access, laboratory results on the day of the procedure, procedural radiation exposure, amount of contrast agent and reasons for port device removal.
Results
Percutaneous TIVAP placement under sonographic guidance was technically successful in 34 of 35 procedures (97.1%). Procedure-related complications did not occur. During the follow-up, 13,684 catheter days were analyzed, revealing 11 complications (0.8 per 1,000 catheter-duration days), Of these 11 complications, 7 were major and 10 occurred late. In seven cases, the port device had to be removed; removal-related complications did not occur.
Conclusion
Peripheral TIVAP placement in the forearms of children is a feasible, effective and safe technique with good midterm outcome. As results are comparable with standard access routes, this technique may be offered as an alternative when intermittent venous access is required.
Objective
Multipartite epicondyles may mimic fractures in the setting of pediatric elbow trauma. This study examines the prevalence of multipartite epicondyles during skeletal development and their association with pediatric elbow fractures.
Materials and methods
In this retrospective analysis, 4282 elbow radiographs of 1265 elbows of 1210 patients aged 0–17 years were reviewed. The radiographs were analyzed by two radiologists in consensus reading, and the number of visible portions of the medial and lateral epicondyles was noted. For elbows in which epicondylar ossification was not yet visible, the epicondyles were already fused with the humerus or could not be sufficiently evaluated due to projection issues or because osteosynthesis material was excluded. In total, 187 elbows were included for the lateral and 715 for the medial epicondyle analyses.
Results
No multipartite medial epicondyles were found in patients without history of elbow fracture, whereas 9% of these patients had multipartite lateral epicondyles (p < 0.01). Current or previous elbow fractures increased the prevalence of multipartite epicondyles, with significant lateral predominance (medial epicondyle + 9% vs. lateral + 24%, p < 0.0001). Including all patients regardless of a history of elbow fracture, multipartite medial epicondyles were observed in 3% and multipartite lateral epicondyles in 18% (p < 0.0001). There was no gender difference in the prevalence of multipartition of either epicondyle, regardless of a trauma history.
Conclusion
Multipartite medial epicondyles occur in patients with current or previous elbow fractures only, whereas multipartite lateral epicondyles may be constitutional. Elbow fractures increase the prevalence of multipartite epicondyles on both sides, with significant lateral predominance.
Key Points
• Multipartite medial epicondyles should be considered of traumatic origin.
• Multipartite lateral epicondyles may be constitutional.
• Elbow fractures increase the prevalence of multipartite epicondyles on both sides with lateral predominance.
Objective
Blindness is a feared complication of giant cell arteritis (GCA). However, the spectrum of pathologic orbital imaging findings on magnetic resonance imaging (MRI) in GCA is not well understood. In this study, we assess inflammatory changes of intraorbital structures on black blood MRI (BB-MRI) in patients with GCA compared to age-matched controls.
Methods
In this multicenter case-control study, 106 subjects underwent BB-MRI. Fifty-six patients with clinically or histologically diagnosed GCA and 50 age-matched controls without clinical or laboratory evidence of vasculitis were included. All individuals were imaged on a 3-T MR scanner with a post-contrast compressed-sensing (CS) T1-weighted sampling perfection with application-optimized contrasts using different flip angle evolution (SPACE) BB-MRI sequence. Imaging results were correlated with available clinical symptoms.
Results
Eighteen of 56 GCA patients (32%) showed inflammatory changes of at least one of the intraorbital structures. The most common finding was enhancement of at least one of the optic nerve sheaths (N = 13, 72%). Vessel wall enhancement of the ophthalmic artery was unilateral in 8 and bilateral in 3 patients. Enhancement of the optic nerve was observed in one patient. There was no significant correlation between imaging features of inflammation and clinically reported orbital symptoms (p = 0.10). None of the age-matched control patients showed any inflammatory changes of intraorbital structures.
Conclusions
BB-MRI revealed inflammatory findings in the orbits in up to 32% of patients with GCA. Optic nerve sheath enhancement was the most common intraorbital inflammatory change on BB-MRI. MRI findings were independent of clinically reported orbital symptoms.
