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Spitzweg, Christine

https://orcid.org/0000-0002-0413-9697

Mayo Clinic

Mayo Clinic

Citations 21

An explainable transformer model learning from entire treatment timelines for pan-cancer risk profiling across healthcare systems
Keyl, Philipp , Kiermeyer, Niklas , Bosserhoff, Jonah, Lenfers, Tim , Niederhauser, Thibault , Fan, Bowen , Schnake, Thomas , Aubele, Fabio, Kuss, Solveig, Jurmeister, Philipp, Kim, Moon, Bauer, Sebastian , Bechrakis, Nikolaos, Forsting, Michael, Fuehrer-Sakel, Dagmar, Glas, Martin , Gruenwald, Viktor, Hadaschik, Boris, Herrmann, Ken, Kasper, Stefan, Kimmig, Rainer, Lang, Stephan, Pretzell, Ina , Rassaf, Tienush, Roesch, Alexander , Sure, Ulrich, Wichert, Marc, Unger, K, Behr, Juergen, Teupser, Daniel, Stief, Christian G., Mayerle, J, Tufman, Amanda, Ricke, Jens , Lindner, Lars H., Priglinger, Siegfried, Hoeglinger, Guenter, Mahner, Sven, Canis, Martin , Heinzerling, Lucie, Spitzweg, Christine , Tasdogan, Alpaslan , Totzeck, Matthias , Welt, Anja , Wiesweg, Marcel, Westphalen, C. Benedikt, Thasler, Reinhard, Albashiti, Fady , Montavon, Grégoire , Miglino, Nicola, Bergwelt‐Baildon, Michael von , Heinemann, Volker , Belka, Claus , Hartmann, Sylvia, Wicki, A., Nensa, Felix, Teupser, Daniel , Mueller, Klaus-Robert, Kleesiek, Jens , Wicki, Andreas , Wicki, Andreas , Bauer, Sebastian , Bosserhoff, Jonah, Schallenberg, Simon , Aubele, Fabio Paul , Kuss, Solveig , Idaji, Mina Jamshidi , Bechrakis, Nikolaos Emmanouel , Forsting, Michael, Hadaschik, Boris Alexander , Lang, Stephan , Rassaf, Tienush , Siveke, Jens , Guberina, Maja , Sure, Ulrich, Wichert, Marc, Ingrisch, Michael , Behr, Juergen, Mayerle, Julia V. , Harbeck, Nadia , Tufman, Amanda , Lindner, Lars Hartwin , Höglinger, Günter U. , Wiesweg, Marcel , Westphalen, C. Benedikt , Thasler, Reinhard, Miglino, Nicola, Balázs, Zsolt , Hartmann, Sylvia , Nensa, Felix , Schadendorf, Dirk , Schüler, Martin , Klauschen, Frederick , Keyl, Julius

No container title available | July 27, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.07.24.26358838 Get It

Abstract Cancer outcomes vary widely between individual patients, each accumulating an irregular record of treatments, diagnoses, measurements, and complications. Current prognostic models reduce this complexity into a single snapshot, focus on narrow clinical settings, and rarely generalize across hospitals. Here we introduce Chronicle , an explainable transformer that learns from entire patient trajectories to predict diverse clinical outcomes throughout the disease course while capturing both short- and long-term temporal dependencies. Trained on 53.7 million longitudinal data points from 51,711 patients spanning 67 cancer types, Chronicle operates natively on irregular data without imputation and jointly predicts eight endpoints within a flexible framework adaptable to additional outcomes. Chronicle outperformed cross-sectional models for overall survival prediction (C-index 0.84 vs 0.76-0.79), stratified patients more accurately than established prognostic systems, including TNM stage, and predicted seven adverse event and transfusion endpoints (AUC 0.80-0.92). Applied without retraining to 69,341 patients in Germany, Switzerland, and the United States, Chronicle generalized across healthcare systems and improved further with local fine-tuning. Integrated explainability traced each risk update to patient-specific clinical factors, revealing distinct temporal persistence of prognostic information, with relevance half-lives ranging from weeks for therapies to nearly one year for baseline characteristics. These findings demonstrate that learning from hospital-wide patient trajectories enables interpretable and continuously updated predictions, providing a scalable framework to support individualized treatment decisions.
Medulläres Schilddrüsenkarzinom
Köhler, Viktoria, Spitzweg, Christine , Kroiß, Matthias

