Jan Baron’s research while affiliated with Medical University of Silesia and other places

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Publications (57)


Figure 1. Serum S100B level in patients. °-outlier, *-far outlier.
Figure 4. Serum hsCRP level in patients. • -outlier.
Figure 7. Serum GP39 level in patients. • -outlier, *-far outlier.
Analysis of Serum Markers of Perioperative Brain Injury and Inflammation Associated with Endovascular Treatment of Intracranial Aneurysms: A Preliminary Study
  • Article
  • Full-text available

September 2023

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39 Reads

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1 Citation

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Piotr Paździora

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Damian Kocur

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[...]

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Adam Rudnik

Embolization is the preferred method for treating intracranial aneurysms due to its less invasive nature. However, recent findings suggest that even uncomplicated embolization may cause structural damage to the brain through ischemic or inflammatory mechanisms. This study aimed to find possible biomarkers of brain injury and inflammation in patients suffering from intracranial aneurysms who underwent endovascular treatment by measuring serological markers indicating brain damage. The study involved 26 patients who underwent uncomplicated intravascular stenting for unruptured intracranial aneurysms between January 2020 and December 2021. Blood samples were collected before the procedure, at 6–12 h, and at 24 h after the procedure. The following protein biomarkers levels were tested with ELISA: S100B, hNSE, TNF, hsCRP, FABP7, NFL, and GP39. Statistical analysis of the results revealed significant increases in serum levels for the four biomarkers: FABP7—before 0.25 (ng/mL) vs. 6–12 h 0.26 (p = 0.012) and vs. 24 h 0.27 (p < 0.001); GP39—before 0.03 (pg/mL) vs. 6–12 h 0.64 (p = 0.011) and vs. 24 h 0.57 (p = 0.001); hsCRP—before 1.65 (μg/mL) vs. 24 h 4.17 (p = 0.037); NFL—before 0.01 (pg/mL) vs. 6–12 h 3.99 (p = 0.004) and vs. 24 h 1.86 (p = 0.033). These biomarkers are recognized as potential indicators of neurovascular damage and should be monitored in clinical settings. Consequently, serum levels of NFL, GP39, hsCRP, and FABP7 measured before and 24 h after endovascular procedures can serve as important markers for assessing brain damage and indicate avenues for further research on biomarkers of neurovascular injury.

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Reliability of inter-recti distance measurement on ultrasound images captured by novice examiners

September 2023

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22 Reads

Background: With the increased interest in inter-recti distance measurement using ultrasound imaging in physiotherapy, there is a question of measurement reliability, and the importance of the examiner's experience. Purpose: The study aimed to investigate the reliability of inter-recti distance measurement in a DICOM viewer software by an experienced radiologist. For the measurement, the radiologist used linea alba images captured by two physiotherapists who were novice examiners. Methods: Ultrasound images were acquired by two novice examiners on repeated occasions 7 days apart (sessions A and B) in 28 nulliparous women at supraumbilical, umbilical, and infraumbilical locations along linea alba. Results: Excellent intra-examiner reliability of inter-recti distance measurements was shown at the supraumbilical and umbilical levels (ICC2,k = 0.941-0.983) with minimal detectable change (MDC95) ranging from 1.31 mm to 2.29 mm. Infraumbilical measurements had good to excellent reliability (ICC2,k = 0.894-0.972) with MDC95 ranging from 0.33 mm to 0.72 mm. Session A inter-examiner reliability was excellent for the mean measurements of two, three, four, and five images taken at each location (ICC2,k = 0.913-0.954) with MDC95 ranging from 0.47 mm to 2.96 mm. Session B inter-examiner reliability was excellent for the mean measurements of two, three, four, and five images taken at the supraumbilical and umbilical (ICC2,k = 0.94-0.98), MDC95 ranging from 1.38 mm to 2.58 mm and good (ICC2,k ≥ 0.81) with MDC95 ranging from 0.72 mm to 0.80 mm at the infraumbilical locations. Conclusion: Novice examiners were able to capture good-quality ultrasound images of the linea alba that allowed for good to excellent intra- and inter-examiner reliability.