Key Points
• Up to 32% of GCA patients shows signs of inflammation of intraorbital structures on BB-MRI.
• Enhancement of the optic nerve sheath is the most common intraorbital finding in GCA patients on BB-MRI.
• Features of inflammation of intraorbital structures are independent of clinically reported symptoms.
In this study, the impact of reconstruction sharpness on the visualization of the appendicular skeleton in ultrahigh-resolution (UHR) photon-counting detector (PCD) CT was investigated. Sixteen cadaveric extremities (eight fractured) were examined with a standardized 120 kVp scan protocol (CTDI\(_{vol}\) 10 mGy). Images were reconstructed with the sharpest non-UHR kernel (Br76) and all available UHR kernels (Br80 to Br96). Seven radiologists evaluated image quality and fracture assessability. Interrater agreement was assessed with the intraclass correlation coefficient. For quantitative comparisons, signal-to-noise-ratios (SNRs) were calculated. Subjective image quality was best for Br84 (median 1, interquartile range 1–3; p ≤ 0.003). Regarding fracture assessability, no significant difference was ascertained between Br76, Br80 and Br84 (p > 0.999), with inferior ratings for all sharper kernels (p < 0.001). Interrater agreement for image quality (0.795, 0.732–0.848; p < 0.001) and fracture assessability (0.880; 0.842–0.911; p < 0.001) was good. SNR was highest for Br76 (3.4, 3.0–3.9) with no significant difference to Br80 and Br84 (p > 0.999). Br76 and Br80 produced higher SNRs than all kernels sharper than Br84 (p ≤ 0.026). In conclusion, PCD-CT reconstructions with a moderate UHR kernel offer superior image quality for visualizing the appendicular skeleton. Fracture assessability benefits from sharp non-UHR and moderate UHR kernels, while ultra-sharp reconstructions incur augmented image noise.
Objectives: Dual-source dual-energy CT (DECT) facilitates reconstruction of virtual non-contrast images from contrast-enhanced scans within a limited field of view. This study evaluates the replacement of true non-contrast acquisition with virtual non-contrast reconstructions and investigates the limitations of dual-source DECT in obese patients. Materials and Methods: A total of 253 oncologic patients (153 women; age 64.5 ± 16.2 years; BMI 26.6 ± 5.1 kg/m\(^2\)) received both multi-phase single-energy CT (SECT) and DECT in sequential staging examinations with a third-generation dual-source scanner. Patients were allocated to one of three BMI clusters: non-obese: <25 kg/m\(^2\) (n = 110), pre-obese: 25–29.9 kg/m\(^2\) (n = 73), and obese: >30 kg/m\(^2\) (n = 70). Radiation dose and image quality were compared for each scan. DECT examinations were evaluated regarding liver coverage within the dual-energy field of view. Results: While arterial contrast phases in DECT were associated with a higher CTDI\(_{vol}\) than in SECT (11.1 vs. 8.1 mGy; p < 0.001), replacement of true with virtual non-contrast imaging resulted in a considerably lower overall dose-length product (312.6 vs. 475.3 mGy·cm; p < 0.001). The proportion of DLP variance predictable from patient BMI was substantial in DECT (R\(^2\) = 0.738) and SECT (R\(^2\) = 0.620); however, DLP of SECT showed a stronger increase in obese patients (p < 0.001). Incomplete coverage of the liver within the dual-energy field of view was most common in the obese subgroup (17.1%) compared with non-obese (0%) and pre-obese patients (4.1%). Conclusion: DECT facilitates a 30.8% dose reduction over SECT in abdominal oncologic staging examinations. Employing dual-source scanner architecture, the risk for incomplete liver coverage increases in obese patients.
