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Pensotti A, Bizzarri M, Bertolaso M. The phenotypic reversion of cancer: Experimental evidences on cancer reversibility through epigenetic mechanisms (Review). Oncol Rep 2024; 51:48. [PMID: 38275101 PMCID: PMC10835663 DOI: 10.3892/or.2024.8707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 01/11/2024] [Indexed: 01/27/2024] Open
Abstract
Different experimental models reveal that malignant cancer cells can be induced to change their phenotype into a benign one. This phenotypic transformation, confirmed both in vitro and in vivo, currently is known as 'tumor reversion'. This evidence raises a radical question among current cancer models: Is cancer reversible? How do genetic and epigenetic alterations hierarchically relate? Understanding the mechanisms of 'tumor reversion' represents a key point in order to evolve the actual cancer models and develop new heuristic models that can possibly lead to drugs that target epigenetic mechanisms, for example epigenetic drugs. Even though evidence of tumor reversion dates back to the 1950s, this remains a completely new field of research recently re‑discovered thanks to the interest in cell reprogramming research, developmental biology and the increasing understanding of epigenetic mechanisms. In the current review, a comprehensive review of all the main experimental models on tumor reversion was presented.
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Affiliation(s)
- Andrea Pensotti
- Research Unit of Philosophy of Science and Human Development, University Campus Bio‑Medico of Rome, I‑00128 Rome, Italy
| | - Mariano Bizzarri
- Systems Biology Group Lab, Department of Experimental Medicine, Sapienza University, I‑00185 Rome, Italy
| | - Marta Bertolaso
- Research Unit of Philosophy of Science and Human Development, University Campus Bio‑Medico of Rome, I‑00128 Rome, Italy
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2
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Pensotti A, Bertolaso M, Bizzarri M. Is Cancer Reversible? Rethinking Carcinogenesis Models-A New Epistemological Tool. Biomolecules 2023; 13:733. [PMID: 37238604 PMCID: PMC10216038 DOI: 10.3390/biom13050733] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 04/17/2023] [Accepted: 04/19/2023] [Indexed: 05/28/2023] Open
Abstract
A growing number of studies shows that it is possible to induce a phenotypic transformation of cancer cells from malignant to benign. This process is currently known as "tumor reversion". However, the concept of reversibility hardly fits the current cancer models, according to which gene mutations are considered the primary cause of cancer. Indeed, if gene mutations are causative carcinogenic factors, and if gene mutations are irreversible, how long should cancer be considered as an irreversible process? In fact, there is some evidence that intrinsic plasticity of cancerous cells may be therapeutically exploited to promote a phenotypic reprogramming, both in vitro and in vivo. Not only are studies on tumor reversion highlighting a new, exciting research approach, but they are also pushing science to look for new epistemological tools capable of better modeling cancer.
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Affiliation(s)
- Andrea Pensotti
- Research Unit of Philosophy of Science and Human Development, University Campus Bio-Medico of Rome, 00128 Rome, Italy
- Systems Biology Group Lab, Department of Experimental Medicine, Sapienza University, 00185 Rome, Italy
| | - Marta Bertolaso
- Research Unit of Philosophy of Science and Human Development, University Campus Bio-Medico of Rome, 00128 Rome, Italy
| | - Mariano Bizzarri
- Systems Biology Group Lab, Department of Experimental Medicine, Sapienza University, 00185 Rome, Italy
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3
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Pontarotti G, Mossio M, Pocheville A. The genotype-phenotype distinction: from Mendelian genetics to 21st century biology. Genetica 2022; 150:223-234. [PMID: 35877054 DOI: 10.1007/s10709-022-00159-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 06/13/2022] [Indexed: 11/28/2022]
Abstract
The Genotype-Phenotype (G-P) distinction was proposed in the context of Mendelian genetics, in the wake of late nineteenth century studies about heredity. In this paper, we provide a conceptual analysis that highlights that the G-P distinction was grounded on three pillars: observability, transmissibility, and causality. Originally, the genotype is the non-observable and transmissible cause of its observable and non-transmissible effect, the phenotype. We argue that the current developments of biology have called the validity of such pillars into question. First, molecular biology has unveiled the putative material substrate of the genotype (qua DNA), making it an observable object. Second, numerous findings on non-genetic heredity suggest that some phenotypic traits can be directly transmitted. Third, recent organicist approaches to biological phenomena have emphasized the reciprocal causality between parts of a biological system, which notably applies to the relation between genotypes and phenotypes. As a consequence, we submit that the G-P distinction has lost its general validity, although it can still apply to specific situations. This calls for forging new frameworks and concepts to better describe heredity and development.
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Affiliation(s)
- Gaëlle Pontarotti
- Institut d'Histoire et de Philosophie des Sciences et des Techniques, CNRS/Université Paris 1 Panthéon-Sorbonne, Paris, France.
| | - Matteo Mossio
- Institut d'Histoire et de Philosophie des Sciences et des Techniques, CNRS/Université Paris 1 Panthéon-Sorbonne, Paris, France
| | - Arnaud Pocheville
- Université de Toulouse, Laboratoire Évolution et Diversité Biologique, UMR 5174, CNRS, IRD, UPS, Toulouse, France
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4
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Monti N, Verna R, Piombarolo A, Querqui A, Bizzarri M, Fedeli V. Paradoxical Behavior of Oncogenes Undermines the Somatic Mutation Theory. Biomolecules 2022; 12:662. [PMID: 35625590 PMCID: PMC9138429 DOI: 10.3390/biom12050662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 04/21/2022] [Accepted: 04/26/2022] [Indexed: 12/04/2022] Open
Abstract
The currently accepted theory on the influence of DNA mutations on carcinogenesis (the Somatic Mutation Theory, SMT) is facing an increasing number of controversial results that undermine the explanatory power of mutated genes considered as "causative" factors. Intriguing results have demonstrated that several critical genes may act differently, as oncogenes or tumor suppressors, while phenotypic reversion of cancerous cells/tissues can be achieved by modifying the microenvironment, the mutations they are carrying notwithstanding. Furthermore, a high burden of mutations has been identified in many non-cancerous tissues without any apparent pathological consequence. All things considered, a relevant body of unexplained inconsistencies calls for an in depth rewiring of our theoretical models. Ignoring these paradoxes is no longer sustainable. By avoiding these conundrums, the scientific community will deprive itself of the opportunity to achieve real progress in this important biomedical field. To remedy this situation, we need to embrace new theoretical perspectives, taking the cell-microenvironment interplay as the privileged pathogenetic level of observation, and by assuming new explanatory models based on truly different premises. New theoretical frameworks dawned in the last two decades principally focus on the complex interaction between cells and their microenvironment, which is thought to be the critical level from which carcinogenesis arises. Indeed, both molecular and biophysical components of the stroma can dramatically drive cell fate commitment and cell outcome in opposite directions, even in the presence of the same stimulus. Therefore, such a novel approach can help in solving apparently inextricable paradoxes that are increasingly observed in cancer biology.
