A comparison of methods for classifying clinical samples based on proteomics data: a case study for statistical and machine learning approaches

The discovery of protein variation is an important strategy in disease diagnosis within the biological sciences. The current benchmark for elucidating information from multiple biological variables is the so called “omics” disciplines of the biological sciences. Such variability is uncovered by implementation of multivariable data mining techniques which come under two primary categories, machine learning strategies and statistical based approaches. Typically proteomic studies can produce hundreds or thousands of variables, p, per observation, n, depending on the analytical platform or method employed to generate the data. Many classification methods are limited by an n≪p constraint, and as such, require pre-treatment to reduce the dimensionality prior to classification. Recently machine learning techniques have gained popularity in the field for their ability to successfully classify unknown samples. One limitation of such methods is the lack of a functional model allowing meaningful interpretation of results in terms of the features used for classification. This is a problem that might be solved using a statistical model-based approach where not only is the importance of the individual protein explicit, they are combined into a readily interpretable classification rule without relying on a black box approach. Here we incorporate statistical dimension reduction techniques Partial Least Squares (PLS) and Principal Components Analysis (PCA) followed by both statistical and machine learning classification methods, and compared them to a popular machine learning technique, Support Vector Machines (SVM). Both PLS and SVM demonstrate strong utility for proteomic classification problems.     

亚磁场及其生物响应机制

根据亚磁生物学的研究历史和空间亚磁环境的实际情况,本文定义磁感应强度总量在“0<|B|≤5 μT”区间内的静态弱磁场为亚磁场．亚磁场能对生命活动的多个方面,特别是中枢神经系统产生负面影响．随着月球与火星航天计划的开展,航天员将长期暴露于亚磁空间中．这可能对宇航员的身心健康带来潜在的危害．亚磁场生物学效应及其机制的研究,将为相关载人航天的空间防护提供理论基础,已成为空间生物科学以及航天医学等相关领域的新热点．     

“Positive” Results Increase Down the Hierarchy of the Sciences

The hypothesis of a Hierarchy of the Sciences with physical sciences at the top, social sciences at the bottom, and biological sciences in-between is nearly 200 years old. This order is intuitive and reflected in many features of academic life, but whether it reflects the “hardness” of scientific research—i.e., the extent to which research questions and results are determined by data and theories as opposed to non-cognitive factors—is controversial. This study analysed 2434 papers published in all disciplines and that declared to have tested a hypothesis. It was determined how many papers reported a “positive” (full or partial) or “negative” support for the tested hypothesis. If the hierarchy hypothesis is correct, then researchers in “softer” sciences should have fewer constraints to their conscious and unconscious biases, and therefore report more positive outcomes. Results confirmed the predictions at all levels considered: discipline, domain and methodology broadly defined. Controlling for observed differences between pure and applied disciplines, and between papers testing one or several hypotheses, the odds of reporting a positive result were around 5 times higher among papers in the disciplines of Psychology and Psychiatry and Economics and Business compared to Space Science, 2.3 times higher in the domain of social sciences compared to the physical sciences, and 3.4 times higher in studies applying behavioural and social methodologies on people compared to physical and chemical studies on non-biological material. In all comparisons, biological studies had intermediate values. These results suggest that the nature of hypotheses tested and the logical and methodological rigour employed to test them vary systematically across disciplines and fields, depending on the complexity of the subject matter and possibly other factors (e.g., a field''s level of historical and/or intellectual development). On the other hand, these results support the scientific status of the social sciences against claims that they are completely subjective, by showing that, when they adopt a scientific approach to discovery, they differ from the natural sciences only by a matter of degree.     

Introduction

The edition of a special issue entitled “Neuroscience in China” provides a unique opportunity to introduce neuroscience research undertakings in China today. Among the biological sciences at large, neuroscience is one of the most advanced fields in China. To take two examples, more than 70% of the articles published in the Chinese Journal of Physiology were in the category of neuroscience; among the members of the Chinese Academy of Sciences (CAS), scientists in the field of neuroscience outnumber scientists in other disciplines of basic medical sciences. This assay tries to analyze the historical and contemporary background underlying the current status.     

Leaks in the pipeline: separating demographic inertia from ongoing gender differences in academia

Identification of the causes underlying the under-representation of women and minorities in academia is a source of ongoing concern and controversy. This is a critical issue in ensuring the openness and diversity of academia; yet differences in personal experiences and interpretations have mired it in controversy. We construct a simple model of the academic career that can be used to identify general trends, and separate the demographic effects of historical differences from ongoing biological or cultural gender differences. We apply the model to data on academics collected by the National Science Foundation (USA) over the past three decades, across all of science and engineering, and within six disciplines (agricultural and biological sciences, engineering, mathematics and computer sciences, physical sciences, psychology, and social sciences). We show that the hiring and retention of women in academia have been affected by both demographic inertia and gender differences, but that the relative influence of gender differences appears to be dwindling for most disciplines and career transitions. Our model enables us to identify the two key non-structural bottlenecks restricting female participation in academia: choice of undergraduate major and application to faculty positions. These transitions are those in greatest need of detailed study and policy development.     