Objectives: Positron emission tomography (PET) is currently considered the non-invasive reference standard for lymph node (N-)staging in lung cancer. However, not all patients can undergo this diagnostic procedure due to high costs, limited availability, and additional radiation exposure. The purpose of this study was to predict the PET result from traditional contrast-enhanced computed tomography (CT) and to test different feature extraction strategies. Methods: In this study, 100 lung cancer patients underwent a contrast-enhanced \(^{18}\)F-fluorodeoxyglucose (FDG) PET/CT scan between August 2012 and December 2019. We trained machine learning models to predict FDG uptake in the subsequent PET scan. Model inputs were composed of (i) traditional “hand-crafted” radiomics features from the segmented lymph nodes, (ii) deep features derived from a pretrained EfficientNet-CNN, and (iii) a hybrid approach combining (i) and (ii). Results: In total, 2734 lymph nodes [555 (20.3%) PET-positive] from 100 patients [49% female; mean age 65, SD: 14] with lung cancer (60% adenocarcinoma, 21% plate epithelial carcinoma, 8% small-cell lung cancer) were included in this study. The area under the receiver operating characteristic curve (AUC) ranged from 0.79 to 0.87, and the scaled Brier score (SBS) ranged from 16 to 36%. The random forest model (iii) yielded the best results [AUC 0.871 (0.865–0.878), SBS 35.8 (34.2–37.2)] and had significantly higher model performance than both approaches alone (AUC: p < 0.001, z = 8.8 and z = 22.4; SBS: p < 0.001, z = 11.4 and z = 26.6, against (i) and (ii), respectively). Conclusion: Both traditional radiomics features and transfer-learning deep radiomics features provide relevant and complementary information for non-invasive N-staging in lung cancer.
Background
Dislocations of the elbow are the second most common dislocations of humeral joints following the shoulder. Besides numerous possible concomitant injuries of the collateral ligaments or the extensor or flexor apparatus, an accompanying disruption of the brachial artery is a rare occurrence. In the following, such a case is presented and discussed.
Method
A 70-year-old woman sustained a closed posterior elbow dislocation with accompanying disruption of the brachial artery due to a fall in a domestic environment. Pulselessness of the radial artery led to a computed tomography angiography being performed, which confirmed the diagnosis. Direct operative vascular reconstruction with a vein insert was carried out. Due to strong swelling of the soft tissue, other examinations of the elbow could not be performed initially. A redislocation a few days later led to an operative stabilization of the elbow joint.
Results
The final consultation 4 months postoperatively showed a stable, centered elbow joint and a normal perfusion of the affected arm. The elbow function was good with a range of motion of 0/0/110° of extension/flexion.
Conclusion
An elbow dislocation is a complex injury. An accurate clinical examination of possible concomitant injuries is important and should be repeated in the first few days after the occurrence. Vascular reconstruction should be performed immediately. In the case of persistent joint instability, an operative stabilization is indicated and may be supported by a hinged external fixator.
Purpose
The reliable detection of tumor-infiltrated axillary lymph nodes for breast cancer [BC] patients plays a decisive role in further therapy. We aimed to find out whether cross-sectional imaging techniques could improve sensitivity for pretherapeutic axillary staging in nodal-positive BC patients compared to conventional imaging such as mammography and sonography.
Methods
Data for breast cancer patients with tumor-infiltrated axillary lymph nodes having received surgery between 2014 and 2020 were included in this study.
All examinations (sonography, mammography, computed tomography [CT] and magnetic resonance imaging [MRI]) were interpreted by board-certified specialists in radiology. The sensitivity of different imaging modalities was calculated, and binary logistic regression analyses were performed to detect variables influencing the detection of positive lymph nodes.
Results
All included 382 breast cancer patients had received conventional imaging, while 52.61% of the patients had received cross-sectional imaging.
The sensitivity of the combination of all imaging modalities was 68.89%. The combination of MRI and CT showed 63.83% and the combination of sonography and mammography showed 36.11% sensitivity.
Conclusion
We could demonstrate that cross-sectional imaging can improve the sensitivity of the detection of tumor-infiltrated axillary lymph nodes in breast cancer patients. Only the safe detection of these lymph nodes at the time of diagnosis enables the evaluation of the response to neoadjuvant therapy, thereby allowing access to prognosis and improving new post-neoadjuvant therapies.
