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1.
Cureus ; 16(6): e61616, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38966456

ABSTRACT

A male in his 70s with a history of artificial vessel replacement for a thoracoabdominal aneurysm had been treated non-operatively for adhesive bowel obstruction during the past two months. The initial symptom was nausea and the patient was transferred to our hospital because of diffuse abdominal pain. Computed tomography revealed pneumothorax, diaphragmatic hernia, and bowel perforation. A left thoracic drain was inserted and air and clear yellow fluid were drained. Secondary pneumothorax was presumably caused by intestinal perforation associated with diaphragmatic hernia. Although reported cases with secondary pneumothorax associated with diaphragmatic hernia and intestinal perforation are caused by trauma, this complication can occur postoperatively.

2.
Pediatr Pulmonol ; 2024 Jul 03.
Article in English | MEDLINE | ID: mdl-38961684

ABSTRACT

PURPOSE: This study aimed to develop and assess the performance of an artificial intelligence (AI)-driven decision support system, XRAInet, in accurately identifying pediatric patients with pleural effusion or pneumothorax and determining whether tube thoracostomy intervention is warranted. METHODS: In this diagnostic accuracy study, we retrospectively analyzed a data set containing 510 X-ray images from 170 pediatric patients admitted between 2005 and 2022. Patients were categorized into two groups: Tube (requiring tube thoracostomy) and Conservative (managed conservatively). XRAInet, a deep learning-based algorithm, was trained using this data set. We evaluated its performance using various metrics, including mean Average Precision (mAP), recall, precision, and F1 score. RESULTS: XRAInet, achieved a mAP score of 0.918. This result underscores its ability to accurately identify and localize regions necessitating tube thoracostomy for pediatric patients with pneumothorax and pleural effusion. In an independent testing data set, the model exhibited a sensitivity of 64.00% and specificity of 96.15%. CONCLUSION: In conclusion, XRAInet presents a promising solution for improving the detection and decision-making process for cases of pneumothorax and pleural effusion in pediatric patients using X-ray images. These findings contribute to the expanding field of AI-driven medical imaging, with potential applications for enhancing patient outcomes. Future research endeavors should explore hybrid models, enhance interpretability, address data quality issues, and align with regulatory requirements to ensure the safe and effective deployment of XRAInet in healthcare settings.

3.
Phys Med Biol ; 2024 Jul 02.
Article in English | MEDLINE | ID: mdl-38955331

ABSTRACT

OBJECTIVE: The trend in the medical field is towards intelligent detection-based medical diagnostic systems. However, these methods are often seen as "black boxes" due to their lack of interpretability. This situation presents challenges in identifying reasons for misdiagnoses and improving accuracy, which leads to potential risks of misdiagnosis and delayed treatment. Therefore, how to enhance the interpretability of diagnostic models is crucial for improving patient outcomes and reducing treatment delays. So far, only limited researches exist on deep learning-based prediction of spontaneous pneumothorax, a pulmonary disease that affects lung ventilation and venous return. Approach. This study develops an integrated medical image analysis system using explainable deep learning model for image recognition and visualization to achieve an interpretable automatic diagnosis process. Main results. The system achieves an impressive 95.56% accuracy in pneumothorax classification, which emphasizes the significance of the blood vessel penetration defect in clinical judgment. Significance. This would lead to improve model trustworthiness, reduce uncertainty, and accurate diagnosis of various lung diseases, which results in better medical outcomes for patients and better utilization of medical resources. Future research can focus on implementing new deep learning models to detect and diagnose other lung diseases that can enhance the generalizability of this system. .

