Search Results - "Krajnc, Denis"

Radiogenomic markers enable risk stratification and inference of mutational pathway states in head and neck cancer by Spielvogel, Clemens P., Stoiber, Stefan, Papp, Laszlo, Krajnc, Denis, Grahovac, Marko, Gurnhofer, Elisabeth, Trachtova, Karolina, Bystry, Vojtech, Leisser, Asha, Jank, Bernhard, Schnoell, Julia, Kadletz, Lorenz, Heiduschka, Gregor, Beyer, Thomas, Hacker, Marcus, Kenner, Lukas, Haug, Alexander R.

“…Purpose Head and neck squamous cell carcinomas (HNSCCs) are a molecularly, histologically, and clinically heterogeneous set of tumors originating from the…”
Get full text

Automated data preparation for in vivo tumor characterization with machine learning by Krajnc, Denis, Spielvogel, Clemens P, Grahovac, Marko, Ecsedi, Boglarka, Rasul, Sazan, Poetsch, Nina, Traub-Weidinger, Tatjana, Haug, Alexander R, Ritter, Zsombor, Alizadeh, Hussain, Hacker, Marcus, Beyer, Thomas, Papp, Laszlo

“…This study proposes machine learning-driven data preparation (MLDP) for optimal data preparation (DP) prior to building prediction models for cancer cohorts. A…”
Get full text

Sex-specific radiomic features of L-[S-methyl- 11 C] methionine PET in patients with newly-diagnosed gliomas in relation to IDH1 predictability by Papp, Laszlo, Rasul, Sazan, Spielvogel, Clemens P, Krajnc, Denis, Poetsch, Nina, Woehrer, Adelheid, Patronas, Eva-Maria, Ecsedi, Boglarka, Furtner, Julia, Mitterhauser, Markus, Rausch, Ivo, Widhalm, Georg, Beyer, Thomas, Hacker, Marcus, Traub-Weidinger, Tatjana

“…Amino-acid positron emission tomography (PET) is a validated metabolic imaging approach for the diagnostic work-up of gliomas. This study aimed to evaluate…”
Get full text

DEBI-NN: Distance-encoding biomorphic-informational neural networks for minimizing the number of trainable parameters by Papp, Laszlo, Haberl, David, Ecsedi, Boglarka, Spielvogel, Clemens P., Krajnc, Denis, Grahovac, Marko, Moradi, Sasan, Drexler, Wolfgang

“…Modern artificial intelligence (AI) approaches mainly rely on neural network (NN) or deep NN methodologies. However, these approaches require large amounts of…”
Get full text

Multi-lesion radiomics of PET/CT for non-invasive survival stratification and histologic tumor risk profiling in patients with lung adenocarcinoma by Zhao, Meixin, Kluge, Kilian, Papp, Laszlo, Grahovac, Marko, Yang, Shaomin, Jiang, Chunting, Krajnc, Denis, Spielvogel, Clemens P., Ecsedi, Boglarka, Haug, Alexander, Wang, Shiwei, Hacker, Marcus, Zhang, Weifang, Li, Xiang

“…Objectives This study investigates the ability of machine learning (ML) models trained on clinical data and 2-deoxy-2-[18F]fluoro-D-glucose(FDG) positron…”
Get full text

Error mitigation enables PET radiomic cancer characterization on quantum computers by Moradi, S., Spielvogel, Clemens, Krajnc, Denis, Brandner, C., Hillmich, S., Wille, R., Traub-Weidinger, T., Li, X., Hacker, M., Drexler, W., Papp, L.

“…Background Cancer is a leading cause of death worldwide. While routine diagnosis of cancer is performed mainly with biopsy sampling, it is suboptimal to…”
Get full text

Breast Tumor Characterization Using [ 18 F]FDG-PET/CT Imaging Combined with Data Preprocessing and Radiomics by Krajnc, Denis, Papp, Laszlo, Nakuz, Thomas S, Magometschnigg, Heinrich F, Grahovac, Marko, Spielvogel, Clemens P, Ecsedi, Boglarka, Bago-Horvath, Zsuzsanna, Haug, Alexander, Karanikas, Georgios, Beyer, Thomas, Hacker, Marcus, Helbich, Thomas H, Pinker, Katja

“…: This study investigated the performance of ensemble learning holomic models for the detection of breast cancer, receptor status, proliferation rate, and…”
Get full text

Morpho-Molecular Metabolic Analysis and Classification of Human Pituitary Gland and Adenoma Biopsies Based on Multimodal Optical Imaging by Giardina, Gabriel, Micko, Alexander, Bovenkamp, Daniela, Krause, Arno, Placzek, Fabian, Papp, Laszlo, Krajnc, Denis, Spielvogel, Clemens P, Winklehner, Michael, Höftberger, Romana, Vila, Greisa, Andreana, Marco, Leitgeb, Rainer, Drexler, Wolfgang, Wolfsberger, Stefan, Unterhuber, Angelika

“…Pituitary adenomas count among the most common intracranial tumors. During pituitary oncogenesis structural, textural, metabolic and molecular changes occur…”
Get full text

A Sneak-Peek into the Physician’s Brain: A Retrospective Machine Learning-Driven Investigation of Decision-Making in TAVR versus SAVR for Young High-Risk Patients with Severe Symptomatic Aortic Stenosis by Hasimbegovic, Ena, Papp, Laszlo, Grahovac, Marko, Krajnc, Denis, Poschner, Thomas, Hasan, Waseem, Andreas, Martin, Gross, Christoph, Strouhal, Andreas, Delle-Karth, Georg, Grabenwöger, Martin, Adlbrecht, Christopher, Mach, Markus

“…Transcatheter aortic valve replacement (TAVR) has rapidly become a viable alternative to the conventional isolated surgical aortic valve replacement (iSAVR)…”
Get full text