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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
11

Abnormal Localization and Accumulation of FLT3-ITD, a Mutant Receptor Tyrosine Kinase Involved in Leukemogenesis

Koch, Sina, Jacobi, Angela, Ryser, Martin, Ehninger, Gerhard, Thiede, Christian 04 March 2014 (has links) (PDF)
Aberrant subcellular localization of mutant transmembrane receptors is increasingly acknowledged as a possible mechanism for an altered signaling quality leading to transformation. There is evidence that mutated receptor tyrosine kinases of subclass III, for example the platelet-derived growth factor receptor (PDGFR) and KIT-protein, are aberrantly localized in human cancers. In order to further analyze this phenomenon, we investigated the localization of FLT3, a subclass III receptor tyrosine kinase frequently mutated in leukemia. By immunofluorescence staining and confocal laser scanning microscopy we found that in retrovirally transduced COS7 cells, wild type FLT3 receptor protein is localized primarily at the cell surface. In contrast, a mutant FLT3 receptor protein with an internal tandem duplication (ITD) accumulates in a perinuclear region and is not detectable at the plasma membrane. Surprisingly, and in contrast to previously published data, intracellular FLT3-ITD accumulation could neither be detected in the endoplasmic reticulum (ER) nor in the Golgi apparatus. Furthermore, transient overexpression per se leads to accumulation of wild type FLT3 receptor protein in the ER in addition to surface localization, probably due to inefficient intracellular transport by the overloaded sorting machinery of the secretory pathway. Based on our data and the immature glycosylation pattern of FLT3-ITD, we speculate that the mutant protein resides most probably in an unidentified compartment of the secretory pathway between the ER and the Golgi apparatus. / Dieser Beitrag ist mit Zustimmung des Rechteinhabers aufgrund einer (DFG-geförderten) Allianz- bzw. Nationallizenz frei zugänglich.
12

Functional screening of primary DNMT3A-mutant AML cells in search for new therapeutic targets

Sidorova, Olga 21 September 2021 (has links)
Acute myeloid leukemia (AML) is a malignancy of the hematopoietic system caused by somatic mutations that accumulate in hematopoietic stem and progenitor cells. The cells are thereby transformed into leukemic stem cells (LSCs), which cannot be efficiently eliminated with the standard chemotherapy treatment. Thus, LSCs pose a risk of relapse for AML patients. There- fore, identification and characterization of LSCs is a major challenge in the field of AML research. Through next generation sequencing approaches the mutational spectrum of AML cells has been established and a continuous effort is being made to resolve the order of mutation acquisition and their functional consequences. In the subgroup of AML patients that bear a mutation in Nucleophosmin 1 (NPM1 ), a mutation in DNA-methyltransferase 3 A (DNMT3A) has been often found as a co-occurring event. Evidence suggests that this mutation arises early in leukemogene- sis and marks leukemic progenitors and stem cells. However, the functional consequences of this mutation are far from being understood. In this thesis work, I set out to unravel novel functional dependencies of the DNMT3A-mutant AML cells that can be exploited for therapeutic purposes. To nominate genes that are essential for the survival of primary AML cells, I performed a func- tional RNA interference-mediated drop out screen in 38 DNMT3A- and NPM1-mutant AML patient lines. The patients in this cohort were divided into two groups, based on the treatment outcome: an early relapse (ER) group and a long term remission (LTR) group. To nominate can- didate genes in each group, I have selected 12 screens with the highest data quality and performed a differential bioinformatic analysis. The analysis yielded 7 potential candidates, from which I initially validated three: Glucocorticoid modulatory element binding protein 1 (GMEB1), Mouse double minute 4 (MDM4) – both shared between the ER and the LTR groups – and Thioredoxin domain containing protein 9 (TXNDC9 ), which scored only in the ER group. Additional rounds of validation nominated MDM4 as the strongest candidate. To investigate the role of MDM4 in LSCs, I knocked it down in three patient samples and performed the long-term culture-initiating cell assay. However, the number of progenitor colonies that formed by the end of the assay was not enough for a statistical evaluation, probably due to the low frequency of long-term culture- initiating cells in the samples. Therefore, no conclusion regarding the functional dependency of LSCs on MDM4 could be made. However, a recent study suggested that loss of MDM4 causes cell cycle arrest and induces apoptosis in leukemic cell lines and primary cells, including progenitor populations, confirming the findings of this thesis. Nevertheless, the question about the role of MDM4 in NPM1 -mutant AML cells remains open. The NPM1 involvement in the p14Arf-MDM2- p53 pathway and the deregulation of this pathway caused by the NPM1 mutation indicate that MDM4 might poses special functions in NPM1 -mutant AML. Therefore, it should be investigated if MDM4 is a particularly suitable therapeutic target in AML with NPM1 mutation.
13