4.
QJM ; 2024 Jul 08.
Article in English | MEDLINE | ID: mdl-38976637

ABSTRACT

INTRODUCTION: Spontaneous pneumothorax recurs in 30 to 54% of patients without surgery. Identifying individuals likely to suffer a recurrence, who might benefit from pre-emptive surgery, is challenging. Previous meta-analysis suggested a relationship between contralateral recurrence and specific computed tomography (CT) findings. METHODS: We analysed CT images and recurrence rates 243 patients seen by our tertiary referral pneumothorax service. RESULTS: We validated the meta-analysis observation that contralateral lung cysts are associated with a higher risk of contralateral recurrence in younger individuals. Furthermore, we observed the size of contralateral cysts to be associated with increased contralateral recurrence in younger patients. CONCLUSION: The detection of contralateral lung cysts might therefore help identify younger patients more likely to benefit from pre-emptive surgery.

5.
BMC Pulm Med ; 24(1): 329, 2024 Jul 09.
Article in English | MEDLINE | ID: mdl-38982416

ABSTRACT

BACKGROUND: The incidence of pneumothorax is higher in patients with emphysema who undergo percutaneous lung biopsy. Needle embolization has been shown to reduce the incidence of pneumothorax in patients with emphysema. Existing studies have reported small sample sizes of patients with emphysema, or the degree of emphysema has not been graded. Therefore, the efficacy of biopsy embolization in the prevention of pneumothorax induced by percutaneous pulmonary biopsy in patients with emphysema remains to be determined. METHODS: In this retrospective, controlled study, patients with emphysema who underwent CT-guided PTLB were divided into two groups: group A (n = 523), without tract embolization, and Group B (n = 504), with tract embolization. Clinical and imaging features were collected from electronic medical records and Picture Archiving and Communication Systems. Univariate and multivariate analyses were performed to identify risk factors for pneumothorax and chest tube placement. RESULTS: The two groups did not differ significantly in terms of demographic characteristics and complications other than pneumothorax. The incidence of pneumothorax and chest tube placement in group B was significantly lower than in group A (20.36% vs. 46.12%, p < 0.001; 3.95% vs. 9.18%, p < 0.001, respectively). In logistic regression analyses, variables affecting the incidence of pneumothorax and chest tube placement were the length of puncture of the lung parenchyma (odds ratio [OR] = 1.18, 95% confidence interval [CI]: 1.07-1.30, p = 0.001; OR = 1.55, 95% CI: 1.30-1.85, p < 0.001, respectively), tract embolization (OR = 0.31, 95% CI: 0.24-0.41, p < 0.001; OR = 0.39, 95% CI: 0.22-0.69, p = 0.001, respectively), and grade of emphysema. CONCLUSIONS: Tract embolization with gelatin sponge particles after CT-guided PTLB significantly reduced the incidence of pneumothorax and chest tube placement in patients with emphysema. Tract embolization, length of puncture of the lung parenchyma, and grade of emphysema were independent risk factors for pneumothorax and chest tube placement. TRIAL REGISTRATION: Retrospectively registered.


Subject(s)
Embolization, Therapeutic , Image-Guided Biopsy , Lung , Pneumothorax , Pulmonary Emphysema , Tomography, X-Ray Computed , Humans , Pneumothorax/etiology , Pneumothorax/prevention & control , Pneumothorax/epidemiology , Female , Male , Retrospective Studies , Aged , Middle Aged , Image-Guided Biopsy/adverse effects , Image-Guided Biopsy/methods , Embolization, Therapeutic/methods , Lung/pathology , Lung/diagnostic imaging , Risk Factors , Logistic Models , Chest Tubes , Gelatin Sponge, Absorbable/administration & dosage , Incidence , Multivariate Analysis , Aged, 80 and over , Radiography, Interventional/methods
6.
J Family Med Prim Care ; 13(5): 2164-2167, 2024 May.
Article in English | MEDLINE | ID: mdl-38948613

ABSTRACT

Birt-Hogg-Dubé syndrome (BHDS) is a rare hereditary autosomal dominant condition characterized by benign cutaneous lesions, lung cysts, and increased risk of spontaneous pneumothorax and renal cancer. We report a case of a young Indian boy with bilateral pneumothorax as the first symptom of BHDS. Detailed history examination and investigation showed multiple facial lesions; his computerized tomography was suggestive of renal angiomyolipoma, hepatic angiomyolipoma, pulmonary cyst with pneumothorax, and small bilateral subependymal soft tissue density lesion with calcification in the brain, all of which were collectively suggestive of BHDS. Identification of the above commonly presented clinical features as a syndrome is important for even a primary care physician so as to ensure the timely management and if required referral to a higher center.

