An Integrated Approach to Model Cancer Cell Growth and Treatment Response with Multimodal Data Sources

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (133 download)

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Book Synopsis An Integrated Approach to Model Cancer Cell Growth and Treatment Response with Multimodal Data Sources by : Kaitlyn Elizabeth Johnson

Download or read book An Integrated Approach to Model Cancer Cell Growth and Treatment Response with Multimodal Data Sources written by Kaitlyn Elizabeth Johnson and published by . This book was released on 2020 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematical modeling and computational biology have been used to understand, describe, and predict critical behaviors of cancer progression. Recent technological advancements in the acquisition of single cell resolution data by high-throughput micrographic imaging and by single cell genomics now enable new analyses of cancer cells at the individual cell and cell population levels. This dissertation focuses on the development of math modeling frameworks capable of integrating and improving our utilization of these novel data types. First, we investigate the relevance of deviations from the conventional exponential growth model via an ecological principle known as the Allee effect, in which cancer cells exhibit cooperative growth dynamics at low population densities relevant in tumor initiation and metastases. Using a large number of single cell resolution growth trajectories acquired at low cell densities, we apply a stochastic parameter estimation framework to systematically evaluate the relevance of an Allee effect in a controlled experimental setting. Our findings reveal evidence for cooperative growth even in the presence of optimal space and nutrients, giving us motivation to consider Allee effects in making predictions regarding treatment response and tumor initiation. The remainder of our work focuses on utilizing multimodal data sources to better understand the dynamics of resistance to chemotherapy. We utilize a mathematical model describing the effects of a treatment-induced resistance on a population of cancer cells and seek to utilize available snapshot and longitudinal data to identify the model parameters. Using lineage tracing technologies developed in the Brock lab, the transcriptomic data set is made actionable by developing a classifier capable of predicting whether a cell in a sample is sensitive or resistant to chemotherapy. We apply this to estimate the composition of the population at a few snapshots in time during treatment response and combine this with longitudinal data directly into our model calibration. The explicit incorporation of molecular level data with population-size dynamics data improves the identifiability and predictive power of the mathematical model. We intend this work to be exemplary of ways in which novel methods can improve the use of data to describe, evaluate, predict, and optimize cancer treatments

Systems Biology of Cancer

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Publisher : Cambridge University Press
ISBN 13 : 0521493390
Total Pages : 597 pages
Book Rating : 4.5/5 (214 download)

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Book Synopsis Systems Biology of Cancer by : Sam Thiagalingam

Download or read book Systems Biology of Cancer written by Sam Thiagalingam and published by Cambridge University Press. This book was released on 2015-04-09 with total page 597 pages. Available in PDF, EPUB and Kindle. Book excerpt: An overview of the current systems biology-based knowledge and the experimental approaches for deciphering the biological basis of cancer.

Cancer Cell Lines Part 1

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Publisher : Springer Science & Business Media
ISBN 13 : 0306468727
Total Pages : 295 pages
Book Rating : 4.3/5 (64 download)

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Book Synopsis Cancer Cell Lines Part 1 by : John Masters

Download or read book Cancer Cell Lines Part 1 written by John Masters and published by Springer Science & Business Media. This book was released on 2006-04-11 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: Continuous cell lines derived from human cancers are the most widely used resource in laboratory-based cancer research. The first 3 volumes of this series on Human Cell Culture are devoted to these cancer cell lines. The chapters in these first 3 volumes have a common aim. Their purpose is to address 3 questions of fundamental importance to the relevance of human cancer cell lines as model systems of each type of cancer: 1. Do the cell lines available accurately represent the clinical presentation? 2. Do the cell lines accurately represent the histopathology of the original tumors? 3. Do the cell lines accurately represent the molecular genetics of this type of cancer? The cancer cell lines available are derived, in most cases, from the more aggressive and advanced cancers. There are few cell lines derived from low grade organ-confined cancers. This gap can be filled with conditionally immortalized human cancer cell lines. We do not know why the success rate for establishing cell lines is so low for some types of cancer and so high for others. The histopathology of the tumor of origin and the extent to which the derived cell line retains the differentiated features of that tumor are critical. The concept that a single cell line derived from a tumor at a particular site is representative of tumors at that site is naïve and misleading.