Abnormal Localization and Accumulation of FLT3-ITD, a Mutant Receptor Tyrosine Kinase Involved in Leukemogenesis

Koch, Sina, Jacobi, Angela, Ryser, Martin, Ehninger, Gerhard, Thiede, Christian January 2008 (has links)
Aberrant subcellular localization of mutant transmembrane receptors is increasingly acknowledged as a possible mechanism for an altered signaling quality leading to transformation. There is evidence that mutated receptor tyrosine kinases of subclass III, for example the platelet-derived growth factor receptor (PDGFR) and KIT-protein, are aberrantly localized in human cancers. In order to further analyze this phenomenon, we investigated the localization of FLT3, a subclass III receptor tyrosine kinase frequently mutated in leukemia. By immunofluorescence staining and confocal laser scanning microscopy we found that in retrovirally transduced COS7 cells, wild type FLT3 receptor protein is localized primarily at the cell surface. In contrast, a mutant FLT3 receptor protein with an internal tandem duplication (ITD) accumulates in a perinuclear region and is not detectable at the plasma membrane. Surprisingly, and in contrast to previously published data, intracellular FLT3-ITD accumulation could neither be detected in the endoplasmic reticulum (ER) nor in the Golgi apparatus. Furthermore, transient overexpression per se leads to accumulation of wild type FLT3 receptor protein in the ER in addition to surface localization, probably due to inefficient intracellular transport by the overloaded sorting machinery of the secretory pathway. Based on our data and the immature glycosylation pattern of FLT3-ITD, we speculate that the mutant protein resides most probably in an unidentified compartment of the secretory pathway between the ER and the Golgi apparatus. / Dieser Beitrag ist mit Zustimmung des Rechteinhabers aufgrund einer (DFG-geförderten) Allianz- bzw. Nationallizenz frei zugänglich.
14

Molecular profiling and clinical implications of patients with acute myeloid leukemia and extramedullary manifestations