7.
Front Vet Sci ; 11: 1376004, 2024.
Article in English | MEDLINE | ID: mdl-38988977

ABSTRACT

Introduction: Motor vehicular trauma, bite wounds, high-rise syndrome, and trauma of unknown origin are common reasons cats present to the emergency service. In small animals, thoracic injuries are often associated with trauma. The objective of this retrospective study was to evaluate limits of agreement (LOA) between thoracic point-of-care ultrasound (thoracic POCUS) and thoracic radiography (TXR), and to correlate thoracic POCUS findings to animal trauma triage (ATT) scores and subscores in a population of cats suffering from recent trauma. Methods: Cats that had thoracic POCUS and TXR performed within 24 h of admission for suspected/witnessed trauma were retrospectively included. Thoracic POCUS and TXR findings were assessed as "positive" or "negative" based on the presence or absence of injuries. Cats positive on thoracic POCUS and TXR were assigned 1 to 5 tentative diagnoses: pulmonary contusions/hemorrhage, pneumothorax, pleural effusion, pericardial effusion, and diaphragmatic hernia. When available ATT scores were calculated. To express LOA between the two imaging modalities a kappa coefficient and 95% CI were calculated. Interpretation of kappa was based on Cohen values. Results: One hundred and eleven cats were included. 83/111 (74.4%) cats were assessed as positive based on thoracic POCUS and/or TXR. Pulmonary contusion was the most frequent diagnosis. The LOA between thoracic POCUS and TXR were moderate for all combined injuries, moderate for pulmonary contusions/hemorrhage, pneumothorax, diaphragmatic hernia, and fair for pleural effusion. Cats with positive thoracic POCUS had significantly higher median ATT scores and respiratory subscores compared to negative thoracic POCUS cats. Discussion: The frequency of detecting intrathoracic lesions in cats was similar between thoracic POCUS and TXR with fair to moderate LOA, suggesting thoracic POCUS is useful in cats suffering from trauma. Thoracic POCUS may be more beneficial in cats with higher ATT scores, particularly the respiratory score.

8.
J Thorac Dis ; 16(6): 3696-3710, 2024 Jun 30.
Article in English | MEDLINE | ID: mdl-38983166

ABSTRACT

Background: The incidence and risk factors for recurrent primary spontaneous pneumothorax (PSP) after video-assisted thoracoscopic surgery (VATS) remain controversial. A systematic review and meta-analysis were conducted to determine the incidence and risk factors for recurrence of PSP after VATS. Methods: A systematic search of PubMed, Web of Science, Embase, and Cochrane Library databases was conducted to identify studies that reported the rate and risk factors for recurrence of PSP after VATS published up to December 2023. The pooled recurrence rate and odds ratio (OR) with 95% confidence interval (CI) were calculated using a random-effects model. In addition, risk factors were similarly included in the meta-analysis, and sources of heterogeneity were explored using meta-regression analysis. Results: A total of 72 studies involving 23,531 patients were included in the meta-analysis of recurrence. The pooled recurrence rate of PSP after VATS was 10% (95% CI: 8-12%). Male sex (OR: 0.61; 95% CI: 0.41-0.92; P=0.02), younger age [mean difference (MD): -2.01; 95% CI: -2.57 to -1.45; P<0.001), lower weight (MD: -1.57; 95% CI: -3.03 to -0.11; P=0.04), lower body mass index (BMI) (MD: -0.73; 95% CI: -1.08 to 0.37; P<0.001), and history of contralateral pneumothorax (OR: 2.46; 95% CI: 1.56-3.87; P<0.001) were associated with recurrent PSP, whereas height, smoking history, affected side, stapling line reinforcement, and pleurodesis were not associated with recurrent PSP after VATS. Conclusions: The recurrence rate of PSP after VATS remains high. Healthcare professionals should focus on factors, including sex, age, weight, BMI, and history of contralateral pneumothorax, that may influence recurrence.

