Search Results (390)

Background/Objectives: To develop and externally evaluate a deep learning framework for multi-label thoracic disease classification on chest radiographs using hybrid convolutional neural network (CNN)–transformer architectures, hierarchical scalar-weighted fusion, and ensemble strategies. Methods: This retrospective, multi-center study utilized publicly available datasets: NIH ChestX-ray14 (112,120 images; 30,805 patients) for model development and internal testing, and CheXpert (223,415 images) plus ChestX-Det10 (3578 images) for external validation. Nine CNN–transformer hybrids were systematically benchmarked, and the proposed model incorporated multi-scale DenseNet121 features, scalar-weighted fusion, positional encodings, and cross-attention. Four post hoc ensemble methods were explored, including a class-wise Top-3 Grid Search. Performance was evaluated using AUROC as the primary metric, along with precision, recall, F1-score, accuracy, specificity, positive predictive value, and negative predictive value. Statistical comparisons were performed using bootstrapped resampling and appropriate parametric or non-parametic tests. Results: On the NIH internal test set, the proposed hybrid model achieved a mean AUROC of 0.8495, which was significantly higher than that of the DenseNet121 baseline (0.8441, p = 0.032). The Top-3 Grid Search ensemble further improved internal performance, achieving a mean AUROC of 0.8577 (p < 0.00001). On external validation, the ensemble consistently outperformed DenseNet121, achieving mean AUROCs of 0.6500 on CheXpert (p < 0.001) and 0.6592 on ChestX-Det10 (p < 0.001). Per-class analysis revealed significant improvements for clinically important conditions such as cardiomegaly, mass, and pneumothorax. Grad-CAM visualizations demonstrated the strong alignment of predicted abnormalities with radiologically relevant regions. Conclusions: This CNN–transformer framework, particularly when combined with class-wise ensemble strategies, provided modest but statistically significant improvements in multi-label chest X-ray classification. External validation suggested partial generalizability across datasets, although performance remained moderate under domain shift. Full article

Background: Infantile hepatic hemangiomas (IHH) are common benign vascular tumors in infancy with diverse presentations. Methods: We report a 7-week-old infant presenting with hepatosplenomegaly, multiple skin and hepatic hemangiomas, anemia, and recurrent lung infections. Results: Treatment included propranolol, corticosteroids, and sirolimus, along with antifungal prophylaxis with fluconazole. The patient developed pneumothorax and pulmonary aspergillosis. Despite antifungal therapy with voriconazole and liposomal amphotericin B, along with surgical intervention, her condition deteriorated, resulting in multi-organ failure and death at 8.5 months of age. Conclusions: This case illustrates the complexity of IHH management and highlights the risk of severe infections during immunosuppressive therapy even when standard prophylaxis protocols are applied. Full article

Background/Objectives: This study examined whether dynamic systemic inflammation- and nutrition-based scores measured at baseline (T0) and during follow-up (T1: days 7–10) are associated with treatment response and surgical requirement in first-episode primary spontaneous pneumothorax (PSP). Methods: A total of 216 consecutive patients with first-episode PSP, treated between January 2020 and December 2024, were retrospectively analyzed. All patients initially underwent tube thoracostomy. During follow-up, 117 patients recovered with drainage therapy, whereas 99 required VATS because of a prolonged air leak. The CAR, SIII, SIRI, PIII, NLR, PLR, and PNI, measured at T0 and T1, were analyzed. Δ-values (T1–T0 differences) were evaluated, and diagnostic performance was assessed using ROC curve analysis. Results: At T0, inflammation- and nutrition-based indices did not differ significantly between groups. In contrast, at T1, CAR, SIII, SIRI, PIII, NLR, and PLR values were significantly higher in the VATS group than in the drainage group (all p < 0.05). Over time, inflammatory indices increased markedly in the VATS group, whereas changes in the drainage group remained limited. PNI decreased significantly at T1 in both groups. ROC analysis demonstrated that CAR, SIII, and NLR showed moderate discriminative performance for identifying patients who required VATS (area under the curve ≈ 0.65). Conclusions: Dynamic assessment of systemic inflammation-based biomarkers provides clinically relevant insight for surgical risk stratification in first-episode PSP. While baseline measurements alone are insufficient, follow-up values and temporal changes—particularly in CAR, SIII, and NLR—may reflect progression toward a surgical phenotype and could serve as adjunctive, non-directive decision-support indicators in PSP management. Full article

