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Machine-Learning-Based Identification of Tumor Entities, Tumor Subgroups, and Therapy Options
(2023)
Molecular genetic analyses, such as mutation analyses, are becoming increasingly important in the tumor field, especially in the context of therapy stratification. The identification of the underlying tumor entity is crucial, but can sometimes be difficult, for example in the case of metastases or the so-called Cancer of Unknown Primary (CUP) syndrome. In recent years, methylome and transcriptome utilizing machine learning (ML) approaches have been developed to enable fast and reliable tumor and tumor subtype identification. However, so far only methylome analysis have become widely used in routine diagnostics.
The present work addresses the utility of publicly available RNA-sequencing data to determine the underlying tumor entity, possible subgroups, and potential therapy options. Identification of these by ML - in particular random forest (RF) models - was the first task. The results with test accuracies of up to 99% provided new, previously unknown insights into the trained models and the corresponding entity prediction. Reducing the input data to the top 100 mRNA transcripts resulted in a minimal loss of prediction quality and could potentially enable application in clinical or real-world settings.
By introducing the ratios of these top 100 genes to each other as a new database for RF models, a novel method was developed enabling the use of trained RF models on data from other sources.
Further analysis of the transcriptomic differences of metastatic samples by visual clustering showed that there were no differences specific for the site of metastasis. Similarly, no distinct clusters were detectable when investigating primary tumors and metastases of cutaneous skin melanoma (SKCM).
Subsequently, more than half of the validation datasets had a prediction accuracy of at least 80%, with many datasets even achieving a prediction accuracy of – or close to – 100%.
To investigate the applicability of the used methods for subgroup identification, the TCGA-KIPAN dataset, consisting of the three major kidney cancer subgroups, was used. The results revealed a new, previously unknown subgroup consisting of all histopathological groups with clinically relevant characteristics, such as significantly different survival. Based on significant differences in gene expression, potential therapeutic options of the identified subgroup could be proposed.
Concludingly, in exploring the potential applicability of RNA-sequencing data as a basis for therapy prediction, it was shown that this type of data is suitable to predict entities as well as subgroups with high accuracy. Clinical relevance was also demonstrated for a novel subgroup in renal cell carcinoma. The reduction of the number of genes required for entity prediction to 100 genes, enables panel sequencing and thus demonstrates potential applicability in a real-life setting.
Current guidelines recommend consolidation with autologous stem cell transplantation (autoSCT) after induction chemotherapy for most patients with peripheral T-cell lymphoma (PTCL). This assumption is based on five prospective phase II studies, three of which included <50 patients with limited follow-up. Here we present the final analysis of the prospective German study. The treatment regimen consisted of four to six cycles of CHOP chemotherapy followed by mobilizing therapy and stem cell collection. Patients in complete remission (CR) or partial remission (PR) underwent myeloablative chemo(radio)therapy and autoSCT. From January 2001 to July 2010, 111 patients were enrolled in the study. The main subgroups were PTCL not specified (n=42) and angioimmunoblastic T-cell lymphoma (n=37). Seventy-five (68%) of the 111 patients received transplantation. The main reason for not receiving autoSCT was progressive disease. In an intent-to-treat analysis, the complete response rate after myeloablative therapy was 59%. The estimated 5-year overall survival, disease-free survival and progression-free survival rates were 44%, 54% and 39%, respectively. The results of this study confirm that upfront autoSCT can result in long-term remissions in patients with all major subtypes of PTCL and therefore should be part of first-line therapy whenever possible.