9.
J Thorac Dis ; 16(6): 4011-4015, 2024 Jun 30.
Article in English | MEDLINE | ID: mdl-38983182

ABSTRACT

Primary spontaneous pneumothorax (PSP) is an important disease commonly seen in young males. While incidentally diagnosed cases can be managed conservatively, symptomatic patients often necessitate intervention. Chest tube placement (tube thoracostomy) is commonly used, at least in the USA as a primary treatment modality, which requires hospitalization. On the other hand, needle aspiration (NA) has been widely adopted due to simplicity and reported efficacy and safety. No consensus is reached regarding superiority and/or preferred modality, with a lack of guidelines agreement. Therefore, we conducted an updated meta-analysis of randomized controlled trials comparing NA to tube thoracostomy in patients with symptomatic PSP. Prespecified outcomes were immediate success rate, 12-month recurrence rate, post intervention complications rate, and hospital length of stay. We identified and pooled data from six randomized trials, with a total of 759 patients and a median follow up of 12 months. Our analysis showed that NA and tube thoracostomy have similar immediate success rate and 12-month recurrence rate. We also found that NA has less complication rate, need for surgical intervention, and less hospital stays. In conclusion, our review showed that in symptomatic patients with PSP, NA is as effective as tube thoracostomy regarding immediate success rate and 12-month recurrence rate, with the added benefit of less complications rate and need for surgical intervention.

10.
J Thorac Dis ; 16(6): 3593-3605, 2024 Jun 30.
Article in English | MEDLINE | ID: mdl-38983184

ABSTRACT

Background: Pneumothorax is a rare but deadly complication in patients who require mechanical ventilation. As with any condition associated with acute respiratory distress syndrome (ARDS), coronavirus disease 2019 (COVID-19) is known to be associated with pneumothorax. However, in the literature, comparative data on the risk factors for pneumothorax in COVID-19 and other diseases like influenza are limited. The aim of this study is to determine the prevalence and risk factors for pneumothorax in hospitalized COVID-19 patients and compare them with influenza pneumonia patients. Methods: This study is a retrospective analysis of the National Inpatient Sample (NIS) 2020 database cohort. Univariate and multivariate logistic regression were used to identify the prevalence and risk factors for pneumothorax in COVID-19 patients and compared with the risk of pneumothorax in influenza patients. Results: The NIS 2020 database includes 1,608,980 hospitalizations of COVID-19 patients, of which 22,545 [95% confidence interval (CI): 21,491-23,598] (1.4%) developed pneumothorax. On multivariate analysis, factors associated with pneumothorax in COVID-19 included patient age of 41-64 years; male sex; Hispanics, Native Americans, and other races; hospitals with large-bed size; privately owned hospitals; urban teaching hospitals; hospitals in the southern United States (US); stroke; malnutrition; chronic obstructive pulmonary disease (COPD); bronchiectasis; pulmonary fibrosis; liver disease; non-invasive and invasive ventilation; and extracorporeal membrane oxygenation (ECMO). Of 184,980 influenza patients, 1,630 (95% CI: 1,448-1,811) (0.88%) developed pneumothorax. The prevalence of pneumothorax was higher (1.4%) in COVID-19 patients compared to patients with influenza pneumonia (0.88%). Conclusions: COVID-19 patients who develop pneumothorax have a poor prognosis. Several risk factors for the development of pneumothorax were identified. Patients with these risk factors should be prioritized in applying evidence-based guidelines to prevent pneumothorax.

