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Adamczewski-Musch, Jörn ; Arnold, Oliver Werner ; Behnke, Claudia ; Belounnas, Amel ; Belyaev, Alexei V. ; Berger-Chen, Jia-Chii ; Biernat, Jacek ; Blanco, Alberto ; Blume, Christoph ; Böhmer, Michael ; Bordalo, Paula ; Chernenko, Sergey P. ; Chlad, Lukáš ; Deveaux, Christina Anna ; Dreyer, Jörg ; Dybczak, Adrian ; Epple, Eliane ; Fabbietti, Laura ; Fateev, Oleg ; Filip, Peter ; Fonte, Paulo ; Franco, Celso ; Friese, Jürgen ; Fröhlich, Ingo ; Galatyuk, Tetyana ; Garzón, Juan A. ; Gernhäuser, Roman ; Golubeva, Marina ; Greifenhagen, Robert ; Guber, Fedor ; Gumberidze, Malgorzata ; Harabasz, Szymon ; Heinz, Tobias ; Hennino, Thierry ; Hlaváč, Stanislav ; Höhne, Claudia ; Holzmann, Romain ; Ierusalimov, Alexander P. ; Ivashkin, Alexander ; Kämpfer, Burkhard ; Karavicheva, Tatiana L. ; Kardan, Behruz ; Koenig, Ilse ; Koenig, Wolfgang ; Kolb, Burkhard W. ; Korcyl, Grzegorz ; Kornakov, Georgy ; Kotte, Roland ; Kugler, Andrej ; Kunz, Tobias ; Kurepin, Alexander ; Kurilkin, Aleksey K. ; Kurilkin, Pavel ; Ladygin, Vladimir P. ; Lalik, Rafał Tomasz ; Lapidus, Kirill ; Lebedev, Alexei ; Lopes, Luis Alberto Vieira ; Lorenz, Manuel ; Mahmoud, Tariq ; Maier, Ludwig W. ; Mangiarotti, Alessio ; Markert, Jochen ; Maurus, Steffen ; Metag, Volker ; Michel, Jan ; Mihaylov, Dimitar ; Morozov, Sergey ; Müntz, Christian ; Münzer, Robert Helmut ; Naumann, Lothar ; Nowakowski, Krzysztof ; Palka, Marek ; Parpottas, Yannis ; Pechenov, Vladimir ; Pechenova, Olga ; Petukhov, Oleg ; Pietraszko, Jerzy ; Przygoda, Witold ; Ramos, Sérgio ; Ramstein, Béatrice ; Reshetin, Andrey ; Rodriguez Ramos, Pablo ; Rosier, Philippe ; Rost, Adrian ; Sadovsky, Alexander ; Salabura, Piotr ; Scheib, Timo ; Schuldes, Heidi ; Schwab, Erwin ; Scozzi, Federico ; Seck, Florian ; Sellheim, Patrick ; Selyuzhenkov, Ilya ; Siebenson, Johannes Stephan ; Silva, Luis ; Sobolev, Yuri G. ; Spataro, Stefano ; Spies, Simon ; Ströbele, Herbert ; Stroth, Joachim ; Strzempek, Paweł ; Sturm, Christian Thomas ; Svoboda, Ondřej ; Szala, Melanie ; Tlustý, Pavel ; Traxler, Michael ; Tsertos, Haralabos ; Usenko, Evgeny A. ; Wagner, Vladimir ; Wendisch, Christian ; Wiebusch, Michael ; Wirth, Joana ; Zanevsky, Yuri V. ; Zumbruch, Peter W. ; Leifels, Yvonne
We present first data on sub-threshold production of Ks0 mesons and Λ hyperons in Au+Au collisions at sNN=2.4 GeV. We observe an universal 〈Apart〉 scaling of hadrons containing strangeness, independent of their corresponding production thresholds. Comparing the yields, their 〈Apart〉 scaling, and the shapes of the rapidity and the pt spectra to state-of-the-art transport model (UrQMD, HSD, IQMD) predictions, we find that none of them can simultaneously describe these observables with reasonable χ2 values.