Acceleration is a central aim of clinical and technical research in magnetic resonance imaging (MRI) today, with the potential to increase robustness, accessibility and patient comfort, reduce cost, and enable entirely new kinds of examinations. A key component in this endeavor is image reconstruction, as most modern approaches build on advanced signal and image processing. Here, deep learning (DL)-based methods have recently shown considerable potential, with numerous publications demonstrating benefits for MRI reconstruction. However, these methods often come at the cost of an increased risk for subtle yet critical errors. Therefore, the aim of this thesis is to advance DL-based MRI reconstruction, while ensuring high quality and fidelity with measured data. A network architecture specifically suited for this purpose is the variational network (VN). To investigate the benefits these can bring to non-Cartesian cardiac imaging, the first part presents an application of VNs, which were specifically adapted to the reconstruction of accelerated spiral acquisitions. The proposed method is compared to a segmented exam, a U-Net and a compressed sensing (CS) model using qualitative and quantitative measures. While the U-Net performed poorly, the VN as well as the CS reconstruction showed good output quality. In functional cardiac imaging, the proposed real-time method with VN reconstruction substantially accelerates examinations over the gold-standard, from over 10 to just 1 minute. Clinical parameters agreed on average.
Generally in MRI reconstruction, the assessment of image quality is complex, in particular for modern non-linear methods. Therefore, advanced techniques for precise evaluation of quality were subsequently demonstrated.
With two distinct methods, resolution and amplification or suppression of noise are quantified locally in each pixel of a reconstruction. Using these, local maps of resolution and noise in parallel imaging (GRAPPA), CS, U-Net and VN reconstructions were determined for MR images of the brain. In the tested images, GRAPPA delivers uniform and ideal resolution, but amplifies noise noticeably. The other methods adapt their behavior to image structure, where different levels of local blurring were observed at edges compared to homogeneous areas, and noise was suppressed except at edges. Overall, VNs were found to combine a number of advantageous properties, including a good trade-off between resolution and noise, fast reconstruction times, and high overall image quality and fidelity of the produced output. Therefore, this network architecture seems highly promising for MRI reconstruction.
Die interventionelle Radiologie hat sich in den letzten Jahrzehnten zunehmend auf palliativmedizinische sowie onkologische Bereiche ausgeweitet und kann durch minimal-invasive Therapieoptionen gerade in vulnerablen Patientenkollektiven attraktive Behandlungsmöglichkeiten zur Verfügung stellen. Die tumorbedingte untere Einflussstauung ist ein seltenes Krankheitsbild und stellt eine schwere symptomatische Komplikation einer malignen Grunderkrankung dar. Dabei kommt es im Rahmen dieser Grunderkrankung durch die Primärtumormasse oder Metastasen zu extrinsischer Kompression der Vena cava inferior (VCI), Gefäßinvasion oder Thrombusbildung.
Ziel der Dissertationsarbeit ist es, den technischen und klinischen Erfolg der Sinus-XL ® Stentimplantation in die Vena cava inferior bei einer tumorbedingten unteren Einflussstauung zu untersuchen. Als technischer Erfolg wurde dabei die problemlose Stentimplantation mit anschließender Aufhebung der VCI-Stenose/Okklusion und Revaskularisation der VCI definiert. Bezüglich des klinischen Erfolges wurde der Frage nachgegangen, inwieweit die Stentimplantation die typischen Symptome einer unteren Einflussstauung (Ödeme der unteren Extremität, Aszites und Anasarka) lindern und bestenfalls eliminieren kann. In der vorliegenden Arbeit sind dazu retrospektiv die Daten von insgesamt 21 Patienten (11 Frauen, 10 Männer) mit einem medianen Alter von 61 Jahren (19-92 Jahre), die zwischen Oktober 2010 und Januar 2021 aufgrund einer tumorbedingten unteren Einflussstauung mit einem Sinus-XL ® Stent endovaskulär versorgt wurden, ausgewertet worden. Zur Quantifizierung der klinischen Symptomatik wurde für das jeweilige Symptom ein Scoring-System entwickelt bzw. modifiziert.