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Affiliation(s)
| | | | | | | | | | - Valeria Fedeli
- Systems Biology Group Lab, Department of Experimental Medicine, “Sapienza” University of Rome, Viale Regina Elena 324, 00161 Rome, Italy; (N.M.); (R.V.); (A.P.); (A.Q.); (M.B.)
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5
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Verma JS, Libertin CR, Gupta Y, Khanna G, Kumar R, Arora BS, Krishna L, Fasina FO, Hittner JB, Antoniades A, van Regenmortel MHV, Durvasula R, Kempaiah P, Rivas AL. Multi-Cellular Immunological Interactions Associated With COVID-19 Infections. Front Immunol 2022; 13:794006. [PMID: 35281033 PMCID: PMC8913044 DOI: 10.3389/fimmu.2022.794006] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 01/24/2022] [Indexed: 02/05/2023] Open
Abstract
To rapidly prognosticate and generate hypotheses on pathogenesis, leukocyte multi-cellularity was evaluated in SARS-CoV-2 infected patients treated in India or the United States (152 individuals, 384 temporal observations). Within hospital (<90-day) death or discharge were retrospectively predicted based on the admission complete blood cell counts (CBC). Two methods were applied: (i) a "reductionist" one, which analyzes each cell type separately, and (ii) a "non-reductionist" method, which estimates multi-cellularity. The second approach uses a proprietary software package that detects distinct data patterns generated by complex and hypothetical indicators and reveals each data pattern's immunological content and associated outcome(s). In the Indian population, the analysis of isolated cell types did not separate survivors from non-survivors. In contrast, multi-cellular data patterns differentiated six groups of patients, including, in two groups, 95.5% of all survivors. Some data structures revealed one data point-wide line of observations, which informed at a personalized level and identified 97.8% of all non-survivors. Discovery was also fostered: some non-survivors were characterized by low monocyte/lymphocyte ratio levels. When both populations were analyzed with the non-reductionist method, they displayed results that suggested survivors and non-survivors differed immunologically as early as hospitalization day 1.
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Affiliation(s)
- Jitender S. Verma
- Central Institute of Orthopaedics, Vardhman Mahavir Medical College and Safdarjung Hospital, New Delhi, India
- *Correspondence: Jitender S. Verma, ; Prakasha Kempaiah, ; Ariel L. Rivas,
| | | | - Yash Gupta
- Infectious Diseases, Mayo Clinic, Jacksonville, FL, United States
| | - Geetika Khanna
- Central Institute of Orthopaedics, Vardhman Mahavir Medical College and Safdarjung Hospital, New Delhi, India
| | - Rohit Kumar
- Respiratory Medicine, Vardhman Mahavir Medical College and Safdarjung Hospital, New Delhi, India
| | - Balvinder S. Arora
- Department of Microbiology, Vardhman Mahavir Medical College and Safdarjung Hospital, New Delhi, India
| | - Loveneesh Krishna
- Central Institute of Orthopaedics, Vardhman Mahavir Medical College and Safdarjung Hospital, New Delhi, India
| | - Folorunso O. Fasina
- Food and Agriculture Organization of the United Nations, Dar es Salaam, Tanzania
- Department of Veterinary Tropical Diseases, University of Pretoria, Pretoria, South Africa
| | - James B. Hittner
- Psychology, College of Charleston, Charleston, SC, United States
| | | | - Marc H. V. van Regenmortel
- Medical University of Vienna, Vienna, Austria
- Higher School of Biotechnology, University of Strasbourg, Strasbourg, France
| | - Ravi Durvasula
- Infectious Diseases, Mayo Clinic, Jacksonville, FL, United States
| | - Prakasha Kempaiah
- Infectious Diseases, Mayo Clinic, Jacksonville, FL, United States
- *Correspondence: Jitender S. Verma, ; Prakasha Kempaiah, ; Ariel L. Rivas,
| | - Ariel L. Rivas
- Center for Global Health-Division of Infectious Diseases, School of Medicine, University of New Mexico, Albuquerque, NM, United States
- *Correspondence: Jitender S. Verma, ; Prakasha Kempaiah, ; Ariel L. Rivas,
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6
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Saridakis E. The genetic informational network: how DNA conveys semantic information. HISTORY AND PHILOSOPHY OF THE LIFE SCIENCES 2021; 43:112. [PMID: 34734317 DOI: 10.1007/s40656-021-00470-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 10/08/2021] [Indexed: 06/13/2023]
Abstract
The question of whether "genetic information" is a merely causal factor in development or can be made sense of semantically, in a way analogous to a language or other type of representation, has generated a long debate in the philosophy of biology. It is intimately connected with another intense debate, concerning the limits of genetic determinism. In this paper I argue that widespread attempts to draw analogies between genetic information and information contained in books, blueprints or computer programs, are fundamentally inadequate. In development, gene exons are the central part of an intricate and densely ramified semantic Genetic Informational Network. DNA in the entire genome is in a state of continuous positive and negative feedback with itself and with its 'environment', and is 'read' and acted upon by the cell in various alternative and complementary ways. The linear combinatorial coding relation between codons and amino acids is but one aspect of semantic genetic information, which is, when considered in its entirety, a far wider and richer concept.
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Affiliation(s)
- Emmanuel Saridakis
- Laboratory of Structural and Supramolecular Chemistry, Institute of Nanoscience and Nanotechnology, National Centre for Scientific Research "DEMOKRITOS", 15310, Athens, Greece.
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7
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Metabolic limits on classical information processing by biological cells. Biosystems 2021; 209:104513. [PMID: 34450208 DOI: 10.1016/j.biosystems.2021.104513] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 08/14/2021] [Accepted: 08/14/2021] [Indexed: 01/16/2023]
Abstract
Biological information processing is generally assumed to be classical. Measured cellular energy budgets of both prokaryotes and eukaryotes, however, fall orders of magnitude short of the power required to maintain classical states of protein conformation and localization at the Å, fs scales predicted by single-molecule decoherence calculations and assumed by classical molecular dynamics models. We suggest that decoherence is limited to the immediate surroundings of the cell membrane and of intercompartmental boundaries within the cell, and that bulk cellular biochemistry implements quantum information processing. Detection of Bell-inequality violations in responses to perturbation of recently-separated sister cells would provide a sensitive test of this prediction. If it is correct, modeling both intra- and intercellular communication requires quantum theory.