Eckardt, Jan‑Niklas, Stölzel, Friedrich, Kunadt, Desiree, Röllig, Christoph, Stasik, Sebastian, Wagenführ, Lisa, Jöhrens, Korinna, Kuithan, Friederike, Krämer, Alwin, Scholl, Sebastian, Hochhaus, Andreas, Crysandt, Martina, Brümmendorf, Tim H., Naumann, Ralph, Steffen, Björn, Kunzmann, Volker, Einsele, Hermann, Schaich, Markus, Burchert, Andreas, Neubauer, Andreas, Schäfer-Eckart, Kerstin, Schliemann, Christoph, Krause, Stefan W., Herbst, Regina, Hänel, Mathias, Hanoun, Maher, Kaiser, Ulrich, Kaufmann, Martin, Rácil, Zdenek, Mayer, Jiri, Kroschinsky, Frank, Berdel, Wolfgang E., Ehninger, Gerhard, Serve, Hubert, Müller‑Tidow, Carsten, Platzbecker, Uwe, Baldus, Claudia D., Schetelig, Johannes, Bornhäuser, Martin, Thiede, Christian, Middeke, Jan Moritz 20 March 2024 (has links)
Background: Extramedullary manifestations (EM) are rare in acute myeloid leukemia (AML) and their impact on clinical outcomes is controversially discussed. - Methods: We retrospectively analyzed a large multi-center cohort of 1583 newly diagnosed AML patients, of whom 225 (14.21%) had EM. - Results: AML patients with EM presented with significantly higher counts of white blood cells (p < 0.0001), peripheral blood blasts (p < 0.0001), bone marrow blasts (p = 0.019), and LDH (p < 0.0001). Regarding molecular genetics, EM AML was associated with mutations of NPM1 (OR: 1.66, p < 0.001), FLT3-ITD (OR: 1.72, p < 0.001) and PTPN11 (OR: 2.46, p < 0.001). With regard to clinical outcomes, EM AML patients were less likely to achieve complete remissions (OR: 0.62, p = 0.004), and had a higher early death rate (OR: 2.23, p = 0.003). Multivariable analysis revealed EM as an independent risk factor for reduced overall survival (hazard ratio [HR]: 1.43, p < 0.001), however, for patients who received allogeneic hematopoietic cell transplantation (HCT) survival did not differ. For patients bearing EM AML, multivariable analysis unveiled mutated TP53 and IKZF1 as independent risk factors for reduced event-free (HR: 4.45, p < 0.001, and HR: 2.05, p = 0.044, respectively) and overall survival (HR: 2.48, p = 0.026, and HR: 2.63, p = 0.008, respectively). - Conclusion: Our analysis represents one of the largest cohorts of EM AML and establishes key molecular markers linked to EM, providing new evidence that EM is associated with adverse risk in AML and may warrant allogeneic HCT in eligible patients with EM.
15

Post-translational Modifications Of C/EBP Alpha p30 Regulate Its Functions In Leukemogenesis and Differentiation

Nguyễn, Thùy Linh 24 November 2022 (has links)
Die myeloische Entwicklung wird durch die Familie der Transkriptionsfaktoren CCAAT/Enhancer-Binding-Protein (C/EBP) reguliert. Eine aberrante Expression oder Funktion von C/EBPs stört die normale myeloische Differenzierung und wird bei vielen Arten hämatopoetischer Malignome beobachtet. Mutationen von CEBPA führen zu einem veränderten Expressionsanteil der verkürzten Isoform C/EBPa p30 und werden bei etwa 15% der AML-Patienten (akute myeloische Leukämie) nachgewiesen. Obwohl die verkürzte Isoform C/EBPα p30 als Onkogen identifiziert wurde da sie die Proliferation myeloischer Vorläufer fördert, behält sie dennoch eine Differenzierungsfunktion. Unser Interesse gilt der Frage, wie diese beiden Funktionen von