Der technische Erfolg belief sich auf 100% (21/21). Postinterventionell konnte zudem eine signifikante Reduktion des transstenotischen Druckgradienten (p = 0,008) und eine signifikante Aufweitung des Stenosendiameters (p < 0,001) erreicht werden. Die primäre und primär-assistierte Stentoffenheit betrug 92,9 % (13/14) und 100% (14/14), die anatomische Stentoffenheit (< 50% Restenose) belief sich auf 53,3 % (8/15). Die Reinterventionsrate lag bei 4,8 % (1/21). Schwerwiegende Komplikationen traten nicht auf. Der klinische Erfolg bezüglich der Ödeme der unteren Extremität belief sich auf 82,4 % (14/17), 93,8 % (15/16) sowie auf 85,7 % (18/21) und zeigte in allen betrachteten Zeitintervallen eine signifikante Scorewertreduktion (p < 0,001). Das klinische Outcome bezüglich der Ödeme war bei kürzeren Stenosen/Obstruktionen signifikant besser (p = 0,025). Bezüglich einer intrahepatischen Segmentbeteiligung, der transstenotischen Druckgradienten, der absoluten Gradientenreduktion sowie der Überlebenszeit nach der Intervention zeigten sich hingegen keine als klinisch relevant einzustufende Ergebnisse. Ein eindeutiger Effekt der Intervention auf die Symptome Anasarka und Aszites konnte nicht nachgewiesen werden. Diesbezüglich zeigten sich klinische Erfolgsraten von 42,9 % (6/14) und 5,3 % (1/19). Im postinterventionellen Verlauf konnten außerdem signifikante Reduktionen der präinterventionellen Harnstoffwerte sowie des Körpergewichtes der Patienten verzeichnet werden.
Zusammenfassend zeigt die vorliegende Arbeit, dass die Sinus-XL ® Stentimplantation geeignet ist, eine tumorbedingte Vena cava inferior-Stenose/Obstruktion aufzuheben und eine Revaskularisation der VCI zu erreichen. Die klinischen Symptome einer unteren Einflussstauung – insbesondere bezogen auf die Ödeme der unteren Extremität und mit Einschränkungen bezogen auf die Symptome Aszites und Anasarka – können ebenfalls durch die Stentimplantation gelindert und teilweise sogar langanhaltend eliminiert werden. Die Sinus-XL ® Stentimplantation sollte daher stets als Therapieoption bei tumorbedingten unteren Einflussstauungen in Erwägung gezogen werden. Nicht zuletzt stellt die Stentimplantation auch eine sichere und komplikationsarme Intervention dar. Weitere Studien, bestenfalls multizentrische Studien, sind jedoch notwendig, um die dargestellten Ergebnisse weiter zu untermauern.
(1) Background: To evaluate radiomics features as well as a combined model with clinical parameters for predicting overall survival in patients with bladder cancer (BCa). (2) Methods: This retrospective study included 301 BCa patients who received radical cystectomy (RC) and pelvic lymphadenectomy. Radiomics features were extracted from the regions of the primary tumor and pelvic lymph nodes as well as the peritumoral regions in preoperative CT scans. Cross-validation was performed in the training cohort, and a Cox regression model with an elastic net penalty was trained using radiomics features and clinical parameters. The models were evaluated with the time-dependent area under the ROC curve (AUC), Brier score and calibration curves. (3) Results: The median follow-up time was 56 months (95% CI: 48–74 months). In the follow-up period from 1 to 7 years after RC, radiomics models achieved comparable predictive performance to validated clinical parameters with an integrated AUC of 0.771 (95% CI: 0.657–0.869) compared to an integrated AUC of 0.761 (95% CI: 0.617–0.874) for the prediction of overall survival (p = 0.98). A combined clinical and radiomics model stratified patients into high-risk and low-risk groups with significantly different overall survival (p < 0.001). (4) Conclusions: Radiomics features based on preoperative CT scans have prognostic value in predicting overall survival before RC. Therefore, radiomics may guide early clinical decision-making.
Purpose
To fully automatically derive quantitative parameters from late gadolinium enhancement (LGE) cardiac MR (CMR) in patients with myocardial infarction and to investigate if phase sensitive or magnitude reconstructions or a combination of both results in best segmentation accuracy.