No association between Parkinson disease and autoantibodies against NMDA-type glutamate receptors
(2019)
Hopfner, Franziska ; Müller, Stefanie H. ; Steppat, Dagmar ; Miller, Joanna ; Schmidt, Nele ; Wandinger, Klaus-Peter ; Leypoldt, Frank ; Berg, Daniela ; Franke, Andre ; Lieb, Wolfgang ; Tittmann, Lukas ; Balzer-Geldsetzer, Monika ; Baudrexel, Simon ; Dodel, Richard ; Hilker-Roggendorf, Rüdiger ; Kalbe, Elke ; Kassubek, Jan ; Klockgether, Thomas ; Liepelt-Scarfone, Inga ; Mollenhauer, Brit ; Neuser, Petra ; Reetz, Kathrin ; Riedel, Oliver ; Schulte, Claudia ; Schulz, Jörg B. ; Spottke, Annika ; Storch, Alexander ; Trenkwalder, Claudia ; Wittchen, Hans-Ulrich ; Witt, Karsten ; Wüllner, Ullrich ; Deuschl, Günther ; Kuhlenbäumer, Gregor
Background: IgG-class autoantibodies to N-Methyl-D-Aspartate (NMDA)-type glutamate receptors define a novel entity of autoimmune encephalitis. Studies examining the prevalence of NMDA IgA/IgM antibodies in patients with Parkinson disease with/without dementia produced conflicting results. We measured NMDA antibodies in a large, well phenotyped sample of Parkinson patients without and with cognitive impairment (n = 296) and controls (n = 295) free of neuropsychiatric disease. Detailed phenotyping and large numbers allowed statistically meaningful correlation of antibody status with diagnostic subgroups as well as quantitative indicators of disease severity and cognitive impairment.
Methods: NMDA antibodies were analysed in the serum of patients and controls using well established validated assays. We used anti-NMDA antibody positivity as the main independent variable and correlated it with disease status and phenotypic characteristics.
Results: The frequency of NMDA IgA/IgM antibodies was lower in Parkinson patients (13%) than in controls (22%) and higher than in previous studies in both groups. NMDA IgA/IgM antibodies were neither significantly associated with diagnostic subclasses of Parkinson disease according to cognitive impairment, nor with quantitative indicators of disease severity and cognitive impairment. A positive NMDA antibody status was positively correlated with age in controls but not in Parkinson patients.
Conclusion: It is unlikely albeit not impossible that NMDA antibodies play a significant role in the pathogenesis or progression of Parkinson disease e.g. to Parkinson disease with dementia, while NMDA IgG antibodies define a separate disease of its own.
Friess, Helmut ; Langrehr, Jan M. ; Oettle, Helmut ; Raedle, Jochen ; Niedergethmann, Marco ; Dittrich, Christian ; Hossfeld, Dieter K. ; Stöger, Herbert ; Neyns, Bart ; Herzog, Peter ; Piedbois, Pascal ; Dobrowolski, Frank ; Scheithauer, Werner ; Hawkins, Robert ; Katz, Frieder ; Balcke, Peter ; Vermorken, Jan ; Van Belle, Simon ; Davidson, Neville ; Esteve, Albert Abad ; Castellano, Daniel ; Kleeff, Jörg ; Tempia-Caliera, Adrien A. ; Kovar, Andreas ; Nippgen, Johannes
Background Anti-angiogenic treatment is believed to have at least cystostatic effects in highly vascularized tumours like pancreatic cancer. In this study, the treatment effects of the angiogenesis inhibitor Cilengitide and gemcitabine were compared with gemcitabine alone in patients with advanced unresectable pancreatic cancer. Methods A multi-national, open-label, controlled, randomized, parallel-group, phase II pilot study was conducted in 20 centers in 7 countries. Cilengitide was administered at 600 mg/m2 twice weekly for 4 weeks per cycle and gemcitabine at 1000 mg/m2 for 3 weeks followed by a week of rest per cycle. The planned treatment period was 6 four-week cycles. The primary endpoint of the study was overall survival and the secondary endpoints were progression-free survival (PFS), response rate, quality of life (QoL), effects on biological markers of