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8
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Kempster PA, Perju-Dumbrava L. The Thermodynamic Consequences of Parkinson's Disease. Front Neurol 2021; 12:685314. [PMID: 34512508 PMCID: PMC8427692 DOI: 10.3389/fneur.2021.685314] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Accepted: 08/04/2021] [Indexed: 12/31/2022] Open
Abstract
Several lines of evidence point to a pervasive disturbance of energy balance in Parkinson's disease (PD). Weight loss, common and multifactorial, is the most observable sign of this. Bradykinesia may be best understood as an underinvestment of energy in voluntary movement. This accords with rodent experiments that emphasise the importance of dopamine in allocating motor energy expenditure. Oxygen consumption studies in PD suggest that, when activities are standardised for work performed, these inappropriate energy thrift settings are actually wasteful. That the dopaminergic deficit of PD creates a problem with energy efficiency highlights the role played by the basal ganglia, and by dopamine, in thermodynamic governance. This involves more than balancing energy, since living things maintain their internal order by controlling transformations of energy, resisting probabilistic trends to more random states. This review will also look at recent research in PD on the analysis of entropy-an information theory metric of predictability in a message-in recordings from the basal ganglia. Close relationships between energy and information converge around the concept of entropy. This is especially relevant to the motor system, which regulates energy exchange with the outside world through its flow of information. The malignant syndrome in PD, a counterpart of neuroleptic malignant syndrome, demonstrates how much thermodynamic disruption can result from breakdown of motor signalling in an extreme hypodopaminergic state. The macroenergetic disturbances of PD are consistent with a unifying hypothesis of dopamine's neurotransmitter actions-to adapt energy expenditure to prevailing economic circumstances.
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Affiliation(s)
- Peter A. Kempster
- Neurosciences Department, Monash Medical Centre, Clayton, VIC, Australia
- Department of Medicine, School of Clinical Sciences, Monash University, Clayton, VIC, Australia
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9
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Soto AM, Schaeberle CM, Sonnenschein C. From Wingspread to CLARITY: a personal trajectory. Nat Rev Endocrinol 2021; 17:247-256. [PMID: 33514909 PMCID: PMC9662687 DOI: 10.1038/s41574-020-00460-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/09/2020] [Indexed: 01/30/2023]
Abstract
In the three decades since endocrine disruption was conceptualized at the Wingspread Conference, we have witnessed the growth of this multidisciplinary field and the accumulation of evidence showing the deleterious health effects of endocrine-disrupting chemicals. It is only within the past decade that, albeit slowly, some changes regarding regulatory measures have taken place. In this Perspective, we address some historical points regarding the advent of the endocrine disruption field and the conceptual changes that endocrine disruption brought about. We also provide our personal recollection of the events triggered by our serendipitous discovery of oestrogenic activity in plastic, a founder event in the field of endocrine disruption. This recollection ends with the CLARITY study as an example of a discordance between 'science for its own sake' and 'regulatory science' and leads us to offer a perspective that could be summarized by the motto attributed to Ludwig Boltzmann: "Nothing is more practical than a good theory".
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Affiliation(s)
- Ana M Soto
- Department of Immunology, Tufts University, School of Medicine, Boston, MA, USA.
| | - Cheryl M Schaeberle
- Department of Immunology, Tufts University, School of Medicine, Boston, MA, USA
| | - Carlos Sonnenschein
- Department of Immunology, Tufts University, School of Medicine, Boston, MA, USA
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10
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Soto AM, Sonnenschein C. Information, programme, signal: dead metaphors that negate the agency of organisms. INTERDISCIPLINARY SCIENCE REVIEWS : ISR 2020; 45:331-343. [PMID: 33100483 PMCID: PMC7577589 DOI: 10.1080/03080188.2020.1794389] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
The metaphorical adoption of the concepts of information, program and signal introduced into biology the logic and implicit causal structure of the mathematical theories of information; this is inimical to biology. In turn, those metaphors have hindered the development of a theory of organisms by transferring the agency of organisms to natural selection and to DNA. Moreover, those metaphors introduced into biology the dualism software-hardware and a Laplacian causal structure. Instead, we propose to uphold the agency of the living by adopting three foundational principles for a theory of organisms: namely, 1) the principle of biological inertia (i.e., the default state of cells is proliferation and motility), 2) the principle of variation, and 3) the principle of organization.
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Affiliation(s)
- Ana M. Soto
- Department of Immunology, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA 02111, USA
- Centre Cavaillès, École Normale Supérieure, 29, Rue d’Ulm, Paris 75005, France
| | - Carlos Sonnenschein
- Department of Immunology, Tufts University School of Medicine, 136 Harrison Ave, Boston, MA 02111, USA
- Centre Cavaillès, École Normale Supérieure, 29, Rue d’Ulm, Paris 75005, France
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11
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Hoel E, Levin M. Emergence of informative higher scales in biological systems: a computational toolkit for optimal prediction and control. Commun Integr Biol 2020; 13:108-118. [PMID: 33014263 PMCID: PMC7518458 DOI: 10.1080/19420889.2020.1802914] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 07/22/2020] [Accepted: 07/26/2020] [Indexed: 02/07/2023] Open
Abstract
The biological sciences span many spatial and temporal scales in attempts to understand the function and evolution of complex systems-level processes, such as embryogenesis. It is generally assumed that the most effective description of these processes is in terms of molecular interactions. However, recent developments in information theory and causal analysis now allow for the quantitative resolution of this question. In some cases, macro-scale models can minimize noise and increase the amount of information an experimenter or modeler has about "what does what." This result has numerous implications for evolution, pattern regulation, and biomedical strategies. Here, we provide an introduction to these quantitative techniques, and use them to show how informative macro-scales are common across biology. Our goal is to give biologists the tools to identify the maximally-informative scale at which to model, experiment on, predict, control, and understand complex biological systems.
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Affiliation(s)
- Erik Hoel
- Allen Discovery Center, Tufts University, Medford, MA, USA
| | - Michael Levin
- Allen Discovery Center, Tufts University, Medford, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
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12
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Sonnenschein C, Soto AM. Over a century of cancer research: Inconvenient truths and promising leads. PLoS Biol 2020; 18:e3000670. [PMID: 32236102 PMCID: PMC7153880 DOI: 10.1371/journal.pbio.3000670] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Revised: 04/13/2020] [Indexed: 12/17/2022] Open
Abstract
Despite over a century of intensive efforts, the great gains promised by the War on Cancer nearly 50 years ago have not materialized. Since 1999, we have analyzed the lack of progress in explaining and "curing" cancer by examining the merits of the premises that determine how cancer is understood and treated. Our ongoing critical analyses have aimed at clarifying the sources of misunderstandings at the root of the cancer puzzle while providing a plausible and comprehensive biomedical perspective as well as a new theory of carcinogenesis that is compatible with evolutionary theory. In this essay, we explain how this new theory, the tissue organization field theory (TOFT), can help chart a path to progress for cancer researchers by explaining features of cancer that remain unexplainable from the perspective of the still hegemonic somatic mutation theory (SMT) and its variants. Of equal significance, the premises underlying the TOFT offer new perspectives on basic biological phenomena.