Angewandte Nuklearmedizin | August 28, 2023 | Volume: 46 | Issue: 03 | Pages: 241-246

10.1055/a-2030-6731 Get It

Zusammenfassung Diagnose und Prognose Calcitonin ist ein sensitiver und spezifischer Tumormarker zur Früherkennung und Verlaufskontrolle des MTC. Daneben kommt dem Ultraschall der Schilddrüse eine entscheidende Rolle zu. Rolle des RET-Proto-Onkogens Das medulläre Schilddrüsenkarzinom (MTC) nimmt seinen Ursprung aus den parafollikulären calcitoninproduzierenden C-Zellen. Es macht nur ca. 3–8% aller Schilddrüsenkarzinome aus. Aktivierende Mutationen im RET (rearranged during transfection)-Gen liegen bei etwa 25% der Patienten in der Keimbahn vor, werden aber auch beim sporadischen MTC als somatische Mutationen in ca. 60% der Fälle beobachtet. Bei metastasierter Erkrankung findet sich in 90% eine RET-Mutation. RET-Mutationen gelten als Treibermutationen und schließen weitere Treibermutationen weitestgehend aus. Seltener sind somatische Mutationen der RAS-Gene. Chirurgische Therapie Die chirurgische Resektion ist bis heute der einzige kurative Therapieansatz. Entscheidend für eine frühzeitige Diagnosestellung ist die Bestimmung des Serum-Calcitonins bei Nachweis von Schilddrüsenknoten. Die chirurgische Therapie steht auch bei der Behandlung lokoregionärer Rezidive oder lokal angehbarer Metastasen im Zentrum. Systemtherapie Bei irresektabel fortgeschrittener und progredienter Erkrankung mit signifikanter Tumorlast kann eine systemische Therapie erforderlich werden. Neuerdings ist die Kenntnis einer RET-Mutation im Tumorgewebe therapeutisch relevant, da mit dem selektiven RET-Inhibitor Selpercatinib eine neue, effektive und gut verträgliche Systemtherapien zur Verfügung steht. Dieser ist inzwischen wie bisher nur die Multityrosinkinaseinhibitoren Cabozantinib und Vandetanib als Erstlinientherapie des fortgeschrittenen MTC zugelassen. Vandetanib darf ebenfalls nur noch bei Patienten mit RET-Mutation angewendet werden.
Mesenchymal Stem Cell–mediated Image-guided Sodium Iodide Symporter ( NIS ) Gene Therapy Improves Survival of Glioblastoma-bearing Mice
Kitzberger, Carolin , Spellerberg, Rebekka , Han, Yang , Schmohl, Kathrin A. , Stauss, Christina , Zach, Christian , Kälin, Roland E. , Eiber, Matthias , Schilling, Franz , Glaß, Rainer , Weber, Wolfgang , Wagner, Ernst , Nelson, Peter J. , Spitzweg, Christine , Multhoff, Gabriele , Eiber, Matthias , Schilling, Franz , Glass, Rainer , Weber, Wolfgang A , Wagner, Ernst , Nelson, Peter J , Spitzweg, Christine

Clinical Cancer Research | December 14, 2022 | Volume: 29 | Issue: 5 | Pages: 930-942