disease (CA 19.9) and angiogenesis (vascular endothelial growth factor and basic fibroblast growth factor), and safety. An ancillary study investigated the pharmacokinetics of both drugs in a subset of patients. Results Eighty-nine patients were randomized. The median overall survival was 6.7 months for Cilengitide and gemcitabine and 7.7 months for gemcitabine alone. The median PFS times were 3.6 months and 3.8 months, respectively. The overall response rates were 17% and 14%, and the tumor growth control rates were 54% and 56%, respectively. Changes in the levels of CA 19.9 went in line with the clinical course of the disease, but no apparent relationships were seen with the biological markers of angiogenesis. QoL and safety evaluations were comparable between treatment groups. Pharmacokinetic studies showed no influence of gemcitabine on the pharmacokinetic parameters of Cilengitide and vice versa. Conclusion There were no clinically important differences observed regarding efficacy, safety and QoL between the groups. The observations lay in the range of other clinical studies in this setting. The combination regimen was well tolerated with no adverse effects on the safety, tolerability and pharmacokinetics of either agent.
Zhdanovich, Yauheniya ; Ackermann, Jörg ; Wild, Peter Johannes ; Köllermann, Jens ; Bankov, Katrin ; Döring, Claudia ; Flinner, Nadine ; Reis, Henning ; Wenzel, Mike ; Höh, Robert Benedikt ; Mandel, Philipp ; Vogl, Thomas J. ; Harter, Patrick Nikolaus ; Filipski, Katharina Johanna ; Koch, Ina ; Bernatz, Simon
Background: Prostate cancer is a major health concern in aging men. Paralleling an aging society, prostate cancer prevalence increases emphasizing the need for efcient diagnostic algorithms.
Methods: Retrospectively, 106 prostate tissue samples from 48 patients (mean age,
66 ± 6.6 years) were included in the study. Patients sufered from prostate cancer (n = 38) or benign prostatic hyperplasia (n = 10) and were treated with radical prostatectomy or Holmium laser enucleation of the prostate, respectively. We constructed tissue microarrays (TMAs) comprising representative malignant (n = 38) and benign (n = 68) tissue cores. TMAs were processed to histological slides, stained, digitized and assessed for the applicability of machine learning strategies and open–source tools in diagnosis of prostate cancer. We applied the software QuPath to extract features for shape, stain intensity, and texture of TMA cores for three stainings, H&E, ERG, and PIN-4. Three machine learning algorithms, neural network (NN), support vector machines (SVM), and random forest (RF), were trained and cross-validated with 100 Monte Carlo random splits into 70% training set and 30% test set. We determined AUC values for single color channels, with and without optimization of hyperparameters by exhaustive grid search. We applied recursive feature elimination to feature sets of multiple color transforms.
Results: Mean AUC was above 0.80. PIN-4 stainings yielded higher AUC than H&E and
ERG. For PIN-4 with the color transform saturation, NN, RF, and SVM revealed AUC of 0.93 ± 0.04, 0.91 ± 0.06, and 0.92 ± 0.05, respectively. Optimization of hyperparameters improved the AUC only slightly by 0.01. For H&E, feature selection resulted in no increase of AUC but to an increase of 0.02–0.06 for ERG and PIN-4.
Conclusions: Automated pipelines may be able to discriminate with high accuracy between malignant and benign tissue. We found PIN-4 staining best suited for classifcation. Further bioinformatic analysis of larger data sets would be crucial to evaluate the reliability of automated classifcation methods for clinical practice and to evaluate potential discrimination of aggressiveness of cancer to pave the way to automatic precision medicine.