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Affiliation(s)
- Carlos Sonnenschein
- Tufts University School of Medicine, Boston, Massachusetts, United States of America
- Centre Cavaillès, Ecole Normale Supérieure, Paris, France
| | - Ana M. Soto
- Tufts University School of Medicine, Boston, Massachusetts, United States of America
- Centre Cavaillès, Ecole Normale Supérieure, Paris, France
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13
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Jaeger J, Verd B. Dynamic positional information: Patterning mechanism versus precision in gradient-driven systems. Curr Top Dev Biol 2019; 137:219-246. [PMID: 32143744 DOI: 10.1016/bs.ctdb.2019.11.017] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
There is much talk about information in biology. In developmental biology, this takes the form of "positional information," especially in the context of morphogen-based pattern formation. Unfortunately, the concept of "information" is rarely defined in any precise manner. Here, we provide two alternative interpretations of "positional information," and examine the complementary meanings and uses of each concept. Positional information defined as Shannon information helps us understand decoding and error propagation in patterning systems. General relativistic positional information, in contrast, provides a metric to assess the output of pattern-forming mechanisms. Both interpretations provide powerful conceptual tools that do not compete, but are best used in combination to gain a proper mechanistic understanding of robust patterning.
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Affiliation(s)
- Johannes Jaeger
- Complexity Science Hub (CSH), Vienna, Austria; Department of Molecular Evolution & Development, University of Vienna, Vienna, Austria.
| | - Berta Verd
- Department of Genetics, University of Cambridge, Cambridge, United Kingdom
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14
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Strazewski P. Low-Digit and High-Digit Polymers in the Origin of Life. Life (Basel) 2019; 9:life9010017. [PMID: 30717360 PMCID: PMC6463190 DOI: 10.3390/life9010017] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Revised: 01/23/2019] [Accepted: 01/26/2019] [Indexed: 01/22/2023] Open
Abstract
Extant life uses two kinds of linear biopolymers that mutually control their own production, as well as the cellular metabolism and the production and homeostatic maintenance of other biopolymers. Nucleic acids are linear polymers composed of a relatively low structural variety of monomeric residues, and thus a low diversity per accessed volume. Proteins are more compact linear polymers that dispose of a huge compositional diversity even at the monomeric level, and thus bear a much higher catalytic potential. The fine-grained diversity of proteins makes an unambiguous information transfer from protein templates too error-prone, so they need to be resynthesized in every generation. But proteins can catalyse both their own reproduction as well as the efficient and faithful replication of nucleic acids, which resolves in a most straightforward way an issue termed “Eigen’s paradox”. Here the importance of the existence of both kinds of linear biopolymers is discussed in the context of the emergence of cellular life, be it for the historic orgin of life on Earth, on some other habitable planet, or in the test tube. An immediate consequence of this analysis is the necessity for translation to appear early during the evolution of life.
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Affiliation(s)
- Peter Strazewski
- Institut de Chimie et Biochimie Moléculaires et Supramoléculaires (Unité Mixte de Recherche 5246), Université de Lyon, Claude Bernard Lyon 1, 43 bvd du 11 Novembre 1918, 69622 Villeurbanne CEDEX, France.
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15
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Soto AM, Sonnenschein C. Endocrine disruptors - putting the mechanistic cart before the phenomenological horse. Nat Rev Endocrinol 2018; 14:317-318. [PMID: 29626202 PMCID: PMC6179146 DOI: 10.1038/s41574-018-0003-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Despite incontrovertible evidence of the harmful effects of endocrine disruptors, a sound public health policy is still absent. Meanwhile, the press has revealed the hindering role of industry lobbyists and conflicts of interest among members of the regulatory bodies. Here, we identify another hindrance; one that stems from current experimental research practices.
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Affiliation(s)
- Ana M Soto
- Tufts University School of Medicine, Boston, MA, USA.
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16
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The Double-Aspect of Life. BIOLOGY 2018; 7:biology7020028. [PMID: 29735890 PMCID: PMC6023002 DOI: 10.3390/biology7020028] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Revised: 05/02/2018] [Accepted: 05/04/2018] [Indexed: 12/13/2022]
Abstract
Life is based on two aspects: matter and a non-material, electrical component. In a dynamic system of reciprocal causality, matter and the so-called bioelectricity interact with one another, forming a functional unity. The aim of this essay is to summarize evidence for bioelectricity, for the sensitivity of biosystems to external physical factors and for the interactions of internal bioelectricity with internal biochemical structures. I propose non-material information of bioelectrical states to be just as inheritable from generation to generation as is the material genetic code.
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17
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Fields C, Levin M. Multiscale memory and bioelectric error correction in the cytoplasm-cytoskeleton-membrane system. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE 2017; 10. [DOI: 10.1002/wsbm.1410] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2017] [Revised: 08/19/2017] [Accepted: 10/04/2017] [Indexed: 12/12/2022]
Affiliation(s)
- Chris Fields
- 21 Rue des Lavandiéres, 11160 Caunes Minervois; France
| | - Michael Levin
- Allen Discovery Center at Tufts University; Medford MA USA
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18
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From Systems to Organisations. SYSTEMS 2017. [DOI: 10.3390/systems5010023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Reductionist perspectives and the notion of information. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2016; 122:11-15. [DOI: 10.1016/j.pbiomolbio.2016.07.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Revised: 07/14/2016] [Accepted: 07/20/2016] [Indexed: 01/21/2023]
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Preface to “From the century of the genome to the century of the organism: New theoretical approaches”. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2016; 122:1-3. [DOI: 10.1016/j.pbiomolbio.2016.09.011] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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21
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Soto AM, Longo G, Montévil M, Sonnenschein C. The biological default state of cell proliferation with variation and motility, a fundamental principle for a theory of organisms. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2016; 122:16-23. [PMID: 27381480 PMCID: PMC5659334 DOI: 10.1016/j.pbiomolbio.2016.06.006] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Revised: 06/24/2016] [Accepted: 06/26/2016] [Indexed: 11/22/2022]
Abstract
The principle of inertia is central to the modern scientific revolution. By postulating this principle Galileo at once identified a pertinent physical observable (momentum) and a conservation law (momentum conservation). He then could scientifically analyze what modifies inertial movement: gravitation and friction. Inertia, the default state in mechanics, represented a major theoretical commitment: there is no need to explain uniform rectilinear motion, rather, there is a need to explain departures from it. By analogy, we propose a biological default state of proliferation with variation and motility. From this theoretical commitment, what requires explanation is proliferative quiescence, lack of variation, lack of movement. That proliferation is the default state is axiomatic for biologists studying unicellular organisms. Moreover, it is implied in Darwin's "descent with modification". Although a "default state" is a theoretical construct and a limit case that does not need to be instantiated, conditions that closely resemble unrestrained cell proliferation are readily obtained experimentally. We will illustrate theoretical and experimental consequences of applying and of ignoring this principle.
