KDKatarzyna Dziadziuszko

Katarzyna Dziadziuszko

*This is an algorithmically generated author record based on publicly available information.

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Katarzyna Dziadziuszko has a total of 136 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Manifold Integration of Lung Emphysema Signatures (MILES): A Radiomic-Based Study

    by Marek Socha, Agata Durawa, Małgorzata Jelito, Katarzyna Dziadziuszko, Witold Rzyman, Edyta Szurowska, Joanna Polanska

    Chronic obstructive pulmonary disease (COPD) is the third leading cause of death worldwide, and emphysema is present in the majority of affected patients and can be identified on computed tomography (CT). This study investigated whether radiomic features derived from automatically and adaptively segmented low-attenuation lung regions can capture distinct imaging characteristics of COPD beyond conventional emphysema measures. Radiomic features were extracted from 6078 chest CT scans of 2243 participants from the COPDGene cohort. Emphysematous regions were segmented using the MimSeg method based on Gaussian mixture modelling with patient-adjusted thresholding, and radiomic features were computed for individual lesion clusters and aggregated per patient using summary statistics, yielding 780 features per subject. Uniform Manifold Approximation and Projection (UMAP) was used to generate a low-dimensional embedding, and feature contributions were evaluated using SHAP analysis and statistical testing. The resulting embedding demonstrated structured patterns broadly aligned with Global Initiative for Chronic Obstructive Lung Disease (GOLD) stages, with greater overlap among GOLD 0–2 and more consolidated groupings for GOLD 3 and 4, reflecting differences in disease severity. The most influential features were predominantly derived from Grey Level Run Length Matrix measures, capturing textural heterogeneity and spatial organisation of emphysematous changes that are not directly described by standard density-based metrics. These findings suggest that radiomic analysis of adaptively segmented CT data may provide complementary and structurally distinct information relative to conventional emphysema measures, supporting a more nuanced characterisation of emphysema patterns in COPD.

  • Open Access

    Evaluation of Conventional Cardiovascular Risk Factors and Ordinal Coronary Artery Calcium Scoring in a Lung Cancer Screening Cohort

    by Piotr Kasprzyk, Aleksandra Undrunas, Katarzyna Dziadziuszko, Robert Dziedzic, Krzysztof Kuziemski, Edyta Szurowska, Witold Rzyman, Tomasz Zdrojewski

    (1) Background: Lung cancer screening (LCS) consists of low-dose computed tomography (LDCT) results to reduce lung cancer-related mortality. The LCS program has a unique opportunity to impact CVD mortality by providing tools for CVD risk assessment and implementing preventative strategies. In this study, we estimated standardized CVD risk (SCORE) and assessed the prevalence of coronary artery calcium (CAC) in a Polish LCS cohort. (2) Methods: In this observational study, 494 LCS participants aged 50–79 years with a cigarette smoking history of at least 30 pack-years were included. Medical history, anthropometric measurements, blood pressure measurements, serum glucose, and cholesterol levels were assessed in one visit. CVD risk assessment using SCORE tables was performed. The results were compared to the general population (NATPOL 2011 study). On LDCT scans, CAC was classified using an Ordinal Score ranging from 0 to 12. (3) Results: The prevalence of classic cardiovascular risk factors was very high. Among study participants, 83.7% of men and 40.7% of women were classified with a very high CVD SCORE risk (>10%). CAC was reported in 190 (47%) participants. Calcification was categorized as severe (CAC ≥ 4) in 84 (21%) participants. (4) Conclusions: Due to the high cardiovascular risk, intensive preventive strategies are recommended for LCS participants.


  • Open Access

    Combining Low-Dose Computer-Tomography-Based Radiomics and Serum Metabolomics for Diagnosis of Malignant Nodules in Participants of Lung Cancer Screening Studies

    by Joanna Zyla, Michal Marczyk, Wojciech Prazuch, Magdalena Sitkiewicz, Agata Durawa, Malgorzata Jelitto, Katarzyna Dziadziuszko, Karol Jelonek, Agata Kurczyk, Edyta Szurowska, et al.

    Radiomics is an emerging approach to support the diagnosis of pulmonary nodules detected via low-dose computed tomography lung cancer screening. Serum metabolome is a promising source of auxiliary biomarkers that could help enhance the precision of lung cancer diagnosis in CT-based screening. Thus, we aimed to verify whether the combination of these two techniques, which provides local/morphological and systemic/molecular features of disease at the same time, increases the performance of lung cancer classification models. The collected cohort consists of 1086 patients with radiomic and 246 patients with serum metabolomic evaluations. Different machine learning techniques, i.e., random forest and logistic regression were applied for each omics. Next, model predictions were combined with various integration methods to create a final model. The best single omics models were characterized by an AUC of 83% in radiomics and 60% in serum metabolomics. The model integration only slightly increased the performance of the combined model (AUC equal to 85%), which was not statistically significant. We concluded that radiomics itself has a good ability to discriminate lung cancer from benign lesions. However, additional research is needed to test whether its combination with other molecular assessments would further improve the diagnosis of screening-detected lung nodules.