Bernatz, Simon ; Ackermann, Jörg ; Mandel, Philipp ; Kaltenbach, Benjamin ; Zhdanovich, Yauheniya ; Harter, Patrick Nikolaus ; Döring, Claudia ; Hammerstingl, Renate Maria ; Bodelle, Boris ; Smith, Kevin ; Bucher, Andreas ; Albrecht, Moritz Hans Ernst ; Rosbach, Nicolas ; Basten, Lajos Maximilian ; Yel, Ibrahim ; Wenzel, Mike ; Bankov, Katrin ; Koch, Ina ; Chun, Felix ; Köllermann, Jens ; Wild, Peter Johannes ; Vogl, Thomas J.
Objectives: To analyze the performance of radiological assessment categories and quantitative computational analysis of apparent diffusion coefficient (ADC) maps using variant machine learning algorithms to differentiate clinically significant versus insignificant prostate cancer (PCa). Methods: Retrospectively, 73 patients were included in the study. The patients (mean age, 66.3 ± 7.6 years) were examined with multiparametric MRI (mpMRI) prior to radical prostatectomy (n = 33) or targeted biopsy (n = 40). The index lesion was annotated in MRI ADC and the equivalent histologic slides according to the highest Gleason Grade Group (GrG). Volumes of interest (VOIs) were determined for each lesion and normal-appearing peripheral zone. VOIs were processed by radiomic analysis. For the classification of lesions according to their clinical significance (GrG ≥ 3), principal component (PC) analysis, univariate analysis (UA) with consecutive support vector machines, neural networks, and random forest analysis were performed. Results: PC analysis discriminated between benign and malignant prostate tissue. PC evaluation yielded no stratification of PCa lesions according to their clinical significance, but UA revealed differences in clinical assessment categories and radiomic features. We trained three classification models with fifteen feature subsets. We identified a subset of shape features which improved the diagnostic accuracy of the clinical assessment categories (maximum increase in diagnostic accuracy ΔAUC = + 0.05, p < 0.001) while also identifying combinations of features and models which reduced overall accuracy. Conclusions: The impact of radiomic features to differentiate PCa lesions according to their clinical significance remains controversial. It depends on feature selection and the employed machine learning algorithms. It can result in improvement or reduction of diagnostic performance.
Salabura, Piotr ; Adamczewski-Musch, Jörn ; Arnoldi-Meadows, Benedict ; Belounnas, Amel ; Belyaev, Alexei V. ; Blanco, Alberto ; Blume, Christoph ; Böhmer, Michael ; Borisenko, S. ; Chlad, Lukáš ; Chudoba, Petr ; Ciepał, Izabela ; Dittert, Dominique ; Dreyer, Jörn ; Esmail, Waleed Ahmed Mohammed ; Dürr, Michael ; Fabbietti, Laura ; Fateev, Oleg ; Fonte, Paulo ; Friese, Jürgen ; Fröhlich, Ingo ; Förtsch, Jörg ; Galatyuk, Tetyana ; Gernhäuser, Roman ; Golosov, Oleg ; Golubeva, Marina ; Greifenhagen, Robert ; Guber, Fedor ; Gumberidze, Malgorzata ; Harabasz, Szymon ; Hensch, Roman ; Höhne, Claudia ; Holzmann, Romain ; Huck, Holger ; Ierusalimov, Alexander P. ; Ivashkin, Alexander ; Kämpfer, Burkhard ; Kampert, Karl-Heinz ; Kardan, Behruz ; Koenig, Ilse ; Koenig, Wolfgang ; Kornakov, Georgy ; Kornas, Frédéric Julian ; Kotte, Roland ; Kozela, Adam ; Kres, Ievgenii ; Kuboś, Joanna ; Kugler, Andrej ; Kulessa, Pawel ; Ladygin, Vladimir P. ; Lalik, Rafał Tomasz ; Lebedev, Alexei ; Lebedev, Semen ; Linev, Serguei ; Lopes, Luis Alberto Vieira ; Lorenz, Manuel ; Lykasov, Gennady ; Mahmoud, Tariq ; Malige, Akshay ; Markert, Jochen ; Matulewicz, Tomasz ; Maurus, Steffen ; Metag, Volker ; Michel, Jan ; Morozov, Sergey ; Müntz, Christian ; Naumann, Lothar ; Nowakowski, Krzysztof ; Otto, Jan-Hendrik ; Patel, Vivek ; Pauly, Christian ; Pechenov, Vladimir ; Pechenova, Olga ; Petukhov, Oleg ; Pfeifer, Dennis ; Piasecki, Krzysztof ; Pietraszko, Jerzy ; Prozorov, Alexandr ; Przygoda, Witold ; Pysz, Krzysztof ; Ramstein, Béatrice ; Rathod, Narendra ; Reshetin, Andrey ; Ritman, James Lambrecht ; Rodríguez Ramos, Pablo ; Rost, Adrian ; Salabura, Piotr ; Scozzi, Federico ; Seck, Florian ; Selyuzhenkov, Ilya ; Shabanov, I. ; Singh, Udai ; Smyrski, Jerzy ; Spies, Simon ; Ströbele, Herbert ; Stroth, Joachim ; Stumm, Julia ; Svoboda, Ondřej ; Szala, Melanie ; Tlustý, Pavel ; Traxler, Michael ; Ungethüm, Carina ; Vázquez Doce, Oton ; Wagner, Vladimir ; Weber, Adrian Amatus ; Wendisch, Christian ; Wiebusch, Michael ; Wintz, Peter ; Wirth, Joana ; Zhilin, Alexander ; Zumbruch, Peter W.
Radiative transition of an excited baryon to a nucleon with emission of a virtual massive photon converting to dielectron pair (Dalitz decays) provides important information about baryon-photon coupling at low q2 in timelike region. A prominent enhancement in the respective electromagnetic transition Form Factors (etFF) at q2 near vector mesons ρ/ω poles has been predicted by various calculations reflecting strong baryon-vector meson couplings. The understanding of these couplings is also of primary importance for the interpretation of the emissivity of QCD matter studied in heavy ion collisions via dilepton emission. Dedicated measurements of baryon Dalitz decays in proton-proton and pion-proton scattering with HADES detector at GSI/FAIR are presented and discussed. The relevance of these studies for the interpretation of results obtained from heavy ion reactions is elucidated on the example of the HADES results.
Abou Yassine, Rayane ; Adamczewski-Musch, Jörn ; Becker, Marten ; Bergmann, Philip ; Blanco, Alberto ; Blume, Christoph ; Chlad, Lukas ; Chudoba, Petr ; Ciepał, Izabela ; Cordts, Malte ; Dreyer, Jörn ; Esmail, Waleed Ahmed ; Firlej, Miroslaw ; Fiutowski, Tomasz ; Floersheimer, Henrik ; Fonte, Paulo ; Friese, Jürgen ; Fröhlich, Ingo ; Förtsch, Jörg ; Galatyuk, Tetyana ; Gniazdowski, Tomasz ; Greifenhagen, Robert ; Grunwald, Mateusz ; Grzonka, Dieter ; Gumberidze, Malgorzata ; Harabasz, Szymon ; Heinz, Thorsten ; Höhne, Claudia ; Hojeij, Fatima ; Holzmann, Romain ; Huck, Holger ; Idzik, Marek ; Kämpfer, Burkhard ; Kampert, Karl-Heinz ; Kardan, Behruz ; Kedych, Vadym ; Koenig, Ilse ; Koenig, Wolfgang ; Kohls, Marvin ; Kołaś, Jędrzej ; Korcyl, Grzegorz ; Kornakov, Georgy ; Kornas, Frédéric Julian ; Kotte, Roland ; Krueger, Wilhelm ; Kugler, Andrej ; Kulessa, Pawel ; Lalik, Rafał Tomasz ; Lebedev, Semen ; Linev, Sergey ; Lopes, Luis Alberto Vieira ; Lorenz, Manuel ; Malige, Akshay ; Markert, Jochen ; Matulewicz, Tomasz ; Messchendorp, Johannes Gerhardus ; Metag, Volker ; Michel, Jan ; Molenda, Aleksandra ; Moron, Jakub ; Müntz, Christian ; Nabroth, Marvin ; Naumann, Lothar ; Orliński, Jan ; Otto, Jan-Hendrik ; Parpottas, Yannis ; Parschau, Mirco ; Pauly, Christian ; Pechenov, Vladimir ; Pechenova, Olga ; Perez Andrade, Gabriela ; Pfeifer, Dennis ; Piasecki, Krzysztof ; Pietraszko, Jerzy ; Povar, Tetiana ; Prozorov, Alexandr ; Przygoda, Witold ; Pysz, Krzysztof ; Ramstein, Béatrice ; Rathod, Narendra ; Ritman, James Lambrecht ; Rost, Adrian ; Rustamov, Anar ; Salabura, Piotr ; Saraiva, Joao ; Schadmand, Susan ; Schild, Niklas ; Schwab, Erwin ; Seck, Florian ; Selyuzhenkov, Ilya ; Singh, Udai ; Skorpil, Leon ; Smyrski, Jerzy ; Sobiella, Manfred ; Spataro, Stefano ; Spies, Simon ; Stefaniak, Maria ; Ströbele, Herbert ; Stroth, Joachim ; Sumara, Konrad ; Svoboda, Ondřej ; Swientek, Krzysztof ; Szala, Melanie ; Tlusty, Pavel ; Traxler, Michael ; Tsertos, Haralabos ; Wagner, Vladimir ; Wasiluk, Mateusz ; Weber, Adrian Amatus ; Wendisch, Christian ; Wintz, Peter ; Zbroszczyk, Hanna Paulina ; Zherebtsova, Elizaveta S. ; Zielinski, Marcin ; Zumbruch, Peter W.
In March 2019 the HADES experiment recorded 14 billion Ag+Ag collisions at √sNN = 2.55 GeV as a part of the FAIR phase-0 physics program. In this contribution, we present and investigate our capabilities to reconstruct and analyze weakly decaying strange hadrons and hypernuclei emerging from these collisions. The focus is put on measuring the mean lifetimes of these particles.
Predicting adult Attention Deficit Hyperactivity Disorder (ADHD) using vocal acoustic features
(2021)
Polier, Georg von ; Ahlers, Eike ; Amunts, Julia ; Langner, Jörg ; Patil, Kaustubh R. ; Eickhoff, Simon Bodo Johannes ; Helmhold, Florian ; Langner, Daina
Background: It is a key concern in psychiatric research to investigate objective measures to support and ultimately improve diagnostic processes. Current gold standard diagnostic procedures for attention deficit hyperactivity disorder (ADHD) are mainly subjective and prone to bias. Objective measures such as neuropsychological measures and EEG markers show limited specificity. Recent studies point to alterations of voice and speech production to reflect psychiatric symptoms also related to ADHD. However, studies investigating voice in large clinical samples allowing for individual-level prediction of ADHD are lacking. The aim of this study was to explore a role of prosodic voice measures as objective marker of ADHD.
Methods: 1005 recordings were analyzed from 387 ADHD patients, 204 healthy controls, and 100 clinical (psychiatric) controls. All participants (age range 18-59 years, mean age 34.4) underwent an extensive diagnostic examination according to gold standard methods and provided speech samples (3 min in total) including free and given speech. Paralinguistic features were calculated, and random forest based classifications were performed using a 10-fold cross-validation with 100 repetitions controlling for age, sex, and education. Association of voice features and ADHD-symptom severity assessed in the clinical interview were analyzed using random forest regressions.
Results and Conclusion ADHD was predicted with AUC = 0.76. The analysis of a non-comorbid sample of ADHD resulted in similar classification performance. Paralinguistic features were associated with ADHD-symptom severity as indicated by random forest regression. In female participants, particularly with age < 32 years, paralinguistic features showed the highest classification performance (AUC = 0.86).