Pathological changes or technical artefacts? The problem of the heterogenous databases in COVID-19 CXR image analysis

June 2023

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115 Reads

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4 Citations

Computer Methods and Programs in Biomedicine

When the COVID-19 pandemic commenced in 2020, scientists assisted medical specialists with diagnostic algorithm development. One scientific research area related to COVID-19 diagnosis was medical imaging and its potential to support molecular tests. Unfortunately, several systems reported high accuracy in development but did not fare well in clinical application. The reason was poor generalization, a long-standing issue in AI development. Researchers found many causes of this issue and decided to refer to them as confounders, meaning a set of artefacts and methodological errors associated with the method. We aim to contribute to this steed by highlighting an undiscussed confounder related to image resolution. 20 216 chest X-ray images (CXR) from worldwide centres were analyzed. The CXRs were bijectively projected into the 2D domain by performing Uniform Manifold Approximation and Projection (UMAP) embedding on the radiomic features (rUMAP) or CNN-based neural features (nUMAP) from the pre-last layer of the pre-trained classification neural network. Additional 44 339 thorax CXRs were used for validation. The comprehensive analysis of the multimodality of the density distribution in rUMAP/nUMAP domains and its relation to the original image properties was used to identify the main confounders. nUMAP revealed a hidden bias of neural networks towards the image resolution, which the regular up-sampling procedure cannot compensate for. The issue appears regardless of the network architecture and is not observed in a high-resolution dataset. The impact of the resolution heterogeneity can be partially diminished by applying advanced deep-learning-based super-resolution networks. rUMAP and nUMAP are great tools for image homogeneity analysis and bias discovery, as demonstrated by applying them to COVID-19 image data. Nonetheless, nUMAP could be applied to any type of data for which a deep neural network could be constructed. Advanced image super-resolution solutions are needed to reduce the impact of the resolution diversity on the classification network decision.


Table 2 (continued)
Table 3 (continued)
Study objectives, participants, and conditions for performing the inter-recti distance (IRD) measurement using ultrasonographic imaging (USI) in 49 study protocols
Characteristics of the examiners, ultrasonographic imaging (USI) systems, and inter-recti distance (IRD) measurement methods in 49 study protocols
Technical aspects of inter-recti distance measurement with ultrasonographic imaging for physiotherapy purposes: the scoping review

May 2023

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139 Reads

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10 Citations

Insights into Imaging

Background Inter-recti distance (IRD) measurement using musculoskeletal USI has been used in physiotherapy research, in particular, to investigate pregnancy-related diastasis recti abdominis (DRA) and to seek its effective treatment methods. Severe and untreated diastasis may result in the formation of umbilical or epigastric hernias. Objective This study aimed to systematically map physiotherapy-related research articles that included descriptions of IRD measurement procedures using USI to present their similarities and differences, and formulate recommendations on the procedure. Design A scoping review was conducted according to PRISMA-ScR guidelines, including 49 of 511 publications from three major databases. Publications were selected and screened by two independent reviewers whose decisions were consulted with a third reviewer. The main synthesized data items were: the examinees’ body position, breathing phase, measurement sites, and DRA screening methods. The final conclusions and recommendations were the result of a consensus between seven reviewers from four research centers. Results Studies used 1–5 measurement sites that were differently determined. IRD was measured at the umbilicus ( n = 3), at its superior ( n = 16) and/or inferior border ( n = 9), and at different levels: between 2 and 12 cm above the umbilicus, or a third of the distance and halfway between the umbilicus and xiphoid ( n = 37); between 2 and 4.5 cm below the umbilicus or halfway between the umbilicus and pubis ( n = 27). Different approaches were used to screen subjects for DRA. Conclusions The discrepancies between the measurement procedures prevent between-study comparisons. The DRA screening method should be standardized. IRD measurement protocol standardization has been proposed. Critical relevance statement This scoping review indicates that the inter-recti distance measurement procedures using ultrasound imaging differ between studies, preventing between-study comparisons. Based on the results synthesis, the measurement protocol standardization has been proposed. Key points The inter-recti distance measurement procedures using USI differ between studies. Proposed standardization concerns body position, breathing phase, measurements number per location. Determination of measurement locations considering individual linea alba length is suggested. Recommended locations: umbilical top, ½ of umbilical top-xiphoid, ¼ of umbilical top-xiphoid/pubis distances. Diastasis recti abdominis diagnostic criteria are needed for proposed measurement locations. Graphical Abstract


Mean IRD values (±standard deviations) obtained from the images performed by two examiners
Reliability of offline inter-recti distance measurement on ultrasound images captured by novice examiners