DNA Methylation

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Publisher : Birkhäuser
ISBN 13 : 3034891180
Total Pages : 581 pages
Book Rating : 4.0/5 (348 download)

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Book Synopsis DNA Methylation by : J. Jost

Download or read book DNA Methylation written by J. Jost and published by Birkhäuser. This book was released on 2013-11-11 with total page 581 pages. Available in PDF, EPUB and Kindle. Book excerpt: The occurrence of 5-methylcytosine in DNA was first described in 1948 by Hotchkiss (see first chapter). Recognition of its possible physiologi cal role in eucaryotes was first suggested in 1964 by Srinivasan and Borek (see first chapter). Since then work in a great many laboratories has established both the ubiquity of 5-methylcytosine and the catholicity of its possible regulatory function. The explosive increase in the number of publications dealing with DNA methylation attests to its importance and makes it impossible to write a comprehensive coverage of the literature within the scope of a general review. Since the publication of the 3 most recent books dealing with the subject (DNA methylation by Razin A. , Cedar H. and Riggs A. D. , 1984 Springer Verlag; Molecular Biology of DNA methylation by Adams R. L. P. and Burdon R. H. , 1985 Springer Verlag; Nucleic Acids Methylation, UCLA Symposium suppl. 128, 1989) considerable progress both in the techniques and results has been made in the field of DNA methylation. Thus we asked several authors to write chapters dealing with aspects of DNA methyla tion in which they are experts. This book should be most useful for students, teachers as well as researchers in the field of differentiation and gene regulation. We are most grateful to all our colleagues who were willing to spend much time and effort on the publication of this book. We also want to express our gratitude to Yan Chim Jost for her help in preparing this book.

Brain and Human Body Modeling

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Publisher : Springer Nature
ISBN 13 : 3030212939
Total Pages : 398 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Brain and Human Body Modeling by : Sergey Makarov

Download or read book Brain and Human Body Modeling written by Sergey Makarov and published by Springer Nature. This book was released on 2019-08-27 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book describes modern applications of computational human modeling with specific emphasis in the areas of neurology and neuroelectromagnetics, depression and cancer treatments, radio-frequency studies and wireless communications. Special consideration is also given to the use of human modeling to the computational assessment of relevant regulatory and safety requirements. Readers working on applications that may expose human subjects to electromagnetic radiation will benefit from this book’s coverage of the latest developments in computational modelling and human phantom development to assess a given technology’s safety and efficacy in a timely manner. Describes construction and application of computational human models including anatomically detailed and subject specific models; Explains new practices in computational human modeling for neuroelectromagnetics, electromagnetic safety, and exposure evaluations; Includes a survey of modern applications for which computational human models are critical; Describes cellular-level interactions between the human body and electromagnetic fields.

Patient Derived Tumor Xenograft Models

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Publisher : Academic Press
ISBN 13 : 0128040610
Total Pages : 488 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Patient Derived Tumor Xenograft Models by : Rajesh Uthamanthil

Download or read book Patient Derived Tumor Xenograft Models written by Rajesh Uthamanthil and published by Academic Press. This book was released on 2016-10-13 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Patient Derived Tumor Xenograft Models: Promise, Potential and Practice offers guidance on how to conduct PDX modeling and trials, including how to know when these models are appropriate for use, and how the data should be interpreted through the selection of immunodeficient strains. In addition, proper methodologies suitable for growing different type of tumors, acquisition of pathology, genomic and other data about the tumor, potential pitfalls, and confounding background pathologies that occur in these models are also included, as is a discussion of the facilities and infrastructure required to operate a PDX laboratory. - Offers guidance on data interpretation and regulatory aspects - Provides useful techniques and strategies for working with PDX models - Includes practical tools and potential pitfalls for best practices - Compiles all knowledge of PDX models research in one resource - Presents the results of first ever global survey on standards of PDX development and usage in academia and industry