C/EBPα p30 reguliert werden. Die C/EBP-Familie gehört der Gruppe intrinsisch ungeordneter Proteine an, die zudem viele posttranslationale Modifikationen (PTMs) aufweisen. PTMs auf C/EBPα verändern seine biologische Funktionsweise stark. Frühere Forschungsarbeiten haben drei Argininreste am N-Terminus von C/EBPα p30 identifiziert, die aufgrund des Methylierungsstatus differentiell mit anderen Proteinen interagieren. In dieser Arbeit untersuchen wir den Einfluss der C/EBPα p30 Arginin-Methylierung auf seine pro-leukämische Aktivität sowie dessen Fähigkeit zur Neuausrichtung der hämatopoietischen Differenzierungslinie. Mit Hilfe von Aminosäuresubstitutionen fanden wir heraus, dass C/EBPα p30 Mutanten der Methylierungsmimesis oder Ladungsabschaffung die myeloische Differenzierung verstärkt, während Ladungserhalt-Mutanten die Erneuerung und Proliferation hämatopoetischer Stamm-/Vorläuferzellen unterstützt. Transkriptionelles Profiling von Zellen, die mutierte C/EBPα -p30-Varianten exprimieren, deutet auf potenzielle Ziele der methyliertem bzw. unmethyliertem C/EBPα p30 hin. Die Ergebnisse legen nahe, dass der Arginin-Methylierungsstatus das Leukämie- und Differenzierungs-Potenzial von C/EBPα p30 verändert und somit ein neues Ziel der Leukämietherapie darstellen könnten. / Myeloid development is regulated by the family of transcription factors CCAAT/enhancer-binding-protein (C/EBP). Aberrant expression or functioning of C/EBPs disturbs normal myeloid differentiation and is found in many types of hematopoietic malignancies. Mutations of CEBPA lead to imbalanced expression of the truncated isoform C/EBPα p30 and are found in approximately 15% of AML (acute myeloid leukemia) patients. Yet, how C/EBPα participates in leukemic progression remains to be discovered. More specifically, the truncated isoform C/EBPα p30, although being identified as an oncogenic isoform that promotes proliferation of myeloid progenitors, still retains differentiation function. The question of how both functions of C/EBPα p30 are regulated, is of our interest. C/EBP family also represents a group of intrinsically disordered proteins, which contain many post-translational modifications (PTMs). PTMs on C/EBPα greatly alter its functioning. Previous works have identified three arginine residues at the N-terminus of C/EBPα p30 that interact differently with others protein dependent on their methylation status. We hypothesize, that methylation of these arginine residues plays important roles in the biology of C/EBPα p30. In this study, we used a lymphoid-to-myeloid transdifferentiation (LMT) system to investigate the influence of arginine-methylation on C/EBPα-induced lineage switch and its pro-leukemic activity. Using amino acid substitution, we found that C/EBPα p30 mutants that resemble arginine-methylated p30 enhanced myeloid differentiation, while the charge-retention mutant, resembling arginine-unmethylated p30, supported renewability and proliferation of hematopoietic progenitors. Transcriptional profiling of cells expressing C/EBPα p30 variants suggested potential targets of either methylated or unmethylated p30. The results implied that arginine methylations alter C/EBPα p30’s leukemic potential and might comprise novel targets of leukemia therapy.
16