10.1158/1078-0432.ccr-22-1433 Get It

Abstract Purpose: Mesenchymal stem cells (MSC) have emerged as cellular-based vehicles for the delivery of therapeutic genes in cancer therapy based on their inherent tumor-homing capability. As theranostic gene, the sodium iodide symporter (NIS) represents a successful target for noninvasive radionuclide-based imaging and therapy. In this study, we applied genetically engineered MSCs for tumor-targeted NIS gene transfer in experimental glioblastoma (GBM)—a tumor with an extremely poor prognosis. Experimental Design: A syngeneic, immunocompetent GL261 GBM mouse model was established by subcutaneous and orthotopic implantation. Furthermore, a subcutaneous xenograft U87 model was used. Bone marrow–derived MSCs were stably transfected with a NIS-expressing plasmid driven by the constitutively active cytomegalovirus promoter (NIS-MSC). After multiple or single intravenous injection of NIS-MSCs, tumoral iodide uptake was monitored in vivo using 123I-scintigraphy or 124I-PET. Following validation of functional NIS expression, a therapy trial with 131I was performed on the basis of the most optimal application regime as seen by 124I-PET imaging in the orthotopic approach. Results: A robust tumoral NIS-specific radionuclide accumulation was observed after NIS-MSC and radioiodide application by NIS-mediated in vivo imaging. NIS immunofluorescence staining of GBM and non-target tissues showed tumor-selective MSC homing along with NIS expression. Application of therapeutically effective 131I led to significantly delayed tumor growth and prolonged median survival after NIS-MSC treatment as compared with controls. Conclusions: A strong tumor-selective recruitment of systemically applied MSCs into GBM was found using NIS as reporter gene followed by successful therapeutic application of radioiodide demonstrating the potential use of NIS-based MSCs as therapy vehicles as a new GBM therapy approach.
Thyroidal Angiotensin-Converting Enzyme 2 Protein Expression and Thyroid Function Tests in Patients with COVID-19: Results from a Retrospective Case Series and a Prospective Cohort Study
Koehler, Viktoria Florentine , Hasmann, Sandra E. , Scherer, Clemens , Muenchhoff, Maximilian , Munker, Stefan , Hoster, Eva , Ladurner, Roland , Spitzweg, Christine , Hoster, Eva , Scherer, Clemens , Knösel, Thomas , Hellmuth, Johannes C.

Thyroid® | December 1, 2022 | Volume: 33 | Issue: 2 | Pages: 177-185

10.1089/thy.2022.0229 Get It

Background: Infection with SARS-CoV-2 has initially been known as a respiratory disease but in the course of the pandemic the understanding has emerged that severity is owing to fatal inflammatory responses apart from lung injury. In this context, endocrine disorders such as thyroiditis as well as pituitary dysfunction in addition to nonthyroidal illness syndrome have been described. Furthermore, angiotensin-converting enzyme 2 (ACE2), the SARS-CoV-2 cell receptor, has been detected in most endocrine tissues, including the thyroid gland. Objective: To evaluate histopathologic changes and compare thyroidal ACE2 protein expression in thyroid tissue from patients who died from severe COVID-19 with thyroid tissue from patients without SARS-CoV-2 infection in a retrospective case series. Furthermore, to assess and compare alterations in thyroid function tests (TFTs) between patients with or without SARS-CoV-2 infection as well as association of TFTs with the severity of the disease in a prospective cohort study. Methods: Thyroid tissue of deceased COVID-19 patients ( n = 23) was analyzed for histopathology and ACE2 expression by immunohistochemical staining. A total of 153 patients with confirmed SARS-CoV-2 were evaluated regarding TFTs and divided into a severe (intubation, intensive care treatment) and an intermediate group. Results: Thyroidal ACE2 expression was detected in 87% of the deceased COVID-19 patients. Normal thyroid tissue from patients without SARS-CoV-2 infection showed no ACE2 protein expression. Half of the severely ill COVID-19 patients had low free triiodothyronine (fT3) levels. Combination of low fT3 and thyrotropin (TSH) was associated significantly with deadly disease. Conclusion: The high percentage of positive ACE2 immunostaining in deceased patients compared with normal thyroid tissue of patients without SARS-CoV-2 infection suggests involvement of the thyroid in COVID-19, although further research will have to show the pathogenic role of thyroidal ACE2 in COVID-19. Abnormal fT3 and a TSH of ≤0.5 mU/L were associated with a fatal outcome in our severely ill SARS-CoV-2 patient cohort. Therefore, assessment of TFTs is crucial in the treatment of severely ill COVID-19 patients. Trial Registration: COVID-19 Registry of the LMU University Hospital Munich (CORKUM), WHO trial ID DRKS00021225.
Medulläres Schilddrüsenkarzinom
Koehler, Viktoria Florentine , Spitzweg, Christine , Kroiß, Matthias