Background: Pleuroparenchymal fibroelastosis (PPFE) is a rare fibroelastotic lung disease characterized histologically by dense pleural and subpleural fibrosis with upper-lobe predominance. In clinical practice, diagnosis often relies on characteristic radiologic findings, as surgical lung biopsy is rarely feasible. Unlike idiopathic pulmonary fibrosis, robust radiologic criteria validated against biopsy-proven cohorts remain limited, and the diagnostic performance of imaging alone is incompletely defined. Although initially described as idiopathic, PPFE is increasingly recognized in secondary settings, including connective tissue disease-associated interstitial lung disease (CTD-ILD), where it frequently overlaps with more common fibrotic patterns. Methods: We conducted a focused narrative review of the literature on PPFE in CTD-ILD, synthesizing evidence on morphology, epidemiology, clinical course, prognostic implications, and proposed pathobiological mechanisms, with emphasis on distinguishing true PPFE from PPFE-like lesions. Results: CTD-associated PPFE is associated with accelerated lung function decline, increased risk of pneumothorax, and poorer outcomes, particularly in systemic sclerosis and rheumatoid arthritis. However, distinguishing true PPFE from radiologic mimics remains challenging, and diagnostic approaches rely heavily on imaging without robust histopathologic validation. Proposed mechanisms include epithelial injury, immune dysregulation, and vascular or lymphatic abnormalities, although causal links remain unproven. Significant gaps persist regarding natural history and therapeutic responsiveness. Conclusions: Earlier identification of PPFE in CTD-ILD is important, as misclassification may delay risk stratification and management. Longitudinal imaging, multidisciplinary evaluation, and standardized diagnostic criteria are needed to improve clinical care and guide future research. Full article

Background and Clinical Significant: Patent ductus arteriosus (PDA) is a common cardiovascular disorder in extremely low-birth-weight (ELBW) infants, for which surgical ligation is indicated when pharmacologic closure fails. Sudden increases in afterload combined with immature myocardial contractility can lead to post-ligation cardiac syndrome (PLCS), which usually occurs within hours after surgery. However, acute intraoperative hemodynamic collapse during PDA ligation has rarely been described. Case Presentation: A preterm infant born at 24 weeks and 3 days of gestation with a birth weight of 890 g underwent emergency PDA ligation for a hemodynamically significant PDA (hs-PDA) refractory to pharmacological treatment. Fifteen minutes after skin incision, the infant developed desaturation, bradycardia, and non-measurable noninvasive blood pressure, which required immediate hemodynamic resuscitation with manual ventilation, fluid administration, and dopamine and dobutamine infusions. Hemodynamics gradually recovered after completion of ductal ligation, whereas oxygen saturation did not fully recover. Postoperative chest radiography revealed a left-sided pneumothorax, and oxygen saturation stabilized after pleural air aspiration. The subsequent clinical course was uneventful, and typical PLCS did not develop. Conclusions: This case suggests that intraoperative hemodynamic collapse during PDA ligation may share pathophysiologic features with PLCS, and that concomitant pneumothorax can further aggravate hemodynamic instability by worsening hypoxemia and reducing venous return. Full article

Background/Objectives: Several studies previously investigated the risk factors for post-operative recurrence of primary spontaneous pneumothorax (PSP), with conflicting results. Identification of patients at greater risk of recurrence may help optimize therapeutic strategies. The aim of this study is to identify potential predictors of post-operative recurrence of PSP and compare our results with the available literature. Methods: We retrospectively evaluated all patients who underwent surgery for PSP at our institution between January 2005 and December 2022. We analyzed data on patient characteristics, surgical details, method of pleurodesis and perioperative outcomes and used Cox regression analysis to identify predictors post-operative ipsilateral recurrence. Results: 226 patients were included in our study, of which 29 (12.8%) developed an ipsilateral recurrence of pneumothorax. A positive history of previous contralateral episodes (37.9% vs. 19.3%, p = 0.03) and the positioning of larger chest drains after the procedure (65.5% vs. 44.8%, p = 0.032) were more frequent in the recurrence group. At multivariable regression analysis, a history of previous contralateral pneumothorax was found to be the only independent predictive factor of pneumothorax recurrence (HR 2.16, 95% C.I. 1.001–4.662, p = 0.049). Conclusions: Previous contralateral pneumothorax is a risk factor for the development of post-operative recurrences. Full article