Machine Learning and Knowledge Discovery in Databases

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Publisher : Springer Science & Business Media
ISBN 13 : 354087478X
Total Pages : 714 pages
Book Rating : 4.5/5 (48 download)

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Book Synopsis Machine Learning and Knowledge Discovery in Databases by : Walter Daelemans

Download or read book Machine Learning and Knowledge Discovery in Databases written by Walter Daelemans and published by Springer Science & Business Media. This book was released on 2008-09-04 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the joint conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2008, held in Antwerp, Belgium, in September 2008. The 100 papers presented in two volumes, together with 5 invited talks, were carefully reviewed and selected from 521 submissions. In addition to the regular papers the volume contains 14 abstracts of papers appearing in full version in the Machine Learning Journal and the Knowledge Discovery and Databases Journal of Springer. The conference intends to provide an international forum for the discussion of the latest high quality research results in all areas related to machine learning and knowledge discovery in databases. The topics addressed are application of machine learning and data mining methods to real-world problems, particularly exploratory research that describes novel learning and mining tasks and applications requiring non-standard techniques.

Cancer Plasticity and the Microenvironment: Implications for Immunity and Therapy Response

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Publisher : Frontiers Media SA
ISBN 13 : 288963115X
Total Pages : 186 pages
Book Rating : 4.8/5 (896 download)

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Book Synopsis Cancer Plasticity and the Microenvironment: Implications for Immunity and Therapy Response by : Petranel T. Ferrao

Download or read book Cancer Plasticity and the Microenvironment: Implications for Immunity and Therapy Response written by Petranel T. Ferrao and published by Frontiers Media SA. This book was released on 2019-11-01 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cancer cells can change and adapt, especially within the host environment; a phenomenon known as cancer plasticity. Several factors, including the immune system can influence, and be influenced by, cancer plasticity which in turn can impact upon patient responses to treatment. As such, we currently face several challenges for implementing combination therapies as effective cancer treatment strategies. We have compiled a topic with a number of articles that emphasize the various aspects of cancer plasticity, describing in particular the important role of the tumor microenvironment. As we embark on a new era of precision medicine with multi-modal therapies for improving patient outcomes, this topic highlights some relevant points for consideration that are pertinent to the incorporation and effective use of new treatments as part of cancer treatment regimens, including immune-modulating drugs.

Artificial Intelligence in Design ’96

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Publisher : Springer Science & Business Media
ISBN 13 : 9400902794
Total Pages : 765 pages
Book Rating : 4.4/5 (9 download)

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Book Synopsis Artificial Intelligence in Design ’96 by : John S. Gero

Download or read book Artificial Intelligence in Design ’96 written by John S. Gero and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 765 pages. Available in PDF, EPUB and Kindle. Book excerpt: Change is one of the most significant parameters in our society. Designers are amongst the primary change agents for any society. As a consequence design is an important research topic in engineering and architecture and related disciplines, since design is not only a means of change but is also one of the keystones to economic competitiveness and the fundamental precursor to manufacturing. The development of computational models founded on the artificial intelligence paradigm has provided an impetus for much of current design research -both computational and cognitive. These forms of design research have only been carried out in the last decade or so and in the temporal sense they are still immature. Notwithstanding this immaturity, noticeable advances have been made both in extending our understanding of design and in developing tools based on that understanding. Whilst many researchers in the field of artificial intelligence in design utilise ideas about how humans design as one source of concepts there is normally no attempt to model human designers. Rather the results of the research presented in this volume demonstrate approaches to increasing our understanding of design as a process.

Metabolism in Cancer

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Publisher : Springer
ISBN 13 : 3319421182
Total Pages : 272 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Metabolism in Cancer by : Thorsten Cramer

Download or read book Metabolism in Cancer written by Thorsten Cramer and published by Springer. This book was released on 2016-08-24 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook presents concise chapters written by internationally respected experts on various important aspects of cancer-associated metabolism, offering a comprehensive overview of the central features of this exciting research field. The discovery that tumor cells display characteristic alterations of metabolic pathways has significantly changed our understanding of cancer: while the first description of tumor-specific changes in cellular energetics was published more than 90 years ago, the causal significance of this observation for the pathogenesis of cancer was only discovered in the post-genome era. The first 10 years of the twenty-first century were characterized by rapid advances in our grasp of the functional role of cancer-specific metabolism as well as the underlying molecular pathways. Various unanticipated interrelations between metabolic alterations and cancer-driving pathways were identified and currently await translation into diagnostic and therapeutic applications. Yet the speed, quantity, and complexity of these new discoveries make it difficult for researchers to keep up to date with the latest developments, an issue this book helps to remedy.

Multimodal Scene Understanding

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Publisher : Academic Press
ISBN 13 : 0128173599
Total Pages : 424 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Multimodal Scene Understanding by : Michael Ying Yang

Download or read book Multimodal Scene Understanding written by Michael Ying Yang and published by Academic Press. This book was released on 2019-07-16 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multimodal Scene Understanding: Algorithms, Applications and Deep Learning presents recent advances in multi-modal computing, with a focus on computer vision and photogrammetry. It provides the latest algorithms and applications that involve combining multiple sources of information and describes the role and approaches of multi-sensory data and multi-modal deep learning. The book is ideal for researchers from the fields of computer vision, remote sensing, robotics, and photogrammetry, thus helping foster interdisciplinary interaction and collaboration between these realms. Researchers collecting and analyzing multi-sensory data collections – for example, KITTI benchmark (stereo+laser) - from different platforms, such as autonomous vehicles, surveillance cameras, UAVs, planes and satellites will find this book to be very useful. - Contains state-of-the-art developments on multi-modal computing - Shines a focus on algorithms and applications - Presents novel deep learning topics on multi-sensor fusion and multi-modal deep learning

Cancer Nanotechnology

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Publisher : Academic Press
ISBN 13 : 0128141700
Total Pages : 224 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Cancer Nanotechnology by :

Download or read book Cancer Nanotechnology written by and published by Academic Press. This book was released on 2018-06-23 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in Cancer Research, Volume 139, provides invaluable information on the exciting and fast-moving field of cancer research. Original reviews are presented on a variety of topics relating to the rapidly developing intersection between nanotechnology and cancer research, with unique sections in the new release focusing on Exosomes as a theranostic for lung cancer, Nanotechnology and cancer immunotherapy, Ultrasound imaging agents and delivery systems, Dendronized systems for the delivery of chemotherapeutics, Thermosensitive liposomes for image-guided drug delivery, Supramolecular Chemistry in Tumor Analysis and Drug Delivery, Gold nanoparticles for delivery of cancer therapeutics, and Single cell barcode microchip for cancer research and therapy. Provides the latest information on cancer research Offers outstanding and original reviews on a range of cancer research topics Serves as an indispensable reference for researchers and students alike

Mathematical Modeling and Computational Predictions in Oncoimmunology

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Publisher : Frontiers Media SA
ISBN 13 : 2832550061
Total Pages : 121 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Mathematical Modeling and Computational Predictions in Oncoimmunology by : Vladimir A. Kuznetsov

Download or read book Mathematical Modeling and Computational Predictions in Oncoimmunology written by Vladimir A. Kuznetsov and published by Frontiers Media SA. This book was released on 2024-06-06 with total page 121 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cancer is a complex adaptive dynamic system that causes both local and systemic failures in the patient. Cancer is caused by a number of gain-of-function and loss-of-function events, that lead to cells proliferating without control by the host organism over time. In cancer, the immune system modulates cancer cell population heterogeneity and plays a crucial role in disease outcomes. The immune system itself also generates multiple clones of different cell types, with some clones proliferating quickly and maturing into effector cells. By creating regulatory signals and their networks, and generating effector cells and molecules, the immune system recognizes and kills abnormal cells. Anti-cancer immune mechanisms are realized as multi-layer, nonlinear cellular and molecular interactions. A number of factors determine the outcome of immune system-tumor interactions, including cancer-associated antigens, immune cells, and host organisms.

Multiscale Cancer Modeling

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Publisher : CRC Press
ISBN 13 : 1439814422
Total Pages : 492 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Multiscale Cancer Modeling by : Thomas S. Deisboeck

Download or read book Multiscale Cancer Modeling written by Thomas S. Deisboeck and published by CRC Press. This book was released on 2010-12-08 with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cancer is a complex disease process that spans multiple scales in space and time. Driven by cutting-edge mathematical and computational techniques, in silico biology provides powerful tools to investigate the mechanistic relationships of genes, cells, and tissues. It enables the creation of experimentally testable hypotheses, the integration of dat

Probabilistic Similarity Networks

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Publisher : MIT Press (MA)
ISBN 13 :
Total Pages : 272 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Probabilistic Similarity Networks by : David E. Heckerman

Download or read book Probabilistic Similarity Networks written by David E. Heckerman and published by MIT Press (MA). This book was released on 1991 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this remarkable blend of formal theory and practical application, David Heckerman develops methods for building normative expert systems—expert systems that encode knowledge in a decision-theoretic framework. Heckerman introduces the similarity network and partition, two extensions to the influence diagram representation. He uses the new representations to construct Pathfinder, a large, normative expert system for the diagnosis of lymph-node diseases. Heckerman shows that such expert systems can be built efficiently, and that the use of a normative theory as the framework for representing knowledge can dramatically improve the quality of expertise that is delivered to the user. He concludes with a formal evaluation of the power of his methods for building normative expert systems. David Heckerman is Assistant Professor of Computer Science at the University of Southern California. He received his doctoral degree in Medical Information Sciences from Stanford University. Contents: Introduction. Similarity Networks and Partitions: A Simple Example. Theory of Similarity Networks. Pathfinder: A Case Study. An Evaluation of Pathfinder. Conclusions and Future Work.

Irreversible Electroporation

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Publisher : Springer Science & Business Media
ISBN 13 : 364205420X
Total Pages : 320 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Irreversible Electroporation by : Boris Rubinsky

Download or read book Irreversible Electroporation written by Boris Rubinsky and published by Springer Science & Business Media. This book was released on 2009-11-25 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Non-thermal irreversible electroporation is a new minimally invasive surgical p- cedure with unique molecular selectivity attributes – in fact it may be considered the first clinical molecular surgery procedure. Non-thermal irreversible electro- ration is a molecular selective mode of cell ablation that employs brief electrical fields to produce nanoscale defects in the cell membrane, which can lead to cell death, without an effect on any of the other tissue molecules. The electrical fields can be produced through contact by insertion of electrode needles around the undesirable tissue and non-invasively by electromagnetic induction. This new - dition to the medical armamentarium requires the active involvement and is of interest to clinical physicians, medical researchers, mechanical engineers, che- cal engineers, electrical engineers, instrumentation designers, medical companies and many other fields and disciplines that were never exposed in their training to irreversible electroporation or to a similar concept. This edited book is designed to be a comprehensive introduction to the field of irreversible electroporation to those that were not exposed or trained in the field before and can also serve as a reference manual. Irreversible electroporation is broad and interdisciplinary. Therefore, we have made an attempt to cover every one of the various aspects of the field from an introductory basic level to state of the art.

The Tumour Microenvironment

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Publisher : John Wiley & Sons
ISBN 13 : 9780471499596
Total Pages : 322 pages
Book Rating : 4.4/5 (995 download)

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Book Synopsis The Tumour Microenvironment by : Jamie A. Goode

Download or read book The Tumour Microenvironment written by Jamie A. Goode and published by John Wiley & Sons. This book was released on 2001-11-28 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ergebnisse von in vitro-Studien lassen vermuten, dass sich der pH-Wert in einem Tumor auf die Wirksamkeit von Chemo- oder Strahlentherapien auswirken kann. Wie aber sieht die Beziehung zwischen der Tumorentwicklung und dem pH-Wert aus? Können ein niedriger pH-Wert oder ein Sauerstoffmangel die Carcinogenese hemmen? Wo bieten sich therapeutische Ansätze? Anwort auf diese und andere Fragen finden Sie in diesem Band. In interdisziplinärer Weise wurden Beiträge aus der Grundlagenforschung und der klinischen Praxis zusammengetragen.