Interleukin-2-regulatory T cell axis critically regulates maintenance of hematopoietic stem cells
(2017)
The role of IL-2 in HSC maintenance is unknown. Here we show that Il2\(^{−/-}\) mice develop severe anomalies in HSC maintenance leading to defective hematopoiesis. Whereas, lack of IL-2 signaling was detrimental for lympho- and erythropoiesis, myelopoiesis was enhanced in Il2\(^{−/-}\) mice. Investigation of the underlying mechanisms of dysregulated hematopoiesis in Il2\(^{−/-}\) mice shows that the IL-2-T\(_{reg}\) cell axis is indispensable for HSC maintenance and normal hematopoiesis. Lack of T\(_{reg}\) activity resulted in increased IFN-γ production by activated T cells and an expansion of the HSCs in the bone marrow (BM). Though, restoring T\(_{reg}\) population successfully rescued HSC maintenance in Il2\(^{-/-}\) mice, preventing IFN-γ activity could do the same even in the absence of T\(_{reg}\) cells. Our study suggests that equilibrium in IL-2 and IFN-γ activity is critical for steady state hematopoiesis, and in clinical conditions of BM failure, IL-2 or anti-IFN-γ treatment might help to restore hematopoiesis.
Innerhalb der Gruppe der kutanen T-Zell-Lymphome ist die CD4+ klein-/mittelgroßzellige T-Zell-Lymphoproliferation (SMTCL) eine seltene und bisher als provisorisch erfasste Entität.
Um genauere Kenntnisse zu Klinik und Verlauf, Histologie und Immunphänotyp zu gewinnen, untersuchten wir in dieser Fallserie an 95 Fällen entsprechende Charakteristika. Dabei konnten alle der bisher provisorisch definierten Eigenschaften der SMTCL bestätigt werden. Lediglich die 5-Jahre-Überlebensrate zeigte sich mit 100% weitaus höher als die in der WHO-/EORTC-Klassifikation angegebenen 60–80%. Diese Bestätigung der provisorisch definierten Eigenschaften an einem größeren Kollektiv kann dazu beitragen, dass die SMTCL in die nächste Version der WHO-Klassifikation – durch ausreichende Daten gestützt – als definitive Entität aufgenommen werden kann.
Insgesamt konnten in dieser Studie einige Faktoren, die mit einem weniger indolenten Krankheitsverlauf assoziiert sind, identifiziert werden. So zeigten klinisch ein initial bestehender generalisierter Hautbefall sowie eine extrafaziale Lokalisation der Läsion einen weniger indolenten Verlauf an. Auch Patienten, bei denen ein Verlust von CD2, CD3 oder CD5 bei den Tumorzellen festgestellt wurde, wiesen einen für die CD4+ SMTCL ungewöhnlichen und weniger indolenten Krankheitsverlauf mit häufigeren Rezidiven und seltenerem Erreichen einer kompletten Remission auf. Histopathologisch schien eine oberflächlichere Infiltrattiefe des Präparates sowie das Vorhandensein eines fokalen Epidermotropismus einen negativen prognostischen Wert zu besitzen.
Bezüglich des Gesamtüberlebens hatten allerdings auch Patienten mit einem der identifizierten negativen prognostischen Faktoren eine exzellente Prognose. Bei Vorliegen eines dieser negativen Faktoren sollte jedoch eine engmaschigere klinische Überwachung erfolgen.
Aims
Chondroid lipoma (CL) is a benign tumor that mimics a variety of soft tissue tumors and is characterized by translocation (11;16). Here, we analyze CL and its histological mimics.
Methods
CL ( ) was compared to a variety of histological mimics ( ) for morphological aspects and immunohistochemical features including cyclinD1(CCND1). Using FISH analysis, CCND1 and FUS were investigated as potential translocation partners.
Results
All CLs were strongly positive for CCND1. One of 4 myoepitheliomas, CCND1, was positive. In well-differentiated lipomatous tumors and in chondrosarcomas, CCND1 was frequently expressed, but all myxoid liposarcomas were negative. FISH analysis did not give support for direct involvement of CCND1 and FUS as translocation partners.
Conclusions
Chondroid lipoma is extremely rare and has several and more prevalent histological mimics. The differential diagnosis of chondroid lipomas can be unraveled using immunohistochemical and molecular support.
Background:
Conventional parameters including Ki67, hormone receptor and Her2/neu status are used for risk stratification for breast cancer. The serine protease urokinase plasminogen activator (uPA) and the plasminogen activator inhibitor type-1 (PAI-1) play an important role in tumour invasion and metastasis. Increased concentrations in tumour tissue are associated with more aggressive potential of the disease. Multigene tests provide detailed insights into tumour biology by simultaneously testing several prognostically relevant genes. With OncotypeDX\(^{®}\), a panel of 21 genes is tested by means of quantitative real-time polymerase chain reaction.