Targeting the leukemic stem cell niche: An opportunity for novel therapeutic treatment options

Fusenig, Maximilian 09 June 2022 (has links)
Acute myeloid leukemia (AML) presents the deadliest form of blood cancer which leads to abrupt, premature deaths. Current therapeutic treatment options in AML are unspecific, resulting in high relapse rates and poor clinical responses in patients. Therapy-resistant, stem cell-like AML cells are believed to be protected by proximal stromal cells in their microenvironment, the leukemic stem cell niche. In part A of this work, an innovative first-of-its-kind arrayed endoribonuclease-prepared siRNA (esiRNA) screen was established for the targeted identification of stromal-derived, AML-supportive genes. Immortalized bone-marrow derived mesenchymal stromal cells (SCP-1) were subjected to individual esiRNA-mediated target gene knockdowns (KD) and subsequently cocultured with AML cell lines MV4-11, OCI-AML3, MOLM-13 and HL-60. AML proliferation and therapy resistance to cytostatic agents Cytarabine or Daunorubicin and tyrosine kinase inhibitor Midostaurin were assessed in direct cocultures. In SCP-1, several secreted, membrane-associated and intracellular molecules were identified which, upon esiRNA-mediated KD, resulted in proliferation inhibition and enhanced treatment response of cocultured AML cells. Carbonic anhydrase 9 (CA9), a stabilizer of intracellular pH, was identified as a supportive factor in proliferation and resistance of leukemic cells to Daunorubicin treatment whilst CA9-KD exerted only a comparably low toxicity in SCP-1 cells. Excitingly, published data by Chen and colleagues (Blood, 2017, Vol. 130, Suppl. 1, 2521) indicated an upregulation of CA9 in hypoxic ex vivo cultures of leukemic cells, measured an anti-leukemic effect of pharmacological CA9 inhibition and identified a synergistic effect on leukemic cells via combinatorial treatment of CA9-inhibition and Cytarabine under hypoxic culture conditions. Taken together, an arrayed esiRNA screen identified CA9 and other stromal-derived factors which potentially open up new avenues for selective therapeutic treatments targeting the leukemic microenvironment in AML. Currently, preclinical leukemia research relies on artificial suspension cultures of AML cells and highly sophisticated, patient-derived xenograft (PDX) mouse models that are marked by suboptimal translation of findings of PDX experiments into the clinic. Recent developments in complex three-dimensional (3D) hydrogel star-shaped poly(ethylene glycol) (starPEG)-heparin cocultures of leukemic and stromal cells of human origin showed promising results in proliferation and drug response studies. Therefore, in part B of this work, a high throughput screening (HTS)-compatible 3D hydrogel culture setup of human stromal cells was established in 384-well plates. Implementation of design of experiments (DoE) enabled an efficient, cost-effective optimization of hydrogel monocultures of human umbilical vein endothelial cells (HUVECs). Optimized culture conditions favored angiogenic sprouting of hydrogel-embedded HUVECs which responded to angiogenic inhibitors Axitinib, AZD4547 and Bevacizumab in a dose-dependent manner. A coculture with bone marrow derived MSCs altered the angiogenic network formation of endothelial CD31+ vessel-like structures. The hydrogel coculture was further stabilized by extensive hydrogel degradation and ECM deposition of MSCs. Stromal MSC networks were illustrated as highly interconnected and elongated F-Actin filament structures (CD31- F-Actin+) that were closely associating with CD31+ F-Actin+ endothelial vessel-like structures. Excitingly, the established 3D hydrogel HTS platform of primary human stromal cells enables future addition of patient-derived leukemic cells for targeted leukemic vulnerability screens in an ex vivo cell culture model of the perivascular stem cell niche. / Akute myeloische Leukämie (AML) gilt als die tödlichste Form der Blutkrebserkrankungen, welche untherapiert zum abrupten, vorzeitigen Tod führt. Etablierte therapeutische Verfahren der AML sind unspezifisch, welche durch heterogene Behandlungseffekte gekennzeichnet sind und zu hohen Rückfallquoten führen. Man vermutet, dass therapie-resistente, stammzellähnliche leukämische Zellen von proximal residierenden Stromazellen in ihrem Mikromilieu, in der