TumorDiagnostik & Therapie | August 3, 2022 | Volume: 43 | Issue: 06 | Pages: 381-385

10.1055/a-1743-6451 Get It

Treatment of RET-Positive Advanced Medullary Thyroid Cancer with Multi-Tyrosine Kinase Inhibitors—A Retrospective Multi-Center Registry Analysis
Koehler, Viktoria Florentine , Adam, Pia , Fuß, Carmina Teresa , Jiang, Linmiao , Berg, Elke, Frank‐Raue, Karin, Raue, Friedhelm , Hoster, Eva , Knösel, Thomas , Schildhaus, Hans‐Ulrich , Negele, Thomas, Siebolts, Udo , Allelein, Stephanie, Spitzweg, Christine , Kroiß, Matthias , Kroiss, Matthias , Koehler, Viktoria F , Hoster, Eva , Lorenz, Kerstin , Schott, Matthias

Cancers | July 13, 2022 | Volume: 14 | Issue: 14 | Pages: 3405

10.3390/cancers14143405 Get It

Background: RET (rearranged during transfection) variants are the most prevalent oncogenic events in medullary thyroid cancer (MTC). In advanced disease, multi-tyrosine kinase inhibitors (MKIs) cabozantinib and vandetanib are the approved standard treatment irrespective of RET status. The actual outcome of patients with RET-positive MTC treated with MKIs is ill described. Methods: We here retrospectively determined the RET oncogene variant status with a targeted DNA Custom Panel in a prospectively collected cohort of 48 patients with advanced MTC treated with vandetanib and/or cabozantinib at four German referral centers. Progression-free survival (PFS) and overall survival (OS) probabilities were estimated using the Kaplan-Meier method. Results: In total, 44/48 (92%) patients had germline or somatic RET variants. The M918T variant was found in 29/44 (66%) cases. In total, 2/32 (6%) patients with a somatic RET variant had further somatic variants, while in 1/32 (3%) patient with a germline RET variant, additional variants were found. Only 1/48 (2%) patient had a pathogenic HRAS variant, and no variants were found in 3 cases. In first-line treatment, the median OS was 53 (95% CI (95% confidence interval), 32–NR (not reached); n = 36), and the median PFS was 21 months (12–39; n = 33) in RET-positive MTC patients. In second-line treatment, the median OS was 18 (13–79; n = 22), and the median PFS was 3.5 months (2–14; n = 22) in RET-positive cases. Conclusions: RET variants were highly prevalent in patients with advanced MTC. The treatment results in RET-positive cases were similar to those reported in unselected cohorts.
Medulläres Schilddrüsenkarzinom
Kroiß, Matthias , Koehler, Viktoria Florentine , Spitzweg, Christine , Kroiss, Matthias

DMW - Deutsche Medizinische Wochenschrift | December 8, 2021 | Volume: 146 | Issue: 23 | Pages: e114-e114

10.1055/a-1708-7360 Get It

Medulläres Schilddrüsenkarzinom
Kroiß, Matthias , Koehler, Viktoria Florentine , Spitzweg, Christine , Kroiss, Matthias

DMW - Deutsche Medizinische Wochenschrift | November 27, 2021 | Volume: 146 | Issue: 23 | Pages: 1527-1532