11.
Sci Rep ; 14(1): 15437, 2024 07 04.
Article in English | MEDLINE | ID: mdl-38965293

ABSTRACT

We aimed to determine the clinical characteristics of patient self-inflicted lung injury (P-SILI)-associated pneumothorax/pneumomediastinum, to reveal its risk factors, and to assess its impact on severe COVID-19 cases. In total, 229 patients were included in this case-control study. They were randomly divided into either the case group or the control group as per the inclusion and exclusion criteria. The two groups were further analyzed to reveal the risk factors of spontaneous pneumothorax/pneumomediastinum (SP/P). Finally, risk factors for death were analyzed in the case group and the relationship between death and SP/P was also analyzed among all patients. The mean age of patients was 59.69 ± 17.01 years, most of them were male (74.2%), and 62.0% of them had comorbidities upon admission. A respiratory rate higher than 30 BPM was a risk factor for SP/P (OR 7.186, 95% CI 2.414-21.391, P < 0.001). Patients with delayed intubation due to early application of HFNC or NIV had a higher mortality rate when they developed SP/P (P < 0.05). Additionally, advanced age increased the risk of death (P < 0.05). Finally, SP/P may be a risk factor for death among patients with severe COVID-19 (OR 2.047). P-SILI occurs in severe COVID-19 with acute respiratory failure. It is necessary to identify the risk factors of P-SILI, the indicators of severe P-SILI, and the preventive measures.


Subject(s)
COVID-19 , Mediastinal Emphysema , Pneumothorax , Humans , COVID-19/complications , COVID-19/mortality , Male , Middle Aged , Female , Case-Control Studies , Risk Factors , Mediastinal Emphysema/etiology , Pneumothorax/etiology , Aged , Adult , Lung Injury/etiology , Self-Injurious Behavior/complications , SARS-CoV-2
12.
Cureus ; 16(5): e61226, 2024 May.
Article in English | MEDLINE | ID: mdl-38939243

ABSTRACT

Chest tube insertion is a common and relatively safe procedure in an emergency setting. However, a potentially fatal complication, vasovagal reflex, may be under-recognized due to its generally mild severity. We present a case of pulseless electrical activity (PEA) requiring chest compression due to vasovagal reflex during chest tube insertion for spontaneous pneumothorax. A 23-year-old male who had a history of spontaneous pneumothorax presented with left chest pain to our emergency department. Based on point-of-care ultrasonography and chest radiography, we made a diagnosis of recurrent pneumothorax. Although he had stable vital signs and received adequate pain control, during chest tube insertion, he developed severe sinus bradycardia with a six-second pause, leading to PEA requiring chest compressions. After a few compressions, his heart rate increased and he regained consciousness. He underwent video-assisted thoracoscopic surgery for pneumothorax and was discharged without complications. Vasovagal reflex during chest tube insertion in young patients with spontaneous pneumothorax may cause severe bradycardia and cardiac arrest. Physicians should be aware of this rare but potentially fatal complication and be prepared with appropriate measures, such as pre-administration of atropine, before chest tube insertion.

13.
J Cardiothorac Surg ; 19(1): 347, 2024 Jun 21.
Article in English | MEDLINE | ID: mdl-38907267

ABSTRACT

BACKGROUND: Pneumothorax is a non-physiological collection of air in the pleural space. Pneumothoraces can be broadly divided into Primary, Secondary, and Traumatic. Cancer of the lung is a known cause of secondary pneumothorax in both primary and metastatic lesions, however, pneumothorax as the presentation of lung cancer is exceedingly rare. Non-small cell lung carcinoma (NSCLC) has been reported in the literature to present with a pneumothorax, particularly in adeno/squamous cell carcinomas. It is almost completely unheard of for small cell lung carcinoma (SCLC) to present with a pneumothorax. CASE PRESENTATION: We present the case of a 62-year-old male patient, presenting twice in two months with spontaneous pneumothorax. The initial management involved admission and chest drain insertion. The patient has a past medical history of COPD and a significant smoking history. On the second admission, he underwent a video-assisted thoracoscopic (VATS) bullectomy and talc pleurodesis. The pathology report of the resected specimen confirmed SCLC with extensive infiltration. No gross evidence of metastatic spread was present on CT. Due to the R1 resection and significant risk of recurrence, the management plan included four cycles of adjuvant chemotherapy with carboplatin and etoposide, and radiotherapy as a consideration upon completion. CONCLUSIONS: Pneumothorax as the presentation of lung cancer imparts a very poor prognosis, however the reasons for this are largely unknown. Furthermore, the mechanisms underlying spontaneous pneumothorax in lung cancer are also not well understood.