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Affiliation(s)
- Ana M Soto
- Centre Cavaillès, République des Savoirs, CNRS USR3608, Collège de France et Ecole Normale Supérieure, Paris, France; Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA.
| | - Giuseppe Longo
- Centre Cavaillès, République des Savoirs, CNRS USR3608, Collège de France et Ecole Normale Supérieure, Paris, France; Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA.
| | - Maël Montévil
- Laboratoire "Matière et Systèmes Complexes" (MSC), UMR 7057 CNRS, Université Paris 7 Diderot, 75205, Paris Cedex 13, France; Institut d'Histoire et de Philosophie des Sciences et des Techniques (IHPST), UMR 8590, 13, rue du Four, 75006, Paris, France.
| | - Carlos Sonnenschein
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA; Centre Cavaillès, Ecole Normale Supérieure, Paris, France; Institut d'Etudes Avancées de Nantes, France.
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Davies PCW, Walker SI. The hidden simplicity of biology. REPORTS ON PROGRESS IN PHYSICS. PHYSICAL SOCIETY (GREAT BRITAIN) 2016; 79:102601. [PMID: 27608530 DOI: 10.1088/0034-4885/79/10/102601] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Life is so remarkable, and so unlike any other physical system, that it is tempting to attribute special factors to it. Physics is founded on the assumption that universal laws and principles underlie all natural phenomena, but is it far from clear that there are 'laws of life' with serious descriptive or predictive power analogous to the laws of physics. Nor is there (yet) a 'theoretical biology' in the same sense as theoretical physics. Part of the obstacle in developing a universal theory of biological organization concerns the daunting complexity of living organisms. However, many attempts have been made to glimpse simplicity lurking within this complexity, and to capture this simplicity mathematically. In this paper we review a promising new line of inquiry to bring coherence and order to the realm of biology by focusing on 'information' as a unifying concept.
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Affiliation(s)
- Paul C W Davies
- Beyond Center for Fundamental Concepts in Science, Arizona State University, Tempe, AZ, USA
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SOTO ANAM, LONGO GIUSEPPE, MIQUEL PAULANTOINE, MONTEVIL MAËL, MOSSIO MATTEO, PERRET NICOLE, POCHEVILLE ARNAUD, SONNENSCHEIN CARLOS. Toward a theory of organisms: Three founding principles in search of a useful integration. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2016; 122:77-82. [PMID: 27498204 PMCID: PMC5097676 DOI: 10.1016/j.pbiomolbio.2016.07.006] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2016] [Revised: 07/29/2016] [Accepted: 07/30/2016] [Indexed: 01/09/2023]
Abstract
Organisms, be they uni- or multi-cellular, are agents capable of creating their own norms; they are continuously harmonizing their ability to create novelty and stability, that is, they combine plasticity with robustness. Here we articulate the three principles for a theory of organisms, namely: the default state of proliferation with variation and motility, the principle of variation and the principle of organization. These principles profoundly change both biological observables and their determination with respect to the theoretical framework of physical theories. This radical change opens up the possibility of anchoring mathematical modeling in biologically proper principles.
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Affiliation(s)
- ANA M. SOTO
- Centre Cavaillès, République des Savoirs, CNRS USR3608,, Collège de France et Ecole Normale Supérieure, Paris, France and Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA USA
| | - GIUSEPPE LONGO
- Centre Cavaillès, République des Savoirs, CNRS USR3608, Collège de France et Ecole Normale Supérieure, Paris, France and Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA USA,
| | - PAUL-ANTOINE MIQUEL
- Paul-Antoine Miquel, Université de Toulouse 2, , 5 Allée Antonio Machado 31058 TOULOUSE Cedex 9
| | - MAËL MONTEVIL
- Laboratoire “Matière et Systèmes Complexes” (MSC), UMR 7057 CNRS, Université Paris 7 Diderot, 75205 Paris Cedex 13, France And associated member of: Institut d'Histoire et de Philosophie des Sciences et des Techniques (IHPST) - UMR 8590, 13, rue du Four, 75006 Paris, France,
| | - MATTEO MOSSIO
- IHPST (CNRS/Paris 1/ENS) 13, rue du four, 75006 Paris France,
| | - NICOLE PERRET
- Centre Cavaillès, République des Savoirs, CNRS USR3608,, Collège de France et Ecole Normale Supérieure, Paris, France
| | - ARNAUD POCHEVILLE
- Department of Philosophy and Charles Perkins Center, University of Sydney, Sydney, Australia
| | - CARLOS SONNENSCHEIN
- Centre Cavaillès, École Normale Supérieure, Paris, France, and Institut d'Etudes Avancees de Nantes, France. and Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA USA.
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Rosslenbroich B. Properties of Life: Toward a Coherent Understanding of the Organism. Acta Biotheor 2016; 64:277-307. [PMID: 27485949 DOI: 10.1007/s10441-016-9284-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2015] [Accepted: 07/22/2016] [Indexed: 12/18/2022]
Abstract
The question of specific properties of life compared to nonliving things accompanied biology throughout its history. At times this question generated major controversies with largely diverging opinions. Basically, mechanistic thinkers, who tried to understand organismic functions in terms of nonliving machines, were opposed by those who tried to describe specific properties or even special forces being active within living entities. As this question included the human body, these controversies always have been of special relevance to our self-image and also touched practical issues of medicine. During the second half of the twentieth century, it seemed to be resolved that organisms are explainable basically as physicochemical machines. Especially from the perspective of molecular biology, it seemed to be clear that organisms need to be explained solely by the chemical functions of their component parts, although some resistance to this view never ceased. This research program has been working quite successfully, so that science today knows a lot about the physiological and chemical processes within organisms. However, again new doubts arise questioning whether the mere continuation of this analytical approach will finally generate a fundamental understanding of living entities. At the beginning of the twenty-first century the quest for a new synthesis actually comes from analytical empiricists themselves. The hypothesis of the present paper is that empirical research has been developed far enough today, that it reveals by itself the materials and the prerequisites to understand more of the specific properties of life. Without recourse to mysterious forces, it is possible to generate answers to this age-old question, just using recent, empirically generated knowledge. This view does not contradict the results of reductionistic research, but rather grants them meaning within the context of organismic systems and also may increase their practical usefulness. Although several of these properties have been discussed before, different authors usually concentrated on a single one or some of them. The paper describes ten specific properties of living entities as they can be deduced from contemporary science. The aim is to demonstrate that the results of empirical research show both the necessity as well as the possibility of the development of a new conception of life to build a coherent understanding of organismic functions.