  • Open Access

    Efficacy and Safety of Gadopiclenol for Contrast-Enhanced MRI of the Central Nervous System

    by Laurie A. Loevner, Balint Kolumban, Gábor Hutóczki, Katarzyna Dziadziuszko, Daniel Bereczki, Attila Bago, Anna Pichiecchio

    Objectives: Developing new high relaxivity gadolinium-based contrast agents (GBCAs) for magnetic resonance imaging (MRI) allowing dose reduction while maintaining similar diagnostic efficacy is needed, especially in the context of gadolinium retention in tissues. This study aimed to demonstrate that contrast-enhanced MRI of the central nervous system (CNS) with gadopiclenol at 0.05 mmol/kg is not inferior to gadobutrol at 0.1 mmol/kg, and superior to unenhanced MRI. Materials and Methods: PICTURE is an international, randomized, double-blinded, controlled, cross-over, phase III study, conducted between June 2019 and September 2020. Adult patients with CNS lesions were randomized to undergo 2 MRIs (interval, 2–14 days) with gadopiclenol (0.05 mmol/kg) then gadobutrol (0.1 mmol/kg) or vice versa. The primary criterion was lesion visualization based on 3 parameters (border delineation, internal morphology, and contrast enhancement), assessed by 3 off-site blinded readers. Key secondary outcomes included lesion-to-background ratio, enhancement percentage, contrast-to-noise ratio, overall diagnostic preference, and adverse events. Results: Of the 256 randomized patients, 250 received at least 1 GBCA administration (mean [SD] age, 57.2 [13.8] years; 53.6% women). The statistical noninferiority of gadopiclenol (0.05 mmol/kg) to gadobutrol (0.1 mmol/kg) was achieved for all parameters and all readers (n = 236, lower limit 95% confidence interval of the difference ≥−0.06, above the noninferiority margin [−0.35], P < 0.0001), as well as its statistical superiority over unenhanced images (n = 239, lower limit 95% confidence interval of the difference ≥1.29, P < 0.0001). Enhancement percentage and lesion-to-background ratio were higher with gadopiclenol for all readers (P < 0.0001), and contrast-to-noise ratio was higher for 2 readers (P = 0.02 and P < 0.0001). Three blinded readers preferred images with gadopiclenol for 44.8%, 54.4%, and 57.3% of evaluations, reported no preference for 40.7%, 21.6%, and 23.2%, and preferred images with gadobutrol for 14.5%, 24.1%, and 19.5% (P < 0.001). Adverse events reported after MRI were similar for gadopiclenol (14.6% of patients) and gadobutrol (17.6%). Adverse events considered related to gadopiclenol (4.9%) and gadobutrol (6.9%) were mainly injection site reactions, and none was serious. Conclusions: Gadopiclenol at 0.05 mmol/kg is not inferior to gadobutrol at 0.1 mmol/kg for MRI of the CNS, confirming that gadopiclenol can be used at half the gadolinium dose used for other GBCAs to achieve similar clinical efficacy.


  • Radiomic-Based Lung Nodule Classification in Low-Dose Computed Tomography

    by Wojciech Prazuch, Malgorzata Jelitto-Gorska, Agata Durawa, Katarzyna Dziadziuszko, Joanna Polanska

  • Open Access

    Efficacy comparison of multi-phase CT and hepatotropic contrast-enhanced MRI in the differential diagnosis of focal nodular hyperplasia: a prospective cohort study

    by Tomasz K. Nowicki, Karolina Markiet, Ewa Izycka-Swieszewska, Katarzyna Dziadziuszko, Michal Studniarek, Edyta Szurowska

    Different clinical behaviour influences the importance of differentiating focal nodular hyperplasia (FNH) from other focal liver lesions (FLLs). The aim of this study was to compare the efficacy of contrast-enhanced CT and MRI in the diagnosis of FNH. 157 patients with equivocal FLLs detected in ultrasonography subsequently underwent multi-phase CT and MRI with the use of hepatotropic contrast agent (Gd-BOPTA) in a 1.5 T scanner. Examinations were evaluated by three independent readers. Diagnostic efficacy of different radiological signs of FNH in both CT and MRI was compared and AFROC analysis was performed. 4 hepatocellular adenomas, 95 hepatocellular carcinomas, 98 hemangiomas, 138 metastases and 45 FNHs were diagnosed. In both CT and MRI the radiological sign of the highest accuracy was the presence of the central scar within FNH (0.93 and 0.96 relatively). The sum of two radiological signs in MRI: homogeneous enhancement in hepatic arterial phase (HAP) and enhancing lesion in hepatobiliary phase (HBP) was characterized with high values of sensitivity (0.89), specificity (0.97), PPV (0.82), NPV (0.98) and accuracy (0.96). After inclusion of clinical data into analysis the best discriminating feature in MRI was the presence of enhancing lesion in HBP in patients without cirrhosis. In this regard, efficacy parameters increased to 1.00, 0.99, 0.94, 1.00 and 0.99 accordingly. The area under the curve in AFROC analysis of MRI performance was significantly larger than of CT (p = 0.0145). Gd-BOPTA-enhanced MRI is a more effective method in the differential diagnosis of FNH than multi-phase CT.