Subject(s)
Lung Neoplasms , Pneumothorax , Small Cell Lung Carcinoma , Humans , Male , Pneumothorax/etiology , Lung Neoplasms/pathology , Lung Neoplasms/diagnosis , Lung Neoplasms/complications , Middle Aged , Small Cell Lung Carcinoma/complications , Small Cell Lung Carcinoma/diagnosis , Thoracic Surgery, Video-Assisted , Recurrence , Tomography, X-Ray Computed
14.
J Cardiothorac Surg ; 19(1): 387, 2024 Jun 26.
Article in English | MEDLINE | ID: mdl-38926766

ABSTRACT

BACKGROUND: Multiportal video-assisted thoracic surgery (mVATS) is the standard approach for the surgical treatment of spontaneous pneumothorax. However, uniportal VATS (uVATS) has emerged as an alternative aiming to minimize surgical morbidity. This study aims to strengthen the evidence on the safety and efficiency of uVATS compared to mVATS. METHODS: From January 2004 to December 2020, records of patients who had undergone surgical treatment for primary or secondary spontaneous pneumothorax were evaluated for eligibility. Patients who had undergone pleurectomy combined with bullectomy or apical wedge resection via uVATS or mVATS were included. Surgical characteristics and postoperative data were compared between patients who had undergone surgery via uVATS or mVATS. Univariable and multivariable analyses were performed to determine whether the surgical approach was associated with any complication (primary outcome), major complications (i.e., Clavien-Dindo ≥ 3), recurrence, prolonged hospitalization or prolonged chest drainage duration (secondary outcomes). RESULTS: A total of 212 patients were enrolled. Patients treated via uVATS (n = 71) and mVATS (n = 141) were significantly different in pneumothorax type (secondary spontaneous; uVATS: 54 [76%], mVATS: 79 [56%]; p = 0.004). No significant differences were observed in (major) complications and recurrence rates between both groups. Multivariable analyses revealed that the surgical approach was no significant predictor for the primary or secondary outcomes. CONCLUSIONS: This study indicates that uVATS is non-inferior to mVATS in the surgical treatment of spontaneous pneumothorax regarding safety and efficiency, and thus the uVATS approach has the potential for further improvements in the perioperative surgical care for spontaneous pneumothorax.


Subject(s)
Pneumothorax , Thoracic Surgery, Video-Assisted , Humans , Pneumothorax/surgery , Thoracic Surgery, Video-Assisted/methods , Male , Female , Adult , Retrospective Studies , Treatment Outcome , Postoperative Complications , Middle Aged
15.
Int J Surg Case Rep ; 120: 109904, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38885606

ABSTRACT

INTRODUCTION: Laparoscopic Nissen Fundoplication is an effective standard surgical procedure for treatment of severe GERD. While it is generally safe and effective, a rare but potentially fatal complication known as acute gastric volvulus can occur following this procedure. CASE PRESENTATION: A 28-year-old male, ten months post Laparoscopic Nissen Fundoplication presented with a one-day history of severe epigastric pain, abdominal distention, unproductive retching, and difficulty in breathing. Examination revealed tachypnea, subcutaneous emphysema and a tender distended abdomen. Imaging studies showed a left pneumothorax, pneumoperitoneum, and a grossly distended stomach. Emergency exploratory laparotomy confirmed organoaxial gastric volvulus, necrosis of the greater curvature and gastric perforation. Partial gastrectomy and anterior gastropexy were performed. A left thoracostomy tube was placed to drain the left pneumothorax. He recovered fully post-operatively with complete resolution of all symptoms. DISCUSSION: Acute Gastric volvulus post Laparoscopic Nissen Fundoplication is attributed to adhesions, gastrostomy tubes, and foreign bodies like sutures. Life-threatening complications, such as gastric perforation, can ensue, underscoring the need for swift diagnosis and treatment. CONCLUSION: Acute gastric volvulus following Laparoscopic Nissen Fundoplication is a rare condition, and is difficult to diagnose. Given the steadily increasing rates of laparoscopic Nissen fundoplications performed in Uganda, maintaining a high index of suspicion is crucial for favorable patient outcomes among patients with this potentially fatal complication.