Methods
In this retrospective single center study, a convolutional neural network with a U-Net architecture with a self-configuring framework (“nnU-net”) was trained for segmentation of left ventricular myocardium and infarct zone in LGE-CMR. A database of 170 examinations from 78 patients with history of myocardial infarction was assembled. Separate fitting of the model was performed, using phase sensitive inversion recovery, the magnitude reconstruction or both contrasts as input channels.
Manual labelling served as ground truth. In a subset of 10 patients, the performance of the trained models was evaluated and quantitatively compared by determination of the Sørensen-Dice similarity coefficient (DSC) and volumes of the infarct zone compared with the manual ground truth using Pearson’s r correlation and Bland-Altman analysis.
Results
The model achieved high similarity coefficients for myocardium and scar tissue. No significant difference was observed between using PSIR, magnitude reconstruction or both contrasts as input (PSIR and MAG; mean DSC: 0.83 ± 0.03 for myocardium and 0.72 ± 0.08 for scars). A strong correlation for volumes of infarct zone was observed between manual and model-based approach (r = 0.96), with a significant underestimation of the volumes obtained from the neural network.
Conclusion
The self-configuring nnU-net achieves predictions with strong agreement compared to manual segmentation, proving the potential as a promising tool to provide fully automatic quantitative evaluation of LGE-CMR.
Das Ziel der Studie bestand darin, die Durchführbarkeit, Effizienz und Sicherheit der perkutanen transluminalen Zangenbiopsie bei biliären Strikturen nach „Cross and push“ Technik am Universitätsklinikum Würzburg zu evaluieren.
Die Gewinnung der Zangenbiopsie bei den insgesamt 17 Patienten erfolgte an den baugleichen Angiographieeinheiten der interventionellen radiologischen Abteilung.
Die Schaffung des biliären Zugangsweges wurde per Feinnadelpunktion oder über einen bereits einliegenden Drainagekatheter durchgeführt. Nach Vordirigieren einer armierten Führungsschleuse bis unmittelbar vor die Stenose wurden die Gewebeproben mittels Biopsiezange entnommen. Auf diese Weise sollte ein Abknicken des Instrumentariums durch die fibrotische Beschaffenheit der Striktur vermieden und so die Gewebegewinnung erleichtert werden. Im Anschluss folgten die PTCD-Neuanlage bzw. der Katheterwechsel sowie die histologische Auswertung der Zangenbiopsie. Die Dokumentation umfasste den technischen Erfolg, die Biopsieanzahl sowie -größe, die Untersuchungs- und die Fluoroskopiezeit, das Dosisflächenprodukt, die Repräsentativität der Biopsien und die Komplikationsrate.
Die technische Erfolgsrate lag bei 100 %. Bei zehn Patienten und Patientinnen (58,8 %) wurde in der Zangenbiopsie ein Malignom bestätigt. Bei sieben Betroffenen (41,2 %) ergab die Zangenbiopsie einen benignen Befund, wobei dieser in zwei Fällen (11,8 %) falsch negativ war. Die Kriterien der Repräsentativität wurden bei elf Patienten und Patientinnen (64,7 %) erfüllt. Die mediane Biopsiezahl betrug 4 und die Biopsiegröße war 1 - 2 mm. Bei einer medianen Untersuchungszeit von 24 min bemaß sich die mediane Fluoroskopiezeit auf 7,6 min. Das mediane DAP für alle Interventionen betrug 2.593 μGym2. Zu einer Majorkomplikation kam es bei einer Patientin (5,9 %).
Bei der perkutanen transluminalen Zangenbiopsie nach „Cross and push“ Technik handelt es sich um ein effektives und sicheres Verfahren zur histologischen Beurteilung biliärer Strikturen mit einer moderaten Komplikationsrate. Die Anwendung sollte besonders bei proximalen Strikturen in Betracht gezogen werden, wenn die ERCP oder alternative Verfahren nicht erfolgreich waren und parallel eine Entlastung der Cholestase via PTCD intendiert oder bereits vorhanden ist. Zur weiteren Evaluation der Methode ist zukünftig die Betrachtung eines größeren Patientenkollektives nötig. Um das Verfahren mit Alternativmethoden vergleichen zu können, bedarf es randomisierter kontrollierter Studien.