sogenannten leukämischen Stammzellnische, vor therapeutischen Behandlungen geschützt werden. In Teil A dieser Arbeit wurde ein innovativer, neuartiger Screen basierend auf Endoribonuklease-generierten kleinen, interferierenden Ribonukleinsäuren (esiRNAs) für eine gezielte Identifikation von AML-supportiven, stromalen Faktoren etabliert. Immortalisierte, mesenchymale Stromazellen aus dem Knochenmark (SCP-1) wurden in einem Array mit spezifischen esiRNAs transfiziert, um esiRNA-basierende inhibierende Effekte (Knockdown) auf die Genexpression von Zielgenen in SCP-1 zu studieren und indirekte Auswirkungen auf Proliferationsrate und Therapieresistenz von kokultivierten leukämischen Zelllinien, MV4-11, OCI-AML3, MOLM-13 und HL-60, bei Behandlung mit Cytarabin, Daunorubicin und Midostaurin, zu studieren. Mehrere sezernierte, membranständige und intrazelluläre Faktoren wurden in SCP-1 identifiziert, deren esiRNA-vermittelter Knockdown zu einer Proliferationsminderung sowie verstärkten Toxizitätseffekten von applizierten Therapeutika in Leukämiezellen führten. Beispielhaft wurde Carboanhydrase (CA9), ein Enzym welches den intrazellularen pH einer Zelle stabilisert, als Target identifiziert. Ein Knockdown von CA9 in SCP-1 resultierte in einer Proliferationsminderung von kokultivierten Leukämiezellen, welche des Weiteren in einer Behandlung mit Daunorubicin verstärkt abgetötet wurden. Publizierte Daten von Chen et al. (Blood, 2017, Vol. 130, Suppl. 1, 2521) zeigten, dass CA9 in hypoxischen ex vivo Kulturen in leukämischen Zellen hochreguliert war und, dass dessen pharmakologische Inhibition einen anti-leukämischen Effekt aufwies. Zudem wurde ein synergistischer Therapieffekt, bei einer Kombinationstherapie mit einem CA9-Inhibitor und Cytarabin, auf AML Zellen in hypoxischer Zellkultur festgestellt. Zusammenfassend wurden in einem esiRNA-Screen CA9 und weitere stromal-exprimierte Faktoren identifiziert, die das Potential besitzen neuartige Therapiestrategien zu ermöglichen, welche auf die leukämische Stammzellnische als Zielstruktur ausgerichtet sind. In der präklinischen Forschung von hämatologischen Erkrankungen werden vorrangig artifizielle zweidimensionale Suspensionskulturen von Leukämiezellen verwendet oder ausgefeilte, patienten-derivierende Xenograft (PDX) Mausmodelle eingesetzt. Bedauerlicherweise weisen Erkenntnisse aus Mausmodellen eine geringe Translationseffizienz in die klinische Forschung auf. Neuste Entwicklungen mit komplexen, dreidimensionalen Hydrogelkulturen, bestehend aus sternförmigem Polyethylenglykol (starPEG) und Heparin, von stromalen und leukämischen Zellen humanen Ursprungs zeigten vielversprechende Ergebnisse in präklinischen Proliferations- und Vulnerabilitätsstudien. Daher wurde in Teil B dieser Arbeit ein hochdurchsatzfähiges dreidimensionales Kultursystem von humanen Stromazellen in Hydrogelen entwickelt. Per statistischer Versuchsplanung wurde eine effiziente, kostengünstige Optimierung von etablierten Hydrogelkulturen für die Hochdurchsatz-kompatible Kultur von humanen venösen Endothelzellen aus Nabelschnuren (HUVECs) durchgeführt. Optimierte Kulturbedingungen führten zur Angiogenese von Hydrogel-eingebetteten HUVECs, welche des Weiteren auf die Angiogenese-Inhibitoren Axitinib, AZD4547 und Bevacizumab in einer konzentrationsabhängigen Weise mit verminderter Bildung von gefäßähnlichen Strukturen reagierten. Eine Kokultur von HUVECs mit primären, mesenchymalen Stromazellen aus dem Knochenmark (MSCs) beeinflusste die Bildung von CD31+ gefäßähnlichen Strukturen. Die Hydrogel-Kokultur wurde des Weiteren durch verstärkte Degradation des Hydrogels und Deposition von Komponenten der extrazellulären Matrix via MSCs verändert und dadurch zusätzlich stabilisiert. Geformte Netzwerkstrukturen von MSCs und HUVECs wurden mittels F-Actin Färbung identifiziert, wodurch ersichtlich wurde, dass Strukturen von MSCs (CD31- F-Actin+) in enger räumlicher Distanz zu HUVEC Strukturen (CD31+ F-Actin+) gebildet wurden. Spannenderweise ermöglicht die, in dieser Arbeit etablierte, Hochdurchsatz-kompatible Kokultur von humanen Stromazellen die Möglichkeit auch leukämische Zellen in die Hydrogelmatrix einzubetten. Eine humane AML-Stroma Kokultur in Hydrogelen wird gezielte Vulnerabilitätsscreens von AML Zellen in einem komplexen ex vivo Zellkulturmodel der perivaskulären Stammzellnische ermöglichen.
17