Background: The pectoralis minor muscle can be a source of musculoskeletal-related chest pain by contributing to thoracic outlet syndrome. Needling interventions applied to chest wall muscles have an inherent risk of puncturing sensitive structures, e.g., the pleura. Objective: The objective of this study was to preliminarily investigate the safety and accuracy of two needling approaches targeting the pectoralis minor muscle. Methods: A pincer- and flat-needle approach targeting the pectoralis minor muscle was conducted in five Thiel-embalmed cadavers and 10 healthy volunteers by an experienced and a novice clinician. The needle was inserted until the clinician considered that the pectoralis minor muscle was reached. Each clinician conducted 10 needle insertions with each approach. In cadavers, the accuracy of needle placement was identified with both ultrasound imaging and anatomical dissection. In healthy volunteers, needle placement accuracy was evaluated with ultrasound imaging. Results: Accurate needle penetration of the pectoralis minor muscle was 80–90% and 40–70% for experienced and novice clinicians, respectively, with the pincer approach. One pleural puncture was observed in one cadaver specimen with this approach by the novice clinician. Accurate needle penetration of the pectoralis minor muscle was 100% and 90% for experienced and novice clinicians, respectively, with the flat approach. The novice clinician required 3.5 times longer to perform the flat approach than the experienced clinician. Conclusions: The results of this pilot feasibility study suggest that a pincer-needle approach seems to be less accurate than the flat-needle approach and substantially more error-prone for a novice clinician, which, in a clinical context, could pose a potential risk of pneumothorax based on the pleural puncture observed in one cadaver specimen. In contrast, our preliminary results revealed that the flat-needle approach could have better accuracy and safety, particularly when performed under real ultrasound guidance. Full article

Background/Objectives: Our goal was to evaluate the effectiveness of tract sealing agents in reducing pneumothorax and chest drainage insertion following CT-guided lung biopsy (CLB), and to assess the certainty of supporting evidence. Methods: A systematic review and meta-analysis were conducted according to PRISMA 2020 guidelines (PROSPERO: CRD42024608747). Four health science databases (ScienceDirect, PubMed, Scopus, and Cochrane Library) were searched up to 13 October 2025. Randomized controlled trials and cohort studies reporting tract sealing after CLB were included. Outcomes were post-procedural pneumothorax and pleural drainage insertion. Both were analyzed as dichotomous variables using random-effects meta-analysis with the Mantel–Haenszel method. Statistical heterogeneity was assessed using the I² statistic. Results were considered statistically significant for p < 0.05. Study quality was assessed using the Revised Cochrane risk-of-bias tool for randomized trials (RoB 2) and the Risk Of Bias In Non-randomized Studies—of Interventions, Version 2 (ROBINS-I V2) tool for cohort studies. Results: A total of 3328 records were initially retrieved, with 37 studies (13,107 patients, 7161 male and 4526 female) meeting the inclusion criteria. Sealing agents included saline solution, hydrogel plug, gelatin sponge, autologous blood patch, saline + rapid roll-over, hemocoagulase, gelatin sponge + hemocoagulase, and fibrin glue. Meta-analysis demonstrated significant reductions in pneumothorax and drainage insertion with saline solution (pneumothorax: OR = 0.35; 95% CI 0.25–0.48; p < 0.00001; drainage: OR = 0.22, 95% CI 0.11–0.43; p < 0.00001), gelatin sponge (pneumothorax: OR = 0.44, 95% CI 0.37–0.53; p < 0.00001; drainage: OR = 0.40, 95% CI 0.29–0.54; p < 0.00001), autologous blood patch (pneumothorax: OR = 0.50, 95% CI 0.40–0.62; p < 0.00001; drainage: OR = 0.40, 95% CI 0.27–0.59; p < 0.00001), and hydrogel plug (pneumothorax: OR = 0.65, 95% CI 0.50–0.85; p = 0.001; drainage: OR = 0.44, 95% CI 0.25–0.76; p < 0.004). Conclusions: Saline solution, hydrogel plug, gelatin sponge, and autologous blood patch are sealing agents that are effective at lowering the risk of pneumothorax and drainage insertion following CLB. Full article

Background/Objectives: Robotic thymectomy has become the preferred approach for the management of thymoma. Although robotic surgery allows for precise dissection, the contralateral pleura may accidentally be opened during thymus gland dissection, resulting in a tension pneumothorax due to the escape of CO₂ through the defect into the contralateral pleura or to significant postoperative air leaks and delayed drain removal. To prevent this potential complication, closure of the pleural defect is indicated. This procedure may be challenging using stitches or clips, especially during robotic surgery, as the pleura is a thin structure. Methods: We reported our preliminary experience in closing a pleural defect through application of a collagen pad; after applying the pad over the defect, gentle and uniform pressure was applied using a dry sponge for 2 min to seal the tissue surface. The pad closed the defect and formed a barrier that blocked the escape of CO₂ into the contralateral pleura. Results: This procedure was successfully performed in three consecutive patients to repair a defect in the contralateral pleura that occurred during RATS thymectomy for the management of B1 thymoma (n = 2) and B2 thymoma (n = 1). No intraoperative and postoperative complication was found, and six-month follow-up showed no recurrence. Conclusions: Closing pleural defects with a collagen pad is a promising technique to enhance safety during robotic thymectomy. Full article