March 2023

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66 Reads

Background: With the increased interest in inter-recti distance measurement using ultrasound imaging, there is a question of measurement reliability, and the importance of the examiner’s experience. Methods: The study aimed to investigate the reliability of the inter-recti distance measurement performed offline by an experienced radiologist on linea alba images captured by two novice examiners. Additionally, it was aimed to determinethe number of image repetitions that provide an acceptable measurement reliability level. Ultrasound images were acquired by two novice examiners on repeated occasions (sessions A and B) in twenty-eight nulliparous women of reproductive age. Five images were captured at supraumbilical, umbilical, and infraumbilical points during each session. Results: The excellent intra-examiner reliability of inter-recti distance measurements was shown at the supraumbilical and umbilical levels (ICC=0.894-0.983). Infraumbilical measurements had good to excellent reliability (ICC=0.894-0.972). Session A inter-examiner reliability was excellent for the mean measurements of two, three, four, and five images taken at each location (ICC=0.913-0.954). Session B inter-examiner reliability was excellent for the mean measurements of two, three, four, and five images taken at the supraumbilical and umbilical (ICC=0.94-0.98) and good (ICC≥0.81) at the infraumbilical locations. Some images were unusable (1.6% of images of Examiner 1 and 2.2% of Examiner 2). Conclusions:Novice examiners were able to capture good-quality ultrasound images of the linea alba that allowed for excellent intra- and inter-examiner reliability of supraumbilical and umbilical measurements, and good to excellent reliability of inframbilical measurements in nulliparas.



The sum of the different types of examinations per 1000 patients performed yearly during 2010-2020. The years are presented in descending order.
The number of chest CT examinations per 1000 patients performed in 2019 and during the COVID-19 pandemic in 2020. The years are presented in descending order.
The number of examinations per 1000 patients performed in 2019 and 2020 in individ- ual hospital departments. The detailed list includes departments ordering the largest number of examinations. Other departments, as well as hospital and external clinics, are presented together.
Are We Overdoing It? Changes in Diagnostic Imaging Workload during the Years 2010–2020 including the Impact of the SARS-CoV-2 Pandemic

November 2021

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215 Reads

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64 Citations

Since the 1990s, there has been a significant increase in the number of imaging examinations as well as a related increase in the healthcare expenditure and the exposure of the population to X-rays. This study aimed to analyze the workload trends in radiology during the last decade, including the impact of COVID-19 in a single university hospital in Poland and to identify possible solutions to the challenges that radiology could face in the future. We compared the annual amount of computed tomography (CT), radiography (X-ray), and ultrasound (US) examinations performed between the years 2010 and 2020 and analyzed the changes in the number of practicing radiologists in Poland. The mean number of patients treated in our hospital was 60,727 per year. During the last decade, the number of CT and US examinations nearly doubled (from 87.4 to 155.7 and from 52.1 to 86.5 per 1000 patients in 2010 and 2020 respectively), while X-ray examinations decreased from 115.1 to 96.9 per 1000 patients. The SARS-CoV-2 pandemic did not change the workload trends as more chest examinations were performed. AI, which contributed to the COVID-19 diagnosis, could aid radiologists in the future with the growing workload by increasing the efficiency of radiology departments as well as by potentially minimizing the related costs.


Point ranges for the age/PLT index.
Quantitative parameters obtained in the study.
Analysis of Point Shear Wave Elastography and Biochemical Markers for the Detection of Liver Fibrosis

January 2021

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67 Reads

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4 Citations

Background and Objectives: This work focuses on the possibility of using the point shear wave elastography (pSWE) method for detecting biochemical markers in diffuse liver diseases. Additionally, this study addresses the issue of the influence of ultrasound factors on the pSWE quality indicators of the obtained measurements. Materials and Methods: A pSWE examination was performed on 139 patients (69 female and 70 male) diagnosed with diffuse liver disease. The average age for all patients was 50.7 ± 15.0 years (female: 52.7 ± 15.2 years; male: 48.8 ± 14.6 years). Of these 139 patients, 65 met the inclusion criteria regarding biochemical parameters. The pSWE quality indicators were related to abnormalities found in B-mode ultrasound. Results: A strong positive correlation was found between the results of the pSWE and all biochemical indexes analysed, with the exception of age/platelet count (PLT), for which an average correlation was obtained. The greatest correlation was observed between the elastography and King’s Score index. There was no correlation observed between elastography and any of the analysed parameters or biochemical indexes considered. The pSWE measurements were impaired by factors such as thick soft tissue, uneven hepatic surface, hepatomegaly and female gender. No statistically significant difference in pSWE quality indicators parameters was found between disease entities. Conclusions: pSWE seems to be a complementary method for detecting biochemical indexes, but its results can be influenced by numerous factors.