16.
Article in English | MEDLINE | ID: mdl-38890246

ABSTRACT

OBJECTIVES: The treatment of primary spontaneous pneumothorax not only involves bulla resection via video-assisted thoracic surgery but also covers the lesion. Ideal treatment should minimize adhesions and reduce the recurrence rate. This study aimed to explore different covering methods and compare the frequency of early recurrence for each covering method. METHODS: We included 370 subjects with primary spontaneous pneumothorax < 25 years who were treated with video-assisted thoracic surgery from August 2012 to December 2022. Subjects were divided into three groups depending on how the treated lesions were covered. The P group included 162 subjects treated between April 2012 and June 2017 whose lesions were covered using polyglycolic acid sheets on the staple line of the bulla resection lesion. The O group included 93 subjects treated between July 2017 and July 2019 whose lesions were covered with oxidized regenerated cellulose over a polyglycolic acid sheet. The N group included 115 subjects treated between August 2019 and December 2022 whose lesions were covered with oxidized regenerated cellulose over a polyglycolic acid nano sheet. RESULTS: Recurrence rates were 3.7%, 8.6%, and 6.0% in the P, O, and N groups, respectively; however, the differences were not statistically significant. The adhesions were milder in the N group than in the P and O groups. CONCLUSIONS: Although both covering methods were effective in preventing recurrence, further studies involving further treatment modifications and longer-term follow-ups are required.

17.
Diagnostics (Basel) ; 14(11)2024 May 22.
Article in English | MEDLINE | ID: mdl-38893608

ABSTRACT

Deep learning (DL) models for medical image classification frequently struggle to generalize to data from outside institutions. Additional clinical data are also rarely collected to comprehensively assess and understand model performance amongst subgroups. Following the development of a single-center model to identify the lung sliding artifact on lung ultrasound (LUS), we pursued a validation strategy using external LUS data. As annotated LUS data are relatively scarce-compared to other medical imaging data-we adopted a novel technique to optimize the use of limited external data to improve model generalizability. Externally acquired LUS data from three tertiary care centers, totaling 641 clips from 238 patients, were used to assess the baseline generalizability of our lung sliding model. We then employed our novel Threshold-Aware Accumulative Fine-Tuning (TAAFT) method to fine-tune the baseline model and determine the minimum amount of data required to achieve predefined performance goals. A subgroup analysis was also performed and Grad-CAM++ explanations were examined. The final model was fine-tuned on one-third of the external dataset to achieve 0.917 sensitivity, 0.817 specificity, and 0.920 area under the receiver operator characteristic curve (AUC) on the external validation dataset, exceeding our predefined performance goals. Subgroup analyses identified LUS characteristics that most greatly challenged the model's performance. Grad-CAM++ saliency maps highlighted clinically relevant regions on M-mode images. We report a multicenter study that exploits limited available external data to improve the generalizability and performance of our lung sliding model while identifying poorly performing subgroups to inform future iterative improvements. This approach may contribute to efficiencies for DL researchers working with smaller quantities of external validation data.

18.
Diagnostics (Basel) ; 14(11)2024 May 24.
Article in English | MEDLINE | ID: mdl-38893616

ABSTRACT

Computed tomography (CT)-guided lung biopsy is one of the oldest and most widely known minimally invasive percutaneous procedures. Despite being conceptually simple, this procedure needs to be performed rapidly and can be subject to meaningful complications that need to be managed properly. Therefore, knowledge of principles and techniques is required by every general or interventional radiologist who performs the procedure. This review aims to contain all the information that the operator needs to know before performing the procedure. The paper starts with the description of indications, devices, and types of percutaneous CT-guided lung biopsies, along with their reported results in the literature. Then, pre-procedural evaluation and the practical aspects to be considered during procedure (i.e., patient positioning and breathing) are discussed. The subsequent section is dedicated to complications, with their incidence, risk factors, and the evidence-based measures necessary to both prevent or manage them; special attention is given to pneumothorax and hemorrhage. After conventional CT, this review describes other available CT modalities, including CT fluoroscopy and cone-beam CT. At the end, more advanced techniques, which are already used in clinical practice, like fusion imaging, are included.