10.1055/a-1495-2991 Get It

Was ist neu? Diagnose und Prognose Calcitonin ist ein sensitiver und spezifischer Tumormarker zur Früherkennung und Verlaufskontrolle des MTC. Daneben kommt dem Ultraschall der Schilddrüse eine entscheidende Rolle zu. Rolle des RET-Proto-Onkogens Das medulläre Schilddrüsenkarzinom (MTC) nimmt seinen Ursprung aus den parafollikulären Calcitonin-produzierenden C-Zellen. Es macht nur ca. 3–8 % aller Schilddrüsenkarzinome aus. Aktivierende Mutationen im RET (rearranged during transfection)-Gen liegen bei etwa 25 % der Patienten in der Keimbahn vor, werden aber auch beim sporadischen MTC als somatische Mutationen in ca. 60 % der Fälle beobachtet. Bei metastasierter Erkrankung findet sich in 90 % eine RET-Mutation. RET-Mutationen gelten als Treibermutationen und schließen weitere Treibermutationen weitestgehend aus. Seltener sind somatische Mutationen der RAS-Gene. Chirurgische Therapie Die chirurgische Resektion ist bis heute der einzige kurative Therapieansatz. Entscheidend für eine frühzeitige Diagnosestellung ist die Bestimmung des Serum-Calcitonins bei Nachweis von Schilddrüsenknoten. Die chirurgische Therapie steht auch bei der Behandlung lokoregionärer Rezidive oder lokal angehbarer Metastasen im Zentrum. Systemtherapie Bei irresektabel fortgeschrittener und progredienter Erkrankung mit signifikanter Tumorlast kann eine systemische Therapie erforderlich werden. Neuerdings ist die Kenntnis einer RET-Mutation im Tumorgewebe therapeutisch relevant, da mit den selektiven RET-Inhibitoren Selpercatinib und zukünftig Pralsetinib neue, effektive und gut verträgliche Systemtherapien zur Verfügung stehen. Ihr Einsatz ist nach Vortherapie mit einem der Multityrosinkinase-Inhibitoren Vandetanib oder Cabozantinib zugelassen und wird derzeit in der Erstlinientherapie in klinischen Studien untersucht.
Medullary thyroid cancer with ectopic Cushing's syndrome: A multicentre case series
Koehler, Viktoria Florentine , Fuß, Carmina Teresa , Berr, Christina , Frank‐Raue, Karin, Raue, Friedhelm , Hoster, Eva , Hepprich, Matthias , Pusl, Thomas, Reincke, Martín , Spitzweg, Christine , Kroiß, Matthias , Glands, The German Study Group for Rare Malignant Tumours of the Thyroid and Parathyroid, Koehler, Viktoria F , Berr, Christina M , Reincke, Martin , Kroiss, Matthias , Hoster, Eva , Christ, Emanuel , Glands, The German Study Group for Rare Malignant Tumours of the Thyroid and Parathyroid

Clinical Endocrinology | November 7, 2021 | Volume: 96 | Issue: 6 | Pages: 847-856