Hand Injuries in the Polish Silesian Paediatric Population—An Exploratory Cross-Sectional Study of Post-Traumatic X-rays

October 2020

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58 Reads

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6 Citations

Background and objectives: In the paediatric population, hand injuries are one of the most frequent injuries and the second most frequent area of fracture. It is estimated that hand injuries account for up to 23% of the trauma-related causes of emergency department visits. Not only are they a significant factor in health care costs, but they may also lead to detrimental and long-term consequences for the patient. The discrepancy observed between the published studies suggests a geographical variation in their epidemiology. The aim of this study is to determine the localisation of injuries and fractures involving the hand in the paediatric population of the Polish Silesia region. This exploratory cross-sectional study involved 1441 post-traumatic hand X-ray examinations performed at the Department of Diagnostic Imaging of the John Paul II Upper Silesian Child Health Centre in Katowice between January and December 2014. Materials and Methods: The study group consisted of 656 girls and 785 boys who were 11.65 ± 3.50 and 11.51 ± 3.98 years old, respectively (range: 1–18 years). All examinations were evaluated for the location of the injury and presence of fracture(s). Results: Finger injuries were dominant (n = 1346), with the fifth finger being the most frequently injured (n = 381). The majority of injuries were observed among children who were 11 years old (n = 176), with a visible peak in the 11- to 13-year-old group. A total of 625 bone fractures were detected. Fractures of the proximal phalanges (n = 213) and middle phalanges (n = 159) were most common, and fifth finger (n = 189) predominance was again observed. A gender-independent positive correlation was found between patients’ age and finger injuries (p < 0.01) as well as metacarpal injuries (p < 0.01). There was no correlation between patients’ age and fractures in these locations (p > 0.05). Metacarpal injuries (p < 0.01), finger injuries (p < 0.01), fractures (p = 0.01), and fractures with displacement (p = 0.03) were more common among males regardless of age. Conclusions: The results indicate that 11-year-old boys are at an increased risk of hand injuries and fractures. The distal and middle phalanges of the right hand, especially of the fifth digit, were the most susceptible to fracture localisation. Thus, injuries in these areas should be perceived as most likely to cause fractures and therefore demand careful examination.


Role of transcranial Doppler ultrasonography in assessing stenosis after flow diversion

September 2020

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15 Reads

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5 Citations

Clinical Neurology and Neurosurgery

Introduction: Patients after implantation of flow diverters (FD) due to intracranial aneurysms require radiological and clinical follow-up in view of in-stent stenosis. The aim of the study was to evaluate transcranial Doppler ultrasonography (TCD) as an alternative to more invasive digital subtraction angiography in monitoring patients with FD. Patients and methods: Twenty-five patients after FD deployment due to internal carotid artery (ICA) aneurysms were reviewed. The degree stenosis found on TCD was compared with the results of catheter angiography. The TCD examinations were recorded from two sides at the extracranial ICA and the most proximal and distal segment of intracranial ICA. Analyzed TCD factors included: peak systolic blood flow velocity, end diastolic velocity, mean velocity, pulsatility index, and resistivity index. The side-to-side differences and ratios between particular TCD indices were calculated. Results: The cumulative frequency of angiographic in-stent stenosis was 5 of 25 (20 %). The analysis showed that pulsatility index measured on the most proximal intracranial segment of ICA is a predictor for angiographic instent stenosis (AUC = 0.854; p = 0.04; 95 % CI 0.59-1.00). The threshold of pulsatility index separating stenosis and non-stenosis groups was 1.05 with a sensitivity of 50 % and a specificity of 100 %. As the cut-off threshold of PI was set 0.75 the sensitivity and specificity was 100 % and 16.7 %, respectively. Conclusions: The increased TCD-derived pulsatility index measured on the most proximal intracranial segment of ICA is associated with in-stent stenosis demonstrated on angiograms.


Citations (40)


... Zimny et al. [28] tried to find possible biomarkers of brain injury and inflammation in patients suffering from intracranial aneurysms who underwent endovascular treatment by measuring serological markers indicating brain damage, including S100B and NSE. The study involved 26 patients who underwent uncomplicated intravascular stenting for unruptured intracranial aneurysms. ...

Reference:

Biochemical assessment of neuronal damage in patients undergoing endovascular management of ruptured brain aneurysms: a preliminary observation
Analysis of Serum Markers of Perioperative Brain Injury and Inflammation Associated with Endovascular Treatment of Intracranial Aneurysms: A Preliminary Study

... Another significant challenge lies in the technical quality of radiographs, as suboptimal positioning, variable imaging techniques, variations in image exposure, and the presence of artifacts can lead to inaccuracies in the model. One study by Socha et al. [90] examining COVID-19 detection AI models described how poor image quality, artifacts, and data heterogeneity in the initial datasets collected during the pandemic contributed to poor performance in real-world clinical settings. In the context of osteoporosis, Hsieh et al. [58] noted that bony pathologies such as fractures, implants, bony tumors, infections, Deep learning models trained on small datasets tend to have reduced generalizability and overfitting. ...

Pathological changes or technical artefacts? The problem of the heterogenous databases in COVID-19 CXR image analysis

Computer Methods and Programs in Biomedicine

... The probe plane should be perpendicular to the long axis of the abdomen [6]. In most studies, the IRD measurements were performed at the level of the umbilicus and 2 or 3 cm above and below [6,9]. ...

Technical aspects of inter-recti distance measurement with ultrasonographic imaging for physiotherapy purposes: the scoping review

Insights into Imaging

... Deep learning-based segmentation methods for abdominal lesions have significantly assisted radiologists in disease diagnosis [22,21,26,24,25], mitigating the rising demand for patient care and the limitations of available resources [18,23]. However, the performance of these methods is highly dependent on the scale and annotation quality of the datasets, where most datasets [2,7,1] are annotated for lesions in a single organ, potentially leading to missed diagnoses by doctors. ...

Are We Overdoing It? Changes in Diagnostic Imaging Workload during the Years 2010–2020 including the Impact of the SARS-CoV-2 Pandemic

... Similar positive correlation between liver stiffness measurement [LSM] and fibrosis stage based on biopsy evaluation was observed in a retrospective study conducted by Yang et al. to determine the diagnostic performance of STE in staging liver fibrosis in patients with autoimmune liver diseases [15]. Another retrospective study utilizing pSWE in identification of fibrosis in patients with CLD also depicted a strong positive correlation between the observed elastography values and few biochemical parameters, which included APRI [23]. Thus, with higher fibrosis stage, the median elastography value would be expected to be higher owing to the increased stiffness within the liver parenchyma. ...

Analysis of Point Shear Wave Elastography and Biochemical Markers for the Detection of Liver Fibrosis

... EM residents must possess a comprehensive understanding of normal hand anatomy, including bones, joints, soft tissues, and vasculature, to accurately identify abnormalities and pathology on radiological images [5,6]. Additionally, familiarity with common injury patterns, mechanisms of injury, and clinical presentations is crucial for making accurate diagnoses and providing appropriate management strategies [1,4,7]. ...

Hand Injuries in the Polish Silesian Paediatric Population—An Exploratory Cross-Sectional Study of Post-Traumatic X-rays

... Head and neck CTA can clearly present the structure of carotid artery and cerebral artery, which can help doctors make judgment on AS (11) . Transcranial CDUS can reflect the level of AS and cerebral blood flow and has the advantages of simple operation and strong repeatability (12) . ...

Role of transcranial Doppler ultrasonography in assessing stenosis after flow diversion
  • Citing Article
  • September 2020

Clinical Neurology and Neurosurgery

... Current therapeutic options are limited to invasive therapies, namely microsurgical clipping and endovascular treatment, both of which carry a risk of procedural morbidity. Endovascular treatment is considered first-line for basilar artery aneurysms given the deep anatomy of basilar artery trunk [6,7]. While endovascular approach for basilar artery aneurysms is generally considered a safe and effective treatment, like any medical procedure, it carries potential risks and complications. ...

Thromboembolism during coiling of intracranial aneurysms: predictors and clinical outcome

Videosurgery and Other Miniinvasive Techniques

... Many studies have reported endovascular coiling or microsurgical clipping of small IAs [15,16] , but studies on the treatment of very small IAs are still rare. Although there is a high risk of treatment for very small RIAs [17,18] , however the outcome of preventive treatment for very small UIAs are satisfactory [19,20] . To better describe the treatment outcomes of very small RIAs and UIAs, we report our center's experience and the results of a meta-analysis of the literature on coiling and clipping of very small IAs. ...

Safety and efficacy of treatment of very small intracranial aneurysms

Polski Przegla̜d Radiologii i Medycyny Nuklearnej

... Since the introduction of endovascular treatment of intracranial aneurysms using detachable platinum coils in 1990 by the Italian neurosurgeon Guido Guglielmi, endovascular treatment methods have gained tremendous acceptance as an alternative method for the treatment of intracranial aneurysms [4]. Especially so because endovascular treatment of intracranial aneurysms is associated with lower morbidity and mortality rates compared with traditional microsurgical clipping [5]. Wide-necked intracranial aneurysms are the most difficult to treat with the endovascular method because of the risk of distal coil migration or coil protrusion into the parent vessel [6,7]. ...

Endovascular treatment of small (< 5 mm) unruptured middle cerebral artery aneurysms

Polski Przegla̜d Radiologii i Medycyny Nuklearnej