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Bizzarri M, Cucina A. SMT and TOFT: Why and How They are Opposite and Incompatible Paradigms. Acta Biotheor 2016; 64:221-39. [PMID: 27283400 DOI: 10.1007/s10441-016-9281-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2015] [Accepted: 05/23/2016] [Indexed: 01/02/2023]
Abstract
The Somatic Mutation Theory (SMT) has been challenged on its fundamentals by the Tissue Organization Field Theory of Carcinogenesis (TOFT). However, a recent publication has questioned whether TOFT could be a valid alternative theory of carcinogenesis to that presented by SMT. Herein we critically review arguments supporting the irreducible opposition between the two theoretical approaches by highlighting differences regarding the philosophical, methodological and experimental approaches on which they respectively rely. We conclude that SMT has not explained carcinogenesis due to severe epistemological and empirical shortcomings, while TOFT is gaining momentum. The main issue is actually to submit SMT to rigorous testing. This concern includes the imperatives to seek evidence for disproving one's hypothesis, and to consider the whole, and not just selective evidence.
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Affiliation(s)
- Mariano Bizzarri
- Department of Experimental Medicine, Sapienza University of Rome, Viale Regina Elena 324, 00161, Rome, Italy.
- Systems Biology Group Lab, Sapienza University of Rome, Via Antonio Scarpa 14, 00161, Rome, Italy.
| | - Alessandra Cucina
- Department of Surgery "Pietro Valdoni", Sapienza University of Rome, Via A. Scarpa 14, 00161, Rome, Italy
- Azienda Policlinico Umberto I, Viale del Policlinico 155, 00161, Rome, Italy
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Fasano M, Monti C, Alberio T. A systems biology-led insight into the role of the proteome in neurodegenerative diseases. Expert Rev Proteomics 2016; 13:845-55. [PMID: 27477319 DOI: 10.1080/14789450.2016.1219254] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
INTRODUCTION Multifactorial disorders are the result of nonlinear interactions of several factors; therefore, a reductionist approach does not appear to be appropriate. Proteomics is a global approach that can be efficiently used to investigate pathogenetic mechanisms of neurodegenerative diseases. AREAS COVERED Here, we report a general introduction about the systems biology approach and mechanistic insights recently obtained by over-representation analysis of proteomics data of cellular and animal models of Alzheimer's disease, Parkinson's disease and other neurodegenerative disorders, as well as of affected human tissues. Expert commentary: As an inductive method, proteomics is based on unbiased observations that further require validation of generated hypotheses. Pathway databases and over-representation analysis tools allow researchers to assign an expectation value to pathogenetic mechanisms linked to neurodegenerative diseases. The systems biology approach based on omics data may be the key to unravel the complex mechanisms underlying neurodegeneration.
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Affiliation(s)
- Mauro Fasano
- a Department of Science and High Technology and Center of Neuroscience , University of Insubria , Busto Arsizio , Italy
| | - Chiara Monti
- a Department of Science and High Technology and Center of Neuroscience , University of Insubria , Busto Arsizio , Italy
| | - Tiziana Alberio
- a Department of Science and High Technology and Center of Neuroscience , University of Insubria , Busto Arsizio , Italy
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27
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Montévil M, Speroni L, Sonnenschein C, Soto AM. Modeling mammary organogenesis from biological first principles: Cells and their physical constraints. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2016; 122:58-69. [PMID: 27544910 DOI: 10.1016/j.pbiomolbio.2016.08.004] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2016] [Revised: 07/29/2016] [Accepted: 08/03/2016] [Indexed: 12/16/2022]
Abstract
In multicellular organisms, relations among parts and between parts and the whole are contextual and interdependent. These organisms and their cells are ontogenetically linked: an organism starts as a cell that divides producing non-identical cells, which organize in tri-dimensional patterns. These association patterns and cells types change as tissues and organs are formed. This contextuality and circularity makes it difficult to establish detailed cause and effect relationships. Here we propose an approach to overcome these intrinsic difficulties by combining the use of two models; 1) an experimental one that employs 3D culture technology to obtain the structures of the mammary gland, namely, ducts and acini, and 2) a mathematical model based on biological principles. The typical approach for mathematical modeling in biology is to apply mathematical tools and concepts developed originally in physics or computer sciences. Instead, we propose to construct a mathematical model based on proper biological principles. Specifically, we use principles identified as fundamental for the elaboration of a theory of organisms, namely i) the default state of cell proliferation with variation and motility and ii) the principle of organization by closure of constraints. This model has a biological component, the cells, and a physical component, a matrix which contains collagen fibers. Cells display agency and move and proliferate unless constrained; they exert mechanical forces that i) act on collagen fibers and ii) on other cells. As fibers organize, they constrain the cells on their ability to move and to proliferate. The model exhibits a circularity that can be interpreted in terms of closure of constraints. Implementing the mathematical model shows that constraints to the default state are sufficient to explain ductal and acinar formation, and points to a target of future research, namely, to inhibitors of cell proliferation and motility generated by the epithelial cells. The success of this model suggests a step-wise approach whereby additional constraints imposed by the tissue and the organism could be examined in silico and rigorously tested by in vitro and in vivo experiments, in accordance with the organicist perspective we embrace.
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Affiliation(s)
- Maël Montévil
- Laboratoire "Matière et Systèmes Complexes" (MSC), UMR 7057 CNRS, Université Paris 7 Diderot, 75205 Paris Cedex 13, France; Institut d'Histoire et de Philosophie des Sciences et des Techniques (IHPST) - UMR 8590, 13, rue du Four, 75006 Paris, France.
| | - Lucia Speroni
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA.
| | - Carlos Sonnenschein
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA; Centre Cavaillès, École Normale Supérieure, Paris, France; Institut d'Etudes Avancées de Nantes, France.
| | - Ana M Soto
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA; Centre Cavaillès, République des Savoirs, CNRS USR3608, Collège de France et École Normale Supérieure, Paris, France.