Resolution of the All-Union Conference on Philosophical Problems of the Physiology of Higher Nervous Activity and Psychology

The period of transition from socialism to communism is characterized by great successes in scientific development. The fields of physiology of higher nervous activity and psychology are developing successfully as well. The phenomena studied by these sciences are directly related to the dialectical-materialist solution of basic philosophical problems and to the Marxist-Leninist theory of cognition. The entire complex of the biological disciplines of physiology and psychology presents a united front of science proceeding from the position that "the conditions of life are decisive in the development of the organic world" (Program of the CPSU).     

Systems biology in animal sciences

Systems biology is a rapidly expanding field of research and is applied in a number of biological disciplines. In animal sciences, omics approaches are increasingly used, yielding vast amounts of data, but systems biology approaches to extract understanding from these data of biological processes and animal traits are not yet frequently used. This paper aims to explain what systems biology is and which areas of animal sciences could benefit from systems biology approaches. Systems biology aims to understand whole biological systems working as a unit, rather than investigating their individual components. Therefore, systems biology can be considered a holistic approach, as opposed to reductionism. The recently developed 'omics' technologies enable biological sciences to characterize the molecular components of life with ever increasing speed, yielding vast amounts of data. However, biological functions do not follow from the simple addition of the properties of system components, but rather arise from the dynamic interactions of these components. Systems biology combines statistics, bioinformatics and mathematical modeling to integrate and analyze large amounts of data in order to extract a better understanding of the biology from these huge data sets and to predict the behavior of biological systems. A 'system' approach and mathematical modeling in biological sciences are not new in itself, as they were used in biochemistry, physiology and genetics long before the name systems biology was coined. However, the present combination of mass biological data and of computational and modeling tools is unprecedented and truly represents a major paradigm shift in biology. Significant advances have been made using systems biology approaches, especially in the field of bacterial and eukaryotic cells and in human medicine. Similarly, progress is being made with 'system approaches' in animal sciences, providing exciting opportunities to predict and modulate animal traits.     

Pragmatism, Patronage and Politics in English Biology: The Rise and Fall of Economic Biology 1904–1920

The rise of applied biology was one of the most striking feature of the biological sciences in the early 20th century. Strongly oriented toward agriculture, this was closely associated with the growth of a number of disciplines, notably, entomology and mycology. This period also saw a market expansion of the English University system, and biology departments in the newly inaugurated civic universities took an early and leading role in the development of applied biology through their support of Economic Biology. This sought explicitly to promote the application of biological knowledge to economically important problems and especially to agriculture. The impact of Economic Biology was felt most strongly within Zoology, where it became synonymous with entomology. The transience of Economic Biology belies its significance, for example, in providing a means for the expansion of biology at the civic universities. More broadly, it opened up new research and employment opportunities within the life sciences. In late Edwardian Britain, newly available state funds for agriculturally relevant biological disciplines transformed the life sciences. This paper examines the impact of these funds - mobilized either under the 1909 Development Act, or under the auspices of colonial interests - on Economic Biology and the institutionalization of applied biology. The rise and fall of Economic Biology casts new light on the way in which institutional and political alignments profoundly shaped the development of British biology.     

生物技术发展趋势与预测

预测了未来10～20年内生物技术在人类医学领域、农业生物技术领域、工业生物技术领域、生物计算学领域、材料学领域、生物工程领域和环境生物工程领域的主要发展趋势,对生物技术的发展进程也作了预测,并对生物技术在人类疾病治疗方面、农业领域、工业领域、数学领域、材料学科、生物工程方面和环境生物工程领域作出了实际预测。     

保护生物学概要

保护生物学的形成是对生物危机的反应和生物科学迅速发展的结果。它是应用科学解决由于人类活动干扰或其它因素引起的物种、群落和生态系统出现的问题的新学科。其”目的是提供保护生物多样性的原理和工具“,其基础科学和应用科学的综合性交叉学科。系统学、生态学、生物地理学和种群生态学的原理和方法是保护生物学重要的理论和实践基础。     

The application of atomic force microscopy to the study of living vertebrate cells in culture

Atomic force microscopy (AFM), a relatively new variant of scanning probe microscopy developed for the material sciences, is becoming an increasingly important tool in other disciplines. In this review I describe in nontechnical terms some of the basic aspects of using AFM to study living vertebrate cells. Although AFM has some unusual attributes such as an ability to be used with living cells, AFM also has attributes that make its use in cell biology a real challenge. This review was written to encourage researchers in the biological and biomedical sciences to consider AFM as a potential (and potent) tool for their cell biological research.     