  • Alectinib versus crizotinib in treatment-naive advanced ALK-positive non-small cell lung cancer (NSCLC): Primary results of the global phase III ALEX study.

    by Alice Tsang Shaw, Solange Peters, Tony Mok, Shirish M. Gadgeel, Jin Seok Ahn, Sai-Hong Ignatius Ou, Maurice Perol, Rafal Dziadziuszko, Dong-Wan Kim, Rafael Rosell, et al.

    LBA9008 Background: Alectinib, a TKI targeting ALK, has shown robust efficacy in crizotinib-naïve/resistant ALK+ NSCLC. J-ALEX showed superiority of alectinib 300mg BID vs crizotinib in Japanese pts with crizotinib-naïve ALK+ NSCLC (progression-free survival [PFS] HR 0.34, pALK+ NSCLC (NCT02075840). Methods: This open-label randomized multicenter phase III study enrolled pts with stage IIIB/IV ALK+ NSCLC, determined by central IHC testing. Eligible pts had ECOG PS 0–2 and no prior systemic therapy for advanced NSCLC. Pts with asymptomatic CNS metastases were allowed. Pts (n=303) were randomized 1:1 to receive alectinib 600mg or crizotinib 250mg BID. Primary endpoint: Investigator (Inv)-assessed PFS (RECIST v1.1), with systematic CNS imaging in all pts. Secondary endpoints included independent review committee (IRC)-assessed PFS, IRC-assessed time to CNS progression (TTP), objective response rate (ORR), overall survival (OS) and safety. Results: At the primary data cut-off (9 Feb 2017), alectinib demonstrated statistically significant superiority vs crizotinib, reducing risk of progression/death by 53% (HR 0.47, 95% CI 0.34–0.65, pALK+ NSCLC. Funding: F. Hoffmann-La Roche Clinical trial information: NCT02075840.


  • Alectinib versus crizotinib in treatment-naive advanced ALK-positive non-small cell lung cancer (NSCLC): Primary results of the global phase III ALEX study.

    by Alice Tsang Shaw, Solange Peters, Tony Mok, Shirish M. Gadgeel, Jin Seok Ahn, Sai-Hong Ignatius Ou, Maurice Perol, Rafal Dziadziuszko, Dong-Wan Kim, Rafael Rosell, et al.

    The full, final text of this abstract will be available at abstracts.asco.org at 7:30 AM (EDT) on Monday, June 5, 2017, and in the Annual Meeting Proceedings online supplement to the June 20, 2017, issue of the Journal of Clinical Oncology. On site at the Meeting, this abstract will be printed in the Monday edition of ASCO Daily News.


  • Open Access

    Giant cribriform adenocarcinoma of the tongue showing PRKD3 rearrangement

    by Hanna Majewska, Alena Skálová, Ilan Weinreb, Dominik Stodulski, Katarzyna Dziadziuszko, Czesław Stankiewicz, Wojciech Biernat

    Cribriform adenocarcinoma of the tongue and minor salivary glands (CAMSG) was first described 16 years ago. It typically presents as a mass at the base of the tongue with early spread to lymph nodes, but without potential for distant metastases. In the 2005 World Health Organization Classification of Tumors the entity was classified as a possible variant of polymorphous low-grade adenocarcinoma (PLGA). Since then, more than 40 cases have been described in the English literature. Recently, PRKD1-3 translocation was found in more than 80% of CAMSGs. In some of those cases ARID1A or DDX3X was the translocation partner. We reviewed 183 primary carcinomas of major and minor salivary glands, resected at the Medical University of Gdańsk, Poland, in the period 1992-2012, and identified only one case of CAMSG. A giant tumor developed at the base of the tongue in a 76-year-old man. The primary tumor was resected with multiple bilateral cervical lymph node metastases. The patient received radiotherapy but died 10 months after the surgery due to causes not related to the primary cancer. The tumor presented PRKD3 rearrangement as confirmed by FISH. As the tumor is extremely rare (it represented only 0.5% of salivary gland tumors in our series), the controversy on its nosological status is still unresolved. This is the first report in the world literature of a patient who died in the course of CAMSG.


  • Miliary Brain Metastases in a Patient with ROS1-Rearranged Lung Adenocarcinoma: A Case Report

    by Katarzyna Dziadziuszko, Edyta Szurowska, Joanna Pienkowska, Jacek Jassem, Rafal Dziadziuszko