The purpose of this pilot study was to analyse whether a combination of Ki67 and uPA/PAI-1 supplies indications of the result of the multigene test.
Methods:
The results of Ki67, uPA/PAI-1 and OncotypeDX\(^{®}\) were analysed in 25 breast carcinomas (luminal type, pT1/2, max pN1a, G2). A statistical and descriptive analysis was performed.
Results:
With a proliferation index Ki67 of < 14%, the recurrence score (RS) from the multigene test was on average in the low risk range, with an intermediate RS usually resulting if Ki67 was > 14%. Not elevated values of uPA and PAI-1 showed a lower rate of proliferation (average 8.5%) than carcinomas with an increase of uPA and/or PAI-1 (average 13.9%); p = 0.054, Student’s t-test. When Ki67 was > 14% and uPA and/or PAI-1 was raised, an intermediate RS resulted. These differences were significant when compared to cases with Ki67 < 14% with non-raised uPA/PAI-1 (p < 0.03, Student’s t-test). Without taking into account the proliferative activity, an intermediate RS was also verifiable if both uPA and PAI-1 showed raised values.
Conclusion:
A combination of the values Ki67 and uPA/PAI-1 tended to depict the RS to be expected. From this it can be deduced that an appropriate analysis of this parameter combination may be undertaken before the multigene test in routine clinical practice. The increasing cost pressure makes it necessary to base the implementation of a multigene test on ancillary variables and to potentially leave it out if not required in the event of a certain constellation of results (Ki67 raised, uPA and PAI-1 raised).
Background:
During the last years, (19)F-MRI and perfluorocarbon nanoemulsion (PFC) emerged as a powerful contrast agent methodology to track cells and to visualize inflammation. We applied this new modality to visualize deep tissue abscesses during acute and chronic phase of inflammation caused by Staphylococcus aureus infection.
Methodology and Principal Findings:
In this study, a murine thigh infection model was used to induce abscess formation and PFC or CLIO (cross linked ironoxides) was administered during acute or chronic phase of inflammation. 24 h after inoculation, the contrast agent accumulation was imaged at the site of infection by MRI. Measurements revealed a strong accumulation of PFC at the abscess rim at acute and chronic phase of infection. The pattern was similar to CLIO accumulation at chronic phase and formed a hollow sphere around the edema area. Histology revealed strong influx of neutrophils at the site of infection and to a smaller extend macrophages during acute phase and strong influx of macrophages at chronic phase of inflammation.
Conclusion and Significance:
We introduce (19)F-MRI in combination with PFC nanoemulsions as a new platform to visualize abscess formation in a murine thigh infection model of S. aureus. The possibility to track immune cells in vivo by this modality offers new opportunities to investigate host immune response, the efficacy of antibacterial therapies and the influence of virulence factors for pathogenesis.
Follikuläre Lymphome (FL) zählen zu den Non-Hodgkin-Lymphomen und stellen die
größte Untergruppe der B-Zell-Lymphome dar. Bedingt durch ihren meist indolenten
Verlauf werden sie oft erst in einem fortgeschrittenen klinischen Stadium III/IV
diagnostiziert und stellen dann eine systemische Erkrankung dar.
Gelegentlich wird in der histopathologischen Untersuchung eines befallenen
Lymphknotens eine nur partielle Infiltration beobachtet, die häufig auch in den
angeschlossenen Stagingmaßnahmen mit einer nur lokalen Tumorausbreitung (klinisches
Stadium I/II) assoziiert ist. Ein solches lokal begrenztes Stadium kann gemäß der
Standard-Behandlungsprotokolle mit einer alleinigen Strahlentherapie ausreichend
kontrolliert werden.
Ziel der vorliegenden Arbeit war es zum einen, eine mögliche Assoziation einer nur
partiellen Lymphknoteninfiltration beim FL mit einem lokal begrenzten klinischen Stadium
zu untersuchen. Zum anderen sollte die Inzidenz einer nur partiellen Lymphknoten-
Infiltration beim FL bestimmt werden.