19.
J Cardiothorac Surg ; 19(1): 332, 2024 Jun 14.
Article in English | MEDLINE | ID: mdl-38877547

ABSTRACT

BACKGROUND: Pneumothorax is the most frequent complication after CT-guided percutaneous transthoracic lung biopsy (CT-PTLB). Many studies reported that injection of autologous blood patch (ABP) during biopsy needle withdrawal could reduce the pneumothorax and chest tube insertion rate after CT-PTLB, but the result is debatable. The aim of this systematic review and meta-analysis is to synthesize evidence regarding the efficacy of ABP procedure in patients receiving CT-PTLB. METHODS: Eligible studies were searched in Pubmed, Embase and Web of Science databases. The inclusion criteria were studies that assessed the relationship between ABP and the pneumothorax and/or chest tube insertion rate after CT-PTLB. Subgroup analyses according to study type, emphysema status and ABP technique applied were also conducted. Odds ratio (OR) with 95% confidence interval (CI) were calculated to examine the risk association. RESULTS: A total of 10 studies including 3874 patients were qualified for analysis. Our analysis suggested that ABP reduced the pneumothorax (incidence: 20.0% vs. 27.9%, OR = 0.67, 95% CI = 0.48-0.66, P < 0.001) and chest tube insertion rate (incidence: 4.0% vs. 8.0%, OR = 0.47, 95% CI = 0.34-0.65, P < 0.001) after CT-PTLB. Subgroup analysis according to study type (RCT or retrospective study), emphysema status (with or without emphysema), and ABP technique applied (clotted or non-clotted ABP) were also performed and we found ABP reduced the pneumothorax and chest tube insertion rate in all subgroups. CONCLUSIONS: Our study indicated that the use of ABP was effective technique in reducing the pneumothorax and chest tube insertion rate after CT-PTLB.


Subject(s)
Image-Guided Biopsy , Lung , Pneumothorax , Tomography, X-Ray Computed , Pneumothorax/etiology , Pneumothorax/prevention & control , Humans , Tomography, X-Ray Computed/methods , Image-Guided Biopsy/methods , Image-Guided Biopsy/adverse effects , Lung/pathology , Blood Transfusion, Autologous/methods , Chest Tubes
20.
Cureus ; 16(5): e60697, 2024 May.
Article in English | MEDLINE | ID: mdl-38899257

ABSTRACT

Pneumocystis jirovecii pneumonia (PCP) is a life-threatening condition found in immunocompromised individuals, especially in human immunodeficiency virus (HIV) positive patients. Here, we report a case of PCP in a presumably immunocompetent 25-year-old male patient who presented with a one-month history of chest pain, dyspnea, and a nonproductive cough with recent development of night sweats. The patient recently immigrated to the United States without any known medical or family history. A chest radiograph revealed moderate pneumothorax for which a chest tube was placed. A chest computed tomography (CT) scan revealed diffuse lung disease with multiple thin- and thick-walled cystic lesions on a background of diffuse ground-glass opacities. Based on these radiologic findings and subsequent positive HIV serology, there was a high suspicion of PCP. Bronchoalveolar lavage was performed, and PCR for Pneumocystis jirovecii was positive. Appropriate treatment was initiated, and the patient recovered well. Through this report, we aim to highlight the importance of recognizing the various clinical and radiologic findings of PCP even in patients with no overt risk factors. Prompt and targeted treatment could mitigate morbidity and mortality associated with this opportunistic pathogen.

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