Sewall wright meets artificial life: the origin and maintenance of evolutionary novelty

A decade ago, Langton coined the term Artificial Life (A-Life) to identify the new field of research that is attempting to create and characterize open-ended evolving systems using diverse computer-based methods. Fruitful interactions between A-Life research and that of conventional biological sciences (B-Life) are rare. Using the framework of molecular and evolutionary genetics, we discuss some of the reasons for this lack of conceptual cross-pollination between the disciplines and we identify some potential areas for interdisciplinary collaboration.     

Towards a bioinformatics network for Latin America and the Caribbean (LACBioNet)

Bioinformatics is increasingly recognised as a crucial field for research and development in the biological sciences, and forms an integral part of genomics, proteomics and modern biotechnology. Worldwide participation is important, and scientists in developing countries can contribute to this field. Regional networks for bioinformatics are highly beneficial for capacity strengthening and cooperation, and for establishing productive interactions between scientists in the fields of biological and informatics sciences. Such a network (LACBioNet) is being organised for Latin America and the Caribbean. Its immediate goals include the organisation and extension of nodes and services, information and communication, research and development in different specialty fields of bioinformatics, and training and human resource development.     

The Professionalization of Science Studies: Cutting Some Slack

During the past hundred years or so, those scholars studying science have isolated themselves as much as possible from scientists as well as from workers in other disciplines who study science. The result of this effort is history of science, philosophy of science and sociology of science as separate disciplines. I argue in this paper that now is the time for these disciplinary boundaries to be lowered or at least made more permeable so that a unified discipline of Science Studies might emerge. I discuss representative problems that stand in the way of such an integration. These problems may seem so formidable in the abstract that no one in their right mind would waste their time trying to bring about a unified field of Science Studies. However, those of us who limit ourselves to the study of the biological sciences have already formed a society in which workers from all disciplines can share their expertise -- the International Society for the History, Philosophy and Social Studies of Science.     

Astrobiology,the transcendent science: the promise of astrobiology as an integrative approach for science and engineering education and research

Astrobiology is rapidly gaining the worldwide attention of scientists, engineers and the public. Astrobiology's captivation is due to its inherently interesting focus on life, its origins and distribution in the Universe. Because of its remarkable breadth as a scientific field, astrobiology touches on virtually all disciplines in the physical, biological and social sciences as well as engineering. The multidisciplinary nature and the appeal of its subject matter make astrobiology ideal for integrating the teaching of science at all levels in educational curricula. The rationale for implementing novel educational programs in astrobiology is presented along with specific research and educational policy recommendations.     

Marine molecular biology: an emerging field of biological sciences

An appreciation of the potential applications of molecular biology is of growing importance in many areas of life sciences, including marine biology. During the past two decades, the development of sophisticated molecular technologies and instruments for biomedical research has resulted in significant advances in the biological sciences. However, the value of molecular techniques for addressing problems in marine biology has only recently begun to be cherished. It has been proven that the exploitation of molecular biological techniques will allow difficult research questions about marine organisms and ocean processes to be addressed. Marine molecular biology is a discipline, which strives to define and solve the problems regarding the sustainable exploration of marine life for human health and welfare, through the cooperation between scientists working in marine biology, molecular biology, microbiology and chemistry disciplines. Several success stories of the applications of molecular techniques in the field of marine biology are guiding further research in this area. In this review different molecular techniques are discussed, which have application in marine microbiology, marine invertebrate biology, marine ecology, marine natural products, material sciences, fisheries, conservation and bio-invasion etc. In summary, if marine biologists and molecular biologists continue to work towards strong partnership during the next decade and recognize intellectual and technological advantages and benefits of such partnership, an exciting new frontier of marine molecular biology will emerge in the future.     

中国斑马鱼研究发展历程及现状

斑马鱼作为重要的脊椎动物模式系统之一, 由于其多方面的优势, 在生命科学研究领域发挥着越来越重要的作用。目前, 斑马鱼已被广泛地用于发育生物学、分子生物学、细胞生物学、遗传学、神经生物学、肿瘤学、免疫学、海洋生物学、药物学、毒理与环保等诸多方面的研究, 一些重要的成果不断涌现, 为现代生命科学的发展做出了重要贡献。我国20世纪90年代后期引入斑马鱼模式系统, 此后研究队伍扩大很快, 有影响的研究成果不断涌现, 促进了多个学科的发展。文章重点综述了我国内地与香港地区在斑马鱼研究方面的发展历程以及所取得的代表性成果, 以期促进该模式系统更广泛地用于开展高水平研究。     

Why Nonlinear Biomedical Physics?

The two goals of Nonlinear Biomedical Physics are: firstly to show how nonlinear methods can shed new light on biological phenomena and medical applications and secondly to bridge the technical, mathematical, and cultural divides between the physical disciplines where these methods are being developed and the audience for their use in the biological and medical sciences.