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Biological Data Integration : Computer and Statistical Approaches / / coordinated by Christine Froidevaux, Marie-Laure Martin-Magniette, and Guillem Rigaill
Biological Data Integration : Computer and Statistical Approaches / / coordinated by Christine Froidevaux, Marie-Laure Martin-Magniette, and Guillem Rigaill
Edizione [First edition.]
Pubbl/distr/stampa London, England : , : ISTE Ltd, , [2023]
Descrizione fisica 1 online resource (276 pages)
Disciplina 570.113
Soggetto topico Systems biology
ISBN 1-394-25731-7
1-394-25729-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Cover -- Title Page -- Copyright Page -- Contents -- Preface -- Part 1. Knowledge Integration -- Chapter 1. Clinical Data Warehouses -- 1.1. Introduction to clinical information systems and biomedical warehousing: data warehouses for what purposes? -- 1.1.1. Warehouse history -- 1.1.2. Using data warehouses today -- 1.2. Challenge: widely scattered data -- 1.3. Data warehouses and clinical data -- 1.3.1. Warehouse structures -- 1.3.2. Warehouse construction and supply -- 1.3.3. Uses -- 1.4. Warehouses and omics data: challenges -- 1.4.1. Challenges of data volumetry and structuring omic data -- 1.4.2. Attempted solutions -- 1.5. Challenges and prospects -- 1.5.1. Toward general-purpose warehouses -- 1.5.2. Ethical dimension of the implementation and the use of warehouses -- 1.5.3. Origin and reproducibility -- 1.5.4. Data quality -- 1.5.5. Data warehousing federation and data sharing -- 1.6. References -- Chapter 2. Semantic Web Methods for Data Integration in Life Sciences -- 2.1. Data-related requirements in life sciences -- 2.1.1. Databases for the life sciences -- 2.1.2. Requirements -- 2.1.3. Common approaches: InterMine and BioMart -- 2.2. Semantic Web -- 2.2.1. Techniques -- 2.2.2. Implementation -- 2.3. Perspectives -- 2.3.1. Facilitating appropriation to users -- 2.3.2. Facilitating the appropriation by software programs: FAIR data -- 2.3.3. Federated queries -- 2.4. Conclusion -- 2.5. References -- Chapter 3. Workflows for Bioinformatics Data Integration -- 3.1. Introduction -- 3.2. Bioinformatics data processing chains: difficulties -- 3.2.1. Designing a data processing chain -- 3.2.2. Analysis execution and reproducibility -- 3.2.3. Maintenance, sharing and reuse -- 3.3. Solutions provided by scientific workflow systems -- 3.3.1. Fundamentals of workflow systems -- 3.3.2. Workflow systems -- 3.4. Use case: RNA-seq data analysis.
3.4.1. Study description -- 3.4.2. From data processing chain to workflows -- 3.4.3. Data processing chains implemented as workflows: conclusion -- 3.5. Challenges, open problems and research opportunities -- 3.5.1. Formalizing workflow development -- 3.5.2. Workflow testing -- 3.5.3. Discovering and sharing workflows -- 3.6. Conclusion -- 3.7. References -- Part 2. Integration and Statistics -- Chapter 4. Variable Selection in the General Linear Model: Application to Multiomic Approaches for the Study of Seed Quality -- 4.1. Introduction -- 4.2. Methodology -- 4.2.1. Estimation of the covariance matrix ƒ°q -- 4.2.2. Estimation of B -- 4.3. Numerical experiments -- 4.3.1. Statistical performance -- 4.3.2. Numerical performance -- 4.4. Application to the study of seed quality -- 4.4.1. Metabolomics data -- 4.4.2. Proteomics data -- 4.5. Conclusion -- 4.6. Appendices -- 4.6.1. Example of using the package MultiVarSel for metabolomic data analysis -- 4.6.2. Example of using the package MultiVarSel for proteomic data analysis -- 4.7. Acknowledgments -- 4.8. References -- Chapter 5. Structured Compression of Genetic Information and Genome-Wide Association Study by Additive Models -- 5.1. Genome-wide association studies -- 5.1.1. Introduction to genetic mapping and linkage analysis -- 5.1.2. Principles of genome-wide association studies -- 5.1.3. Single nucleotide polymorphism -- 5.1.4. Disease penetrance and odds ratio -- 5.1.5. Single marker analysis -- 5.1.6. Multi-marker analysis -- 5.2. Structured compression and association study -- 5.2.1. Context -- 5.2.2. New structured compression approach -- 5.3. Application to ankylosing spondylitis (AS) -- 5.3.1. Data -- 5.3.2. Predictive power evaluation -- 5.3.3. Manhattan diagram -- 5.3.4. Estimation for the most significant SNP aggregates -- 5.4. Conclusion -- 5.5. References -- Chapter 6. Kernels for Omics.
6.1. Introduction -- 6.2. Relational data -- 6.2.1. Data described by the kernel -- 6.2.2. Data described by a general (dis)similarity measure -- 6.3. Exploratory analysis for relational data -- 6.3.1. Kernel clustering -- 6.3.2. Kernel principal component analysis -- 6.3.3. Kernel self-organizing maps -- 6.3.4. Limitations of relational methods -- 6.4. Combining relational data -- 6.4.1. Data integration in systems biology -- 6.4.2. Kernel approaches in data integration -- 6.4.3. A consensual kernel -- 6.4.4. A parsimonious kernel that preserves the topology of the initial data -- 6.4.5. A complete kernel preserving the topology of the initial data -- 6.5. Application -- 6.5.1. Loading Tara Ocean data -- 6.5.2. Data integration by kernel approaches -- 6.5.3. Exploratory analysis: kernel PCA -- 6.6. Session information for the results of the example -- 6.7. References -- Chapter 7. Multivariate Models for Data Integration and Biomarker Selection in 'Omics Data -- 7.1. Introduction -- 7.2. Background -- 7.2.1. Mathematical notations -- 7.2.2. Terminology -- 7.2.3. Multivariate projection-based approaches -- 7.2.4. A criterion to maximize specific to each methodology -- 7.2.5. A linear combination of variables to reduce the dimension of the data -- 7.2.6. Identifying a subset of relevant molecular features -- 7.2.7. Summary -- 7.3. From the biological question to the statistical analysis -- 7.3.1. Exploration of one dataset: PCA -- 7.3.2. Classify samples: projection to latent structure discriminant analysis -- 7.3.3. Integration of two datasets: projection to latent structure and related methods -- 7.3.4. Integration of several datasets: multi-block approaches -- 7.4. Graphical outputs -- 7.4.1. Individual plots -- 7.4.2. Variable plots -- 7.5. Overall summary -- 7.6. Liver toxicity study -- 7.6.1. The datasets.
7.6.2. Biological questions and statistical methods -- 7.6.3. Single dataset analysis -- 7.6.4. Integrative analysis -- 7.7. Conclusion -- 7.8. Acknowledgments -- 7.9. Appendix: reproducible R code -- 7.9.1. Toy examples -- 7.9.2. Liver toxicity -- 7.10. References -- List of Authors -- Index -- EULA.
Record Nr. UNINA-9910830623303321
London, England : , : ISTE Ltd, , [2023]
Materiale a stampa
Lo trovi qui: Univ. Federico II
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Biological Networks in Human Health and Disease [[electronic resource] /] / edited by Romana Ishrat
Biological Networks in Human Health and Disease [[electronic resource] /] / edited by Romana Ishrat
Autore Ishrat Romana
Edizione [1st ed. 2023.]
Pubbl/distr/stampa Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023
Descrizione fisica 1 online resource (132 pages)
Disciplina 570.285
570.113
Soggetto topico Bioinformatics
Diseases
Computational and Systems Biology
ISBN 9789819942428
9789819942411
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Chapter 1. Graph Theory in the Biological Networks -- Chapter 2. Biological Networks Analysis -- Chapter 3. Network Analysis based software packages, tools, and web servers to accelerate bioinformatics research -- Chapter 4. Networks Analytics of Heterogeneous Big Data -- Chapter 5. Network Medicine: Methods and Applications -- Chapter 6. Role of R in Biological Network Analysis -- Chapter 7. Machine Learning in Biological Networks.
Record Nr. UNINA-9910751392603321
Ishrat Romana  
Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023
Materiale a stampa
Lo trovi qui: Univ. Federico II
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Case studies in systems biology / / Pavel Kraikivski, editor
Case studies in systems biology / / Pavel Kraikivski, editor
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2021]
Descrizione fisica 1 online resource (310 pages)
Disciplina 570.113
Soggetto topico Systems biology
ISBN 3-030-67742-7
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910502992903321
Cham, Switzerland : , : Springer, , [2021]
Materiale a stampa
Lo trovi qui: Univ. Federico II
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Case studies in systems biology / / Pavel Kraikivski, editor
Case studies in systems biology / / Pavel Kraikivski, editor
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2021]
Descrizione fisica 1 online resource (310 pages)
Disciplina 570.113
Soggetto topico Systems biology
ISBN 3-030-67742-7
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNISA-996464418003316
Cham, Switzerland : , : Springer, , [2021]
Materiale a stampa
Lo trovi qui: Univ. di Salerno
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Computational methods in systems biology : 21st International Conference, CMSB 2023, Luxembourg City, Luxembourg, September 13-15, 2023, Proceedings / / edited by Jun Pang, Joachim Niehren
Computational methods in systems biology : 21st International Conference, CMSB 2023, Luxembourg City, Luxembourg, September 13-15, 2023, Proceedings / / edited by Jun Pang, Joachim Niehren
Edizione [1st ed. 2023.]
Pubbl/distr/stampa Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023
Descrizione fisica 1 online resource (xviii, 270 pages) : illustrations (some color)
Disciplina 570.285
570.113
Altri autori (Persone) PangJun (Computer scientist)
NiehrenJoachim
Collana Lecture Notes in Bioinformatics
Soggetto topico Computational biology
Systems biology
ISBN 3-031-42697-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto A Formal Approach for Tuning Stochastic Oscillators -- Phenotype Control of Partially Specified Boolean Networks -- A More Expressive Spline Representation for SBML Models Improves Code Generation Performance in AMICI -- Intuitive Modelling and Formal Analysis of Collective Behaviour in Foraging Ants -- Cell-Level Pathway Scoring Comparison with a Bconstrained Variational Autoencoder -- On Estimating Derivatives of Input Signals in Biochemistry -- Harissa: Stochastic Simulation and Inference of Gene Regulatory Networks Based on Transcriptional Bursting -- Approximate Constrained Lumping of Polynomial Differential Equations -- Core SBML and its Formal Semantics -- Average Sensitivity of Canalizing Multivalued Functions -- Tackling Universal Properties of Minimal Trap Spaces of Boolean Networks -- SAF: SAT-Based Attractor Finder in Asynchronous Automata Networks -- Condition for Periodic Attractor in 4-Dimensional Repressilators -- Attractor Identification in Asynchronous Boolean Dynamics with Network Reduction -- 3D Hybrid Cellular Automata for Cardiac Electrophysiology: a Concept Study -- Fridge Compiler: Optimal Circuits from Molecular Inventories -- Joint Distribution of Protein Concentration and Cell Volume Coupled by Feedback in Dilution.
Record Nr. UNISA-996550559903316
Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
Computational methods in systems biology : 21st International Conference, CMSB 2023, Luxembourg City, Luxembourg, September 13-15, 2023, Proceedings / / edited by Jun Pang, Joachim Niehren
Computational methods in systems biology : 21st International Conference, CMSB 2023, Luxembourg City, Luxembourg, September 13-15, 2023, Proceedings / / edited by Jun Pang, Joachim Niehren
Edizione [1st ed. 2023.]
Pubbl/distr/stampa Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023
Descrizione fisica 1 online resource (xviii, 270 pages) : illustrations (some color)
Disciplina 570.285
570.113
Altri autori (Persone) PangJun (Computer scientist)
NiehrenJoachim
Collana Lecture Notes in Bioinformatics
Soggetto topico Computational biology
Systems biology
ISBN 3-031-42697-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto A Formal Approach for Tuning Stochastic Oscillators -- Phenotype Control of Partially Specified Boolean Networks -- A More Expressive Spline Representation for SBML Models Improves Code Generation Performance in AMICI -- Intuitive Modelling and Formal Analysis of Collective Behaviour in Foraging Ants -- Cell-Level Pathway Scoring Comparison with a Bconstrained Variational Autoencoder -- On Estimating Derivatives of Input Signals in Biochemistry -- Harissa: Stochastic Simulation and Inference of Gene Regulatory Networks Based on Transcriptional Bursting -- Approximate Constrained Lumping of Polynomial Differential Equations -- Core SBML and its Formal Semantics -- Average Sensitivity of Canalizing Multivalued Functions -- Tackling Universal Properties of Minimal Trap Spaces of Boolean Networks -- SAF: SAT-Based Attractor Finder in Asynchronous Automata Networks -- Condition for Periodic Attractor in 4-Dimensional Repressilators -- Attractor Identification in Asynchronous Boolean Dynamics with Network Reduction -- 3D Hybrid Cellular Automata for Cardiac Electrophysiology: a Concept Study -- Fridge Compiler: Optimal Circuits from Molecular Inventories -- Joint Distribution of Protein Concentration and Cell Volume Coupled by Feedback in Dilution.
Record Nr. UNINA-9910746092303321
Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Evolutionary systems biology : advances, questions, and opportunities / / Anton Crombach, editor
Evolutionary systems biology : advances, questions, and opportunities / / Anton Crombach, editor
Edizione [Second edition.]
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2021]
Descrizione fisica 1 online resource (X, 294 p. 49 illus., 31 illus. in color.)
Disciplina 570.113
Soggetto topico Systems biology
Evolution (Biology)
ISBN 3-030-71737-2
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Part 1. Theory and philosophy -- Biology as a process and the consequences for studying it -- Capturing the genotype—phenotype map with the adaptive multiscape -- Evolution plays a high-dimensional game -- What is next for evolutionary systems biology? -- Part 2. Single celled organisms -- Experimental evolution of microbial host-parasite relations -- Engineering microbial communities that evolve in a spatial setting -- Sharing is caring: differential gene flow in microbial communities.-Synthetic biology to study the evolution of gene regulatory networks -- Evolution of stem cell differentiation -- The evolution of epigenetic switches and cellular clocks -- Part 3. Multicellular organisms -- Measuring the genotype—phenotype map in eukaryotes -- Pigment evolution in Drosophila fly species: time for theory? -- Birds of a feather: using experiment and theory to understand the evolution of feather patterning -- A regulatory network that explains both fish fins and mouse limbs -- Quantitative system drift of the fly body plan -- Part 4. Immunity and disease -- Of mice, men, and immunity -- Immunity as an evolving adaptive system -- Cancer is a microevolutionary systemic disease -- A systems approach to cancer.
Record Nr. UNINA-9910494556603321
Cham, Switzerland : , : Springer, , [2021]
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Evolutionary systems biology : advances, questions, and opportunities / / Anton Crombach, editor
Evolutionary systems biology : advances, questions, and opportunities / / Anton Crombach, editor
Edizione [Second edition.]
Pubbl/distr/stampa Cham, Switzerland : , : Springer, , [2021]
Descrizione fisica 1 online resource (X, 294 p. 49 illus., 31 illus. in color.)
Disciplina 570.113
Soggetto topico Systems biology
Evolution (Biology)
ISBN 3-030-71737-2
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Part 1. Theory and philosophy -- Biology as a process and the consequences for studying it -- Capturing the genotype—phenotype map with the adaptive multiscape -- Evolution plays a high-dimensional game -- What is next for evolutionary systems biology? -- Part 2. Single celled organisms -- Experimental evolution of microbial host-parasite relations -- Engineering microbial communities that evolve in a spatial setting -- Sharing is caring: differential gene flow in microbial communities.-Synthetic biology to study the evolution of gene regulatory networks -- Evolution of stem cell differentiation -- The evolution of epigenetic switches and cellular clocks -- Part 3. Multicellular organisms -- Measuring the genotype—phenotype map in eukaryotes -- Pigment evolution in Drosophila fly species: time for theory? -- Birds of a feather: using experiment and theory to understand the evolution of feather patterning -- A regulatory network that explains both fish fins and mouse limbs -- Quantitative system drift of the fly body plan -- Part 4. Immunity and disease -- Of mice, men, and immunity -- Immunity as an evolving adaptive system -- Cancer is a microevolutionary systemic disease -- A systems approach to cancer.
Record Nr. UNISA-996464380103316
Cham, Switzerland : , : Springer, , [2021]
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
Guide to Simulation and Modeling for Biosciences [[electronic resource] /] / by David J. Barnes, Dominique Chu
Guide to Simulation and Modeling for Biosciences [[electronic resource] /] / by David J. Barnes, Dominique Chu
Autore Barnes David J
Edizione [2nd ed. 2015.]
Pubbl/distr/stampa London : , : Springer London : , : Imprint : Springer, , 2015
Descrizione fisica 1 online resource (XII, 339 p. 80 illus.)
Disciplina 570.113
Collana Simulation Foundations, Methods and Applications
Soggetto topico Computer simulation
Mathematical models
Bioinformatics
Bioinformatics 
Computational biology 
Simulation and Modeling
Mathematical Modeling and Industrial Mathematics
Computational Biology/Bioinformatics
Computer Appl. in Life Sciences
ISBN 1-4471-6762-7
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Foundations of Modeling -- Agent-based Modeling -- ABMs using Repast Simphony -- Differential Equations -- Mathematical Tools -- Other Stochastic Methods and Prism -- Simulating Biochemical Systems -- Biochemical Models Beyond the Perfect Mixing Assumption -- Reference Material.
Record Nr. UNINA-9910299204103321
Barnes David J  
London : , : Springer London : , : Imprint : Springer, , 2015
Materiale a stampa
Lo trovi qui: Univ. Federico II
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Modeling Dynamic Biological Systems [[electronic resource] /] / by Bruce Hannon, Matthias Ruth
Modeling Dynamic Biological Systems [[electronic resource] /] / by Bruce Hannon, Matthias Ruth
Autore Hannon Bruce
Edizione [2nd ed. 2014.]
Pubbl/distr/stampa Cham : , : Springer International Publishing : , : Imprint : Springer, , 2014
Descrizione fisica 1 online resource (XVI, 434 p. 298 illus., 280 illus. in color.)
Disciplina 570.113
Collana Modeling Dynamic Systems
Soggetto topico Ecology 
Biomathematics
Population
Biochemistry
Computers
Ecology
Mathematical and Computational Biology
Population Economics
Biochemistry, general
Models and Principles
ISBN 3-319-05615-8
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto I. INTRODUCTION -- 1. Modeling Dynamic Biological Systems -- 2. Exploring Dynamic Biological Systems -- 3. Risky Population -- 4. Steady State, Oscillation and Chaos in Population Dynamics -- 5. Spatial Dynamics.- II. PHYSICAL AND BIOCHEMICAL MODELS.- 6. Law of Mass Action -- 7. Catalyzed Product -- 8. Two-Stage Nutrient Uptake -- 9. Iodine Compartment -- 10. The Brusselator -- 11. Signal Transmission -- III. Genetic Models -- 12. Mating and Mutation of Alleles -- 13. Artificial Worms -- 14. Langur Infanticide and Long-term Matriline Fitness -- IV. MODELS OF ORGANISM -- 15. Odor Sensing -- 16. Stochastic Resonance -- 17. Heart Beat -- 18. Bat Thermo-Regulation -- 19. The Optimum Plant -- 20. Soybean Plant Growth -- 21. Infectious Diseases -- VI. SINGLE POPULATION MODELS -- 22. Adaptive Population Control -- 23. Roan Herds -- 24. Population Dynamics of Voles -- 25. Lemming Population Dynamics -- 26. Multi-Stage Insect Models -- 27. Two Age-Class Parasites -- 28. Monkey Travels -- 29. Biosynchronicity -- VII. MULTIPLE POPULATION MODELS -- 30. Plant Microbe Interaction -- 31. Wildebeest -- 32. Nicholson-Bailey Host-Parasite Interaction -- 33. Diseased and Healthy Immigrating Insects -- 34. Two-Species Colonization Model -- 35. Herbivore-Algae Predator-Prey Dynamics -- 36. The Grass Carp -- 37. Recruitment and Trophic Dynamics of Gizzard Shad -- 38. Salamander Dispersal. 39. Quail Movement -- 40. Modeling Spatial Dynamics of Spatial Predator-Prey Interactions in a Changing -- VII. CATASTROPHE AND SELF-ORGANIZATION -- 41. Catastrophe -- 42. Spruce Budworm Dynamics -- 43. Game of Life -- 44. Daisyworld -- VIII. CONCLUSION -- 45. Building a Modeling Community.                                                                                                                                                                                                                                                                                                                                                                               .
Record Nr. UNINA-9910298327603321
Hannon Bruce  
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2014
Materiale a stampa
Lo trovi qui: Univ. Federico II
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