10.1111/cen.14617 Get It

AbstractObjectiveEctopic Cushing′s syndrome (ECS) induced by medullary thyroid cancer (MTC) is rare, and data on clinical characteristics, treatment and outcome are limited.DesignRetrospective cohort study in three German and one Swiss referral centres.PatientsEleven patients with MTC and occurrence of ECS and 22 matched MTC patients without ECS were included.MeasurementsThe primary endpoint of this study was the overall survival (OS) in MTC patients with ECS versus 1:2 matched MTC patients without ECS.ResultsThe median age at diagnosis of ECS was 59 years (range: 35–81) and the median time between initial diagnosis of MTC and diagnosis of ECS was 29 months (range: 0–193). Median serum morning cortisol was 49 µg/dl (range: 17–141, normal range: 6.2–18). Eight (73%) patients received treatment for ECS. Treatment of ECS consisted of bilateral adrenalectomy (BADX) in four (36%) patients and adrenostatic treatment in eight (73%) patients. One patient received treatment with multityrosine kinase inhibitor (MKI) to control hypercortisolism. All patients experienced complete resolution of symptoms of Cushing's syndrome and biochemical control of hypercortisolism. Patients with ECS showed a shorter median OS of 87 months (95% confidence interval [95% CI]: 64–111) than matched controls (190 months, 95% CI: 95–285). Of the nine deaths, four were related to progressive disease (PD). Four patients showed PD as well as complications and comorbidities of hypercortisolism before death.ConclusionThis study shows that ECS occurs in advanced stage MTC and is associated with a poor prognosis. Adrenostatic treatment and BADX were effective systemic treatment options in patients with MTC and ECS to control their hypercortisolism. MKI treatment achieved complete remission of hypercortisolism and sustained tumour control in one treated case.
Real-World Efficacy and Safety of Multi-Tyrosine Kinase Inhibitors in Radioiodine Refractory Thyroid Cancer
Koehler, Viktoria Florentine , Berg, Elke, Adam, Pia , Weber, Gian-Luca, Pfestroff, Andreas , Luster, Markus , Kutsch, Jana Maria, Sandner, Benjamin, Rayes, Nada, Fuß, Carmina Teresa , Kreißl, Michael C. , Hoster, Eva , Allelein, Stephanie, Kroiß, Matthias , Spitzweg, Christine , glands, on behalf of the German Study Group for Rare Malignant Tumors of the Thyroid and Parathyroid, Kroiss, Matthias , Hoster, Eva , Lapa, Constantin , Schott, Matthias , Todica, Andrei S. , Fassnacht, Martin, glands, on behalf of the German Study Group for Rare Malignant Tumors of the Thyroid and Parathyroid

Thyroid® | August 18, 2021 | Volume: 31 | Issue: 10 | Pages: 1531-1541

10.1089/thy.2021.0091 Get It

Background: The management of patients with locally advanced or metastatic differentiated thyroid cancer (DTC) that is refractory to radioiodine (RAI) remains a therapeutic challenge. The multi-tyrosine kinase inhibitors (TKIs) sorafenib and lenvatinib have been approved based on phase 3 clinical trials. Patients and Methods: We aimed at describing the efficacy and safety of TKI treatment of RAI-refractory DTC in a real-world setting at six German referral centers. One hundred and one patients with locally advanced or metastatic RAI-refractory DTC treated with sorafenib, lenvatinib, and/or pazopanib were included. Progression-free survival (PFS) and overall survival (OS) probabilities were estimated by using the Kaplan-Meier method. Results: Ninety-seven of 101 patients had progressive disease before TKI initiation. The median PFS for first-line treatment with sorafenib ( n = 33), lenvatinib ( n = 53), and pazopanib ( n = 15) was 9 (95% confidence interval 5.2–12.8), 12 (4.4–19.6), and 12 months (4.4–19.6), respectively. The median OS for first-line treatment was 37 (10–64) for sorafenib, 47 (15.5–78.5) for lenvatinib, and 34 months (20.2–47.8) for pazopanib. Serious complications (e.g., hemorrhage, acute coronary syndrome, and thrombosis/venous thromboembolism) occurred in 16 out of 75 (21%) patients taking lenvatinib, in 3 out of 42 (7%) patients taking sorafenib, and in 3 out of 24 (13%) patients taking pazopanib. Conclusions: Sorafenib, lenvatinib, and pazopanib are effective treatment options in the majority of patients with RAI-refractory DTC. The PFS and six-month survival rate in patients treated with lenvatinib und pazopanib appear to compare favorably with sorafenib in the first-line treatment setting. However, a more advanced disease stage at treatment initiation in sorafenib- and pazopanib-treated patients in the era before TKI-approval and the retrospective nature of this study precludes a direct comparison of TKIs.