Der Vergleich der Studienkohorte mit einer nur partiellen Lymphknoteninfiltration, definiert
als zumindest ein vollständig erhaltener Lymphfollikel, mit der Kontrollkohorte zeigte
einen hochsignifikanten Unterschied: In der Studienkohorte befanden sich 38 von 40 Fälle
(95%) in einem lokalen Stadium, wohingegen die Kontrollkohorte mit vollständiger
Lymphknoteninfiltration nur bei 10 von 49 Patienten (20%) ein lokales Krankheitsstadium
(p<0.001) aufwies.
Um die erhaltenen Ergebnisse zu validieren, wurden alle FL Grad 1-3A aus dem
exemplarischen Jahr 2001 untersucht. Hier zeigte sich in 34 Fällen (11 %) eine nur
partielle Infiltration. In allen 18 Fällen mit mindestens einem vollständig erhaltenen
reaktiven Keimzentrum lag in Übereinstimmung mit der initialen Studienkohorte ein lokales
Krankheitsstadium I/II vor (p<0.001).
Die erhaltenen Ergebnisse zeigen eindrücklich, dass follikuläre Lymphome mit einem nur
partiellen Befall der Lymphknoten häufig mit einem (noch) lokalen klinischen Stadium
assoziiert sind. In diesen Fällen käme eine alleinige Bestrahlung als Therapieoption in
Betracht.
Somatic mutations in protein kinase A catalytic α subunit (PRKACA) were found to be causative for 30-40% of cortisol-producing adenomas (CPA) of the adrenal gland, rendering PKA signalling constitutively active. In its resting state, PKA is a stable and inactive heterotetramer, consisting of two catalytic and two regulatory subunits with the latter inhibiting PKA activity. The human genome encodes three different PKA catalytic subunits and four different regulatory subunits that are preferentially expressed in different organs. In normal adrenal glands all regulatory subunits are expressed, while CPA exhibit reduced protein levels of the regulatory subunit IIβ. In this study, we linked for the first time the loss of RIIβ protein levels to the PRKACA mutation status and found the down-regulation of RIIβ to arise post-transcriptionally. We further found the PKA subunit expression pattern of different tumours is also present in the zones of the normal adrenal cortex and demonstrate that the different PKA subunits have a differential expression pattern in each zone of the normal adrenal gland, indicating potential specific roles of these subunits in the regulation of different hormones secretion.
Background
Investigation of the expression of an intestinal stem cell marker in esophageal adenocarcinomas (EAC) with and without Barrett's Esophagus (BE), with respect to a cancer stem cell (CSC) hypothesis.
Materials and methods
Expression of a putative intestinal stem cell marker LgR5 was analyzed in esophageal cancer specimen (n = 70: 41 EAC with BE, 19 EAC without BE, and n = 10 esophageal squamous-cell carcinomas, ESCC) and in the adenocarcinoma cell line OE-33. Ki-67 and Cdx-2 were co-labelled with LgR5 in double staining experiments. Immunhistochemical expression results were confirmed by RT-PCR and correlated with tumor stage and five-year survival rates.
Results
LgR5was found expressed in 35 of 41 (85%) EAC with BE and in 16 of 19 (81%) EAC without BE. By contrast, LgR5 was not found to be expressed in ESCC. Quantification of immunolabeling showed 15% LgR5+ cells in EAC with BE, 32% LgR5+ cells in adjacent BE and 13% in EAC without BE. Immunofluorescence double staining experiments with LgR5 and Ki-67 revealed a subpopulation (~5%) of proliferating LgR+/Ki-67+ cells. On mRNA-level, expression of LgR5 was higher in BE in comparison to EAC (p = 0.0159). High levels of LgR5 expression in BE associated EAC were associated with poorer survival in univariate analysis.
Conclusion
The stem cell marker LgR5 is expressed in EAC, irrespective of association with BE, and appears to have negative impact on survival. The subset of proliferating LgR5+ cells (<5%) might resemble rapidly cycling CSCs, which needs to be substantiated in further investigations.