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28
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Theoretical principles for biology: Organization. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2016; 122:24-35. [PMID: 27521451 DOI: 10.1016/j.pbiomolbio.2016.07.005] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Revised: 07/20/2016] [Accepted: 07/29/2016] [Indexed: 01/21/2023]
Abstract
In the search of a theory of biological organisms, we propose to adopt organization as a theoretical principle. Organization constitutes an overarching hypothesis that frames the intelligibility of biological objects, by characterizing their relevant aspects. After a succinct historical survey on the understanding of organization in the organicist tradition, we offer a specific characterization in terms of closure of constraints. We then discuss some implications of the adoption of organization as a principle and, in particular, we focus on how it fosters an original approach to biological stability, as well as and its interplay with variation.
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Abstract
Lacking an operational theory to explain the organization and behaviour of matter in unicellular and multicellular organisms hinders progress in biology. Such a theory should address life cycles from ontogenesis to death. This theory would complement the theory of evolution that addresses phylogenesis, and would posit theoretical extensions to accepted physical principles and default states in order to grasp the living state of matter and define proper biological observables. Thus, we favour adopting the default state implicit in Darwin's theory, namely, cell proliferation with variation plus motility, and a framing principle, namely, life phenomena manifest themselves as non-identical iterations of morphogenetic processes. From this perspective, organisms become a consequence of the inherent variability generated by proliferation, motility and self-organization. Morphogenesis would then be the result of the default state plus physical constraints, like gravity, and those present in living organisms, like muscular tension.
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Affiliation(s)
- Giuseppe Longo
- Centre Cavaillès, République des Savoirs, CNRS USR3608, Collège de France et Ecole Normale Supérieure, Paris, France
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA
| | - Maël Montévil
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA
- CNRS, UMR8590 IHPST, Paris, France
| | - Carlos Sonnenschein
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA
- Centre Cavaillès, École Normale Supérieure, and Institut d’Etudes Avancees de Nantes, Nantes, France
| | - Ana M Soto
- Centre Cavaillès, République des Savoirs, CNRS USR3608, Collège de France et Ecole Normale Supérieure, Paris, France
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA, USA
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Sonnenschein C, Soto AM. Cancer Metastases: So Close and So Far. J Natl Cancer Inst 2015; 107:djv236. [PMID: 26283653 DOI: 10.1093/jnci/djv236] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2015] [Accepted: 07/24/2015] [Indexed: 12/25/2022] Open
Abstract
Metastases are tumors that develop at a distance from their primary origin and are responsible for the death of 90% of cancer patients. For over a century the notion of seed (migrating cells) and soil (the locus where those cells anchor) provided an accurate account of which were the protagonists in their genesis. Despite aggressive efforts to unravel the dynamics involving migrating cells and the niche in which they anchor, explanations of this process remain ill-defined and controversial. The controversy is generated by the different premises that researchers adopt to integrate the vast amount of data collected at different levels of biological organization. The so-far hegemonic theory of cancer and its metastases has been the somatic mutation theory (SMT) and a number of its variants: They consider that cancers and their metastases represent a cell-based, genetic and molecular disease. This interpretation has been challenged by the tissue organization field theory (TOFT), which considers instead that cancer is a tissue-based disease, akin to development gone awry. In this Commentary, the merits of both theories are compared now in the context of metastases. Based on the epistemological shortcomings of the SMT and the acknowledged failure of therapeutic approaches based on this theory, we conclude that TOFT explains comprehensibly carcinogenesis and the appearance of metastases.
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Affiliation(s)
- Carlos Sonnenschein
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA (CS, AMS)
| | - Ana M Soto
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, MA (CS, AMS).
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31
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Skinner MK. Environmental Epigenetics and a Unified Theory of the Molecular Aspects of Evolution: A Neo-Lamarckian Concept that Facilitates Neo-Darwinian Evolution. Genome Biol Evol 2015; 7:1296-302. [PMID: 25917417 PMCID: PMC4453068 DOI: 10.1093/gbe/evv073] [Citation(s) in RCA: 161] [Impact Index Per Article: 17.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Environment has a critical role in the natural selection process for Darwinian evolution. The primary molecular component currently considered for neo-Darwinian evolution involves genetic alterations and random mutations that generate the phenotypic variation required for natural selection to act. The vast majority of environmental factors cannot directly alter DNA sequence. Epigenetic mechanisms directly regulate genetic processes and can be dramatically altered by environmental factors. Therefore, environmental epigenetics provides a molecular mechanism to directly alter phenotypic variation generationally. Lamarck proposed in 1802 the concept that environment can directly alter phenotype in a heritable manner. Environmental epigenetics and epigenetic transgenerational inheritance provide molecular mechanisms for this process. Therefore, environment can on a molecular level influence the phenotypic variation directly. The ability of environmental epigenetics to alter phenotypic and genotypic variation directly can significantly impact natural selection. Neo-Lamarckian concept can facilitate neo-Darwinian evolution. A unified theory of evolution is presented to describe the integration of environmental epigenetic and genetic aspects of evolution.
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Affiliation(s)
- Michael K Skinner
- Center for Reproductive Biology, School of Biological Sciences, Washington State University
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32
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Skinner MK, Gurerrero-Bosagna C, Haque MM, Nilsson EE, Koop JAH, Knutie SA, Clayton DH. Epigenetics and the evolution of Darwin's Finches. Genome Biol Evol 2014; 6:1972-89. [PMID: 25062919 PMCID: PMC4159007 DOI: 10.1093/gbe/evu158] [Citation(s) in RCA: 86] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
The prevailing theory for the molecular basis of evolution involves genetic mutations that ultimately generate the heritable phenotypic variation on which natural selection acts. However, epigenetic transgenerational inheritance of phenotypic variation may also play an important role in evolutionary change. A growing number of studies have demonstrated the presence of epigenetic inheritance in a variety of different organisms that can persist for hundreds of generations. The possibility that epigenetic changes can accumulate over longer periods of evolutionary time has seldom been tested empirically. This study was designed to compare epigenetic changes among several closely related species of Darwin's finches, a well-known example of adaptive radiation. Erythrocyte DNA was obtained from five species of sympatric Darwin's finches that vary in phylogenetic relatedness. Genome-wide alterations in genetic mutations using copy number variation (CNV) were compared with epigenetic alterations associated with differential DNA methylation regions (epimutations). Epimutations were more common than genetic CNV mutations among the five species; furthermore, the number of epimutations increased monotonically with phylogenetic distance. Interestingly, the number of genetic CNV mutations did not consistently increase with phylogenetic distance. The number, chromosomal locations, regional clustering, and lack of overlap of epimutations and genetic mutations suggest that epigenetic changes are distinct and that they correlate with the evolutionary history of Darwin's finches. The potential functional significance of the epimutations was explored by comparing their locations on the genome to the location of evolutionarily important genes and cellular pathways in birds. Specific epimutations were associated with genes related to the bone morphogenic protein, toll receptor, and melanogenesis signaling pathways. Species-specific epimutations were significantly overrepresented in these pathways. As environmental factors are known to result in heritable changes in the epigenome, it is possible that epigenetic changes contribute to the molecular basis of the evolution of Darwin's finches.