Background: The infraclavicular brachial plexus block is a widely used regional anesthesia technique for surgery of the distal upper limb. Although generally considered safe—particularly with ultrasound guidance—a range of vascular, neurological, respiratory, and anesthetic-related complications continues to be reported. Understanding how anatomic factors can influence the occurrence of these events is essential for improving procedural safety. Objective: This narrative review aims to correlate clinically reported complications of the infraclavicular block with underlying anatomical mechanisms that may predispose to their development. Methods: A narrative review of the literature was conducted using PubMed, Scopus and Web of Science to identify clinical studies, observational series, and case reports published between 1995 and 2025 that documented complications associated with infraclavicular brachial plexus block in adults. Publications were selected based on relevance to vascular, neurological, respiratory, infectious, and local anesthetic systemic complications. Findings were synthesized descriptively, with emphasis on anatomical-clinical correlations rather than quantitative meta-analysis. Results: Reported complications include vascular puncture and hematoma formation, transient or persistent neurological deficits, Horner’s syndrome, hemidiaphragmatic paralysis, pneumothorax, local anesthetic systemic toxicity, and infectious complications. The incidence of these events varies widely across studies, reflecting differences in block technique, use of ultrasound guidance, injected anesthetic volume, and operator experience. Anatomical factors—such as the close relationship of the cords of the brachial plexus to the axillary vessels and the continuity of fascial planes—provide plausible explanations for these variations. Conclusions: Most complications of the infraclavicular block can be understood and anticipated through careful consideration of regional anatomy. Integrating anatomical knowledge with ultrasound guidance and optimized injection strategies may substantially reduce the risk of adverse events. This review highlights key anatomical mechanisms underlying reported complications and outlines practical implications for clinical practice. Full article

Background: Ultrasound (US)-guided axillary vein puncture (AVP) is an established technique for cardiac implantable electronic device (CIED) implantation. Yet real-world data concerning shifting from conventional venous access into US-guided AVP are not widely available. Methods: This is a single-center prospective registry reporting safety (complications) and efficacy (success rate: i.e., accomplishment of the vein access utilizing only the initially employed approach) of self-taught US-guided AVP integration into the standard workflow of CIED procedures. Results: A total of 539 patients (mean age 71.5 ± 12.4 years old, 78.7% males) were treated in our institution over a three-year period. Regarding CIED type and lead number, 58.3% used an implantable cardioverter defibrillator, 32% used permanent pacemakers, and two leads were involved in 65.8% of the cases and three leads in 8.9%. Before integration of US-guided AVP, the venous access success rate was 93.5%. The US-guided AVP success rate was 377/400 procedures (94.2%). After the first semester of US-guided AVP utilization, a pattern of increased success rate was observed (p = 0.002) and remained stable over the following semesters. No major complication (periprocedural or 30-day mortality, hemothorax, pneumothorax and tamponade) occurred after US AVP integration in our workflow. Conclusions: The integration of US-guided AVP in a self-taught manner is feasible among electrophysiologists with experience in US-guided vascular access. A high success rate can be reached quickly and safely. Full article

Objectives: The aim of this study was to evaluate the association between pulmonary hemorrhage and PTX following CT-guided lung biopsy for suspected or confirmed lung malignancy and to assess whether lesion depth modifies this relationship. Methods: This retrospective single-center study included 118 consecutive patients undergoing CT-guided lung biopsy for oncologic indications between 2020 and 2025 (66 men, 52 women; median age 69 years). Immediate post-biopsy CT was assessed for PTX and focal pulmonary hemorrhage. Multivariable logistic regression identified predictors of PTX, including pulmonary hemorrhage, lesion size and depth, chronic obstructive pulmonary disease, patient positioning, age, and sex. An interaction analysis evaluated effect modification by lesion depth. Results: PTX occurred in 22.0% of biopsies, and pulmonary hemorrhage in 29.7%. PTX was significantly less frequent in patients with pulmonary hemorrhage (p = 0.021). Lesion depth showed a borderline association with PTX risk (OR 1.02 per mm; p = 0.060). Pulmonary hemorrhage demonstrated a nonsignificant protective trend (OR 0.33; p = 0.135). The hemorrhage–depth interaction approached significance (p = 0.065), suggesting attenuation of depth-related PTX risk. Model discrimination was moderate (AUC = 0.709). Conclusions: In patients undergoing CT-guided biopsy for lung cancer evaluation, pulmonary hemorrhage may mitigate PTX risk, particularly for deeper lesions. Full article

In clinical practice, healthcare providers encounter a rising incidence of aspergillosis, which significantly affects morbidity and mortality in vulnerable patients. Over the past few decades, molds have increasingly affected patients with underlying pleuropulmonary, hematological, or oncological diseases undergoing cytotoxic treatment or immunosuppression, leading to impaired cell-mediated immunity and an increased risk of postoperative complications. Although the spectrum of Aspergillus infection is variable, ranging from allergic to chronic, invasive manifestation, pleural involvement is rarely reported. Pleural aspergillosis is an extrapulmonary manifestation of invasive aspergillosis, associated with thoracic surgical procedures and with a bronchopleural fistula, not necessarily combined with pulmonary aspergillosis. An elective or emergency thoracic surgery in immunocompromised patients increases the risk of postoperative infectious complications. Herein, we report a case of isolated postoperative pleural aspergillosis in a 28-year-old immunocompromised man with metastatic synovial sarcoma in the lungs, who underwent pleurodesis for pneumothorax, lobectomy for lung metastasis, and subsequently required decortication and thoracoplasty to achieve effective control of infection. To address this, the patient responded well to aggressive surgical debridement along with both systemic and intrapleural antifungal agent instillation. The essential in vitro diagnostics, including microscopy, microbiological culture and histopathological examination, both from necrotic pleural specimens, detected Aspergillus fumigatus, a global priority species of invasive aspergillosis. Postoperative aspergillosis with pleural involvement and bronchopleural fistula, in immunocompromised patients with sarcoma, is rarely reported, requiring a combination of surgical approach and optimized antifungal treatment regimens. The current knowledge on pleural aspergillosis management remains limited, and highlights the need for case reporting to refine expertise. Full article

Wind instrument performance requires sustained and repetitive increases in intrathoracic and pharyngeal pressures, which may lead to rare but clinically relevant anatomical alterations of the upper aerodigestive tract. We report the case of a 46-year-old male semi-professional wind instrument player who developed massive hypopharyngeal dilatation and cervical lung herniation as a consequence of long-term, high-pressure musical activity. Dynamic imaging performed during instrument playing demonstrated marked hypopharyngeal expansion and herniation of the lung apices into the cervical region, highlighting the importance of individualized diagnostic strategies that replicate patient-specific triggers. Multidisciplinary evaluation integrating otorhinolaryngology, thoracic surgery, radiology, and pulmonology led to a personalized risk assessment and the recommendation to cease wind instrument performance in order to prevent potentially life-threatening complications, such as pneumothorax. This case illustrates how personalized diagnostic approaches and tailored clinical decision-making are essential in managing rare occupational conditions. A comprehensive review of the literature is provided, with a focus on individualized risk factors, diagnostic strategies, and personalized treatment concepts relevant to precision medicine. Full article

Background: Computed tomography (CT)-guided lung biopsy plays a pivotal role in diagnosing thoracic lesions. However, its diagnostic yield may be compromised in large, necrotic, or heterogeneous tumours due to inadvertent sampling of non-viable tissue. Dual-energy CT (DECT) iodine mapping provides functional imaging by identifying iodine-avid, perfused areas, thereby offering the potential to improve biopsy targeting. Methods: This single-centre retrospective study evaluated the clinical feasibility and diagnostic performance of DECT-guided biopsy. Adult patients with suspected necrotic lung or mediastinal lesions who underwent DECT iodine mapping prior to CT-guided biopsy between April 2021 and December 2022 were evaluated. DECT iodine maps were generated using dual-source CT and used to identify viable tumour regions for targeted biopsy. The primary outcome was diagnostic yield, defined as obtaining a definitive histopathological diagnosis. Secondary outcomes included safety and adequacy of samples for molecular testing. Results: Twenty patients were included. A definitive diagnosis was obtained in 18/20 biopsies (90%). Diagnostic yield was 9/11 (81.8%) for pulmonary lesions and 9/9 (100%) for mediastinal/pleural lesions. Diagnoses included non-small-cell lung cancer (n = 8), Hodgkin lymphoma (n = 4), thymoma (n = 3), and other malignancies (n = 3). Biopsy material was sufficient for additional molecular testing in 13/20 cases (65%). Complications were minor (one pneumothorax not requiring drainage and two self-limited bleeding events). Conclusions: DECT iodine map-guided targeting was feasible in this retrospective cohort and was associated with high diagnostic yield, low complication rates, and frequent acquisition of tissue suitable for molecular analyses. Prospective controlled studies are needed to quantify benefit over conventional CT guidance. Full article