Paralinguistic features based on derivatives of loudness and fundamental frequency seem to be promising candidates for further research into vocal acoustic biomarkers of ADHD. Given the relatively good performance in female participants independent of comorbidity, vocal measures may evolve as a clinically supportive option in the complex diagnostic process in this patient group.
Competing Interest Statement: EA participated and received payments in the national advisory board ADHD of Shire/Takeda. JL is co-founder and CTO of PeakProfiling GmbH. He created audio-features used in this study, that are intellectual property of PeakProfiling GmbH. FH received payments by PeakProfiling GmbH.
Clinical Trial: NCT01104623
Bernatz, Simon ; Zhdanovich, Yauheniya ; Ackermann, Jörg ; Koch, Ina ; Wild, Peter Johannes ; Pinto dos Santos, Daniel ; Vogl, Thomas J. ; Kaltenbach, Benjamin ; Rosbach, Nicolas
Our purpose was to analyze the robustness and reproducibility of magnetic resonance imaging (MRI) radiomic features. We constructed a multi-object fruit phantom to perform MRI acquisition as scan-rescan using a 3 Tesla MRI scanner. We applied T2-weighted (T2w) half-Fourier acquisition single-shot turbo spin-echo (HASTE), T2w turbo spin-echo (TSE), T2w fluid-attenuated inversion recovery (FLAIR), T2 map and T1-weighted (T1w) TSE. Images were resampled to isotropic voxels. Fruits were segmented. The workflow was repeated by a second reader and the first reader after a pause of one month. We applied PyRadiomics to extract 107 radiomic features per fruit and sequence from seven feature classes. We calculated concordance correlation coefficients (CCC) and dynamic range (DR) to obtain measurements of feature robustness. Intraclass correlation coefficient (ICC) was calculated to assess intra- and inter-observer reproducibility. We calculated Gini scores to test the pairwise discriminative power specific for the features and MRI sequences. We depict Bland Altmann plots of features with top discriminative power (Mann–Whitney U test). Shape features were the most robust feature class. T2 map was the most robust imaging technique (robust features (rf), n = 84). HASTE sequence led to the least amount of rf (n = 20). Intra-observer ICC was excellent (≥ 0.75) for nearly all features (max–min; 99.1–97.2%). Deterioration of ICC values was seen in the inter-observer analyses (max–min; 88.7–81.1%). Complete robustness across all sequences was found for 8 features. Shape features and T2 map yielded the highest pairwise discriminative performance. Radiomics validity depends on the MRI sequence and feature class. T2 map seems to be the most promising imaging technique with the highest feature robustness, high intra-/inter-observer reproducibility and most promising discriminative power.
Thill, Marc ; Friedrich, Michael ; Kolberg-Liedtke, Cornelia ; Albert, Ute-Susann ; Banys-Paluchowski, Maggie ; Bauerfeind, Ingo ; Blohmer, Jens-Uwe ; Budach, Wilfried ; Dall, Peter ; Fallenberg, Eva Maria ; Fasching, Peter Andreas ; Fehm, Tanja ; Gerber, Bernd ; Gluz, Oleg ; Harbeck, Nadia ; Heil, Jörg ; Huober, Jens ; Jackisch, Christian ; Kreipe, Hans-H. ; Krug, David ; Kühn, Thorsten ; Kümmel, Sherko ; Loibl, Sibylle ; Lüftner, Diana ; Lux, Michael Patrick ; Maass, Nicolai ; Mundhenke, Christoph ; Nitz, Ulrike ; Park-Simon, Tjoung-Won ; Reimer, Toralf ; Rhiem, Kerstin ; Rody, Achim ; Schmidt, Marcus ; Schneeweiss, Andreas ; Schütz, Florian ; Sinn, Peter ; Solbach, Christine ; Solomayer, Erich-Franz ; Stickeler, Elmar ; Thomssen, Christoph ; Untch, Michael ; Witzel, Isabell ; Wöckel, Achim ; Müller, Volkmar ; Janni, Wolfgang ; Ditsch, Nina