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Affiliation(s)
- Michael K Skinner
- Center for Reproductive Biology, School of Biological Sciences, Washington State University
| | - Carlos Gurerrero-Bosagna
- Center for Reproductive Biology, School of Biological Sciences, Washington State UniversityPresent address: Department of Physics, Biology and Chemistry (IFM), Linköping University, Sweden
| | - M Muksitul Haque
- Center for Reproductive Biology, School of Biological Sciences, Washington State University
| | - Eric E Nilsson
- Center for Reproductive Biology, School of Biological Sciences, Washington State University
| | - Jennifer A H Koop
- Department of Biology, University of UtahPresent address: Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ
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Abstract
For almost a century, the somatic mutation theory (SMT) has been the prevalent theory to explain carcinogenesis. The SMT posits that the accumulation of mutations in the genome of a single normal cell is responsible for the transformation of such cell into a neoplasm. Implicitly, this theory claims that the default state of cells in metazoan is quiescence and that cancer is a cell-based, genetic and molecular disease. From lessons learned while performing our own research on control of cell proliferation and while adopting an organicist perspective, in 1999, we proposed a competing theory, the tissue organization field theory (TOFT). In contraposition to the SMT, (1) the TOFT posits that cancer is a tissue-based disease whereby carcinogens (directly) and mutations in the germ-line (indirectly) may alter normal interactions between the stroma and their adjacent epithelium. And (2) the TOFT explicitly acknowledges that the default state of all cells is proliferation and motility, a premise that is relevant to and compatible with evolutionary theory. Theoretical arguments and experimental evidence are presented to compare the merits of the original SMT and its variants and those of the TOFT in organizing principles, construct objectivity, and ultimately explain carcinogenesis.
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Affiliation(s)
- Carlos Sonnenschein
- Department of anatomy and cellular biology, Tufts University School of Medicine, Boston, États-Unis
| | - Ana M Soto
- Department of anatomy and cellular biology, Tufts University School of Medicine, Boston, États-Unis - chaire Blaise Pascal 2013-2014, Centre Cavaillès, ENS, Paris, France
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34
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Abstract
Despite intense research efforts that have provided enormous insight, cancer continues to be a poorly understood disease. There has been much debate over whether the cancerous state can be said to originate in a single cell or whether it is a reflection of aberrant behaviour on the part of a 'society of cells'. This article presents, in the form of a debate conducted among the authors, three views of how the problem might be addressed. We do not claim that the views exhaust all possibilities. These views are (a) the tissue organization field theory (TOFT) that is based on a breakdown of tissue organization involving many cells from different embryological layers, (b) the cancer stem cell (CSC) hypothesis that focuses on genetic and epigenetic changes that take place within single cells, and (c) the proposition that rewiring of the cell's protein interaction networks mediated by intrinsically disordered proteins (IDPs) drives the tumorigenic process. The views are based on different philosophical approaches. In detail, they differ on some points and agree on others. It is left to the reader to decide whether one approach to understanding cancer appears more promising than the other.
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Affiliation(s)
- Carlos Sonnenschein
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, 136 Harrison Avenue, Boston, Massachusetts 02111, USA
- Centre Cavaillès, École Normale Supérieure, 45 rue d’Ulm, Paris 75005, France
| | - Ana M Soto
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, 136 Harrison Avenue, Boston, Massachusetts 02111, USA
- Centre Cavaillès, École Normale Supérieure, 45 rue d’Ulm, Paris 75005, France
| | - Annapoorni Rangarajan
- Department of Molecular Reproduction, Development and Genetics, Indian Institute of Science, Bangalore 560 012, India
| | - Prakash Kulkarni
- Department of Urology and Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
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Barnes C, Speroni L, Quinn KP, Montevil M, Saetzler K, Bode-Animashaun G, McKerr G, Georgakoudi I, Downes CS, Sonnenschein C, Howard CV, Soto AM. From single cells to tissues: interactions between the matrix and human breast cells in real time. PLoS One 2014; 9:e93325. [PMID: 24691468 PMCID: PMC3972096 DOI: 10.1371/journal.pone.0093325] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2013] [Accepted: 02/28/2014] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Mammary gland morphogenesis involves ductal elongation, branching, and budding. All of these processes are mediated by stroma--epithelium interactions. Biomechanical factors, such as matrix stiffness, have been established as important factors in these interactions. For example, epithelial cells fail to form normal acinar structures in vitro in 3D gels that exceed the stiffness of a normal mammary gland. Additionally, heterogeneity in the spatial distribution of acini and ducts within individual collagen gels suggests that local organization of the matrix may guide morphogenesis. Here, we quantified the effects of both bulk material stiffness and local collagen fiber arrangement on epithelial morphogenesis. RESULTS The formation of ducts and acini from single cells and the reorganization of the collagen fiber network were quantified using time-lapse confocal microscopy. MCF10A cells organized the surrounding collagen fibers during the first twelve hours after seeding. Collagen fiber density and alignment relative to the epithelial surface significantly increased within the first twelve hours and were a major influence in the shaping of the mammary epithelium. The addition of Matrigel to the collagen fiber network impaired cell-mediated reorganization of the matrix and increased the probability of spheroidal acini rather than branching ducts. The mechanical anisotropy created by regions of highly aligned collagen fibers facilitated elongation and branching, which was significantly correlated with fiber organization. In contrast, changes in bulk stiffness were not a strong predictor of this epithelial morphology. CONCLUSIONS Localized regions of collagen fiber alignment are required for ductal elongation and branching suggesting the importance of local mechanical anisotropy in mammary epithelial morphogenesis. Similar principles may govern the morphology of branching and budding in other tissues and organs.
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Affiliation(s)
- Clifford Barnes
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
| | - Lucia Speroni
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
| | - Kyle P. Quinn
- Department of Biomedical Engineering, Tufts University, Boston, Massachusetts, United States of America
| | - Mael Montevil
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
| | - Kurt Saetzler
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
| | | | - George McKerr
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
| | - Irene Georgakoudi
- Department of Biomedical Engineering, Tufts University, Boston, Massachusetts, United States of America
| | - C. Stephen Downes
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
| | - Carlos Sonnenschein
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
| | - C. Vyvyan Howard
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
| | - Ana M. Soto
- School of Biomedical Sciences, University of Ulster, Coleraine, County Londonderry, United Kingdom
- Department of Integrative Physiology and Pathobiology, Tufts University School of Medicine, Boston, Massachusetts, United States of America