Das Monitoring Minimaler Resterkrankung bei Patienten mit akuter myeloischer Leukämie und Myelodysplastischem Syndrom nach allogener Blutstammzelltransplantation mit reduzierter Konditionierung

Hubmann, Max 31 May 2012 (has links)
Im Rahmen dieser Dissertation wurde retrospektiv die Minimale Resterkrankung von Patienten mit akuter myeloischer Leukämie und Myelodysplastischen Syndrom nach allogener Stammzelltransplantation mit minimaler Konditionierung untersucht. Hierfür wurden vier unterschiedliche Methoden zur Detektion der Minimalen Resterkrankung analysiert. Nach Etablierung einer quantitativen Real-Time PCR für das Wilms Tumor Gen 1 (WT1) im peripheren Blut wurden diese Ergebnisse mit bereits routinemäßig erhobenen Daten des Chimärismus im Gesamtknochenmark und in CD34+ Zellen sowie der Fluoreszenz-in-situ-Hybridisierung (FISH) krankheitsspezifischer chromosomaler Aberrationen von insgesamt 88 Patienten verglichen und statistisch ausgewertet. Es konnte gezeigt werden, dass die Genexpressionanalysen des WT1 sowie die Chimärismusanalysen ein Rezidiv im Gegensatz zu den FISH Analysen vier Wochen im Voraus detektieren können. In Reiceiver Operating Curve Analysen wurden eine WT1 Expression von > 24 WT1/10.000 ABL1 Kopien und der Abfall des CD34+ Spenderchimärismus von ≥ 5% als diagnostisch stärkste Methoden identifiziert. In uni- und multivariaten Analysen von insgesamt 20 Parametern wurden die beiden Methoden als unabhängige Variablen für ein frühes Rezidiv, progressionsfreies Überleben und Gesamtüberleben bestätigt. Kombiniert man beide Methoden, so kann bei jeweiligem negativen Testergebnis ein Rezidiv innerhalb der nächsten vier Wochen nahezu ausgeschlossen werden.
18

Deep learning identifies Acute Promyelocytic Leukemia in bone marrow smears

Eckardt, Jan‑Niklas, Schmittmann, Tim, Riechert, Sebastian, Kramer, Michael, Shekh Sulaiman, Anas, Sockel, Katja, Kroschinsky, Frank, Schetelig, Johannes, Wagenführ, Lisa, Schuler, Ulrich, Platzbecker, Uwe, Thiede, Christian, Stölzel, Friedrich, Röllig, Christoph, Bornhäuser, Martin, Wendt, Karsten, Middeke, Jan Moritz 20 March 2024 (has links)
Background: Acute promyelocytic leukemia (APL) is considered a hematologic emergency due to high risk of bleeding and fatal hemorrhages being a major cause of death. Despite lower death rates reported from clinical trials, patient registry data suggest an early death rate of 20%, especially for elderly and frail patients. Therefore, reliable diagnosis is required as treatment with differentiation-inducing agents leads to cure in the majority of patients. However, diagnosis commonly relies on cytomorphology and genetic confirmation of the pathognomonic t(15;17). Yet, the latter is more time consuming and in some regions unavailable. - Methods: In recent years, deep learning (DL) has been evaluated for medical image recognition showing outstanding capabilities in analyzing large amounts of image data and provides reliable classification results. We developed a multi-stage DL platform that automatically reads images of bone marrow smears, accurately segments cells, and subsequently predicts APL using image data only. We retrospectively identified 51 APL patients from previous multicenter trials and compared them to 1048 non-APL acute myeloid leukemia (AML) patients and 236 healthy bone marrow donor samples, respectively. - Results: Our DL platform segments bone marrow cells with a mean average precision and a mean average recall of both 0.97. Further, it achieves high accuracy in detecting APL by distinguishing between APL and non-APL AML as well as APL and healthy donors with an area under the receiver operating characteristic of 0.8575 and 0.9585, respectively, using visual image data only. - Conclusions: Our study underlines not only the feasibility of DL to detect distinct morphologies that accompany a cytogenetic aberration like t(15;17) in APL, but also shows the capability of DL to abstract information from a small medical data set, i. e. 51 APL patients, and infer correct predictions. This demonstrates the suitability of DL to assist in the diagnosis of rare cancer entities. As our DL platform predicts APL from bone marrow smear images alone, this may be used to diagnose APL in regions were molecular or cytogenetic subtyping is not routinely available and raise attention to suspected cases of APL for expert evaluation.
19

Expression von Peptidyl-prolyl cis/trans isomerase NIMA-interacting 1 (PIN1) in Blasten von Patienten mit akuter myeloischer Leukämie / Expression of peptidyl-prolyl cis/trans isomerase NIMA-interacting 1 (PIN1) in blasts of patients with acute myeloid leukemia

Hangen, Hanne 05 July 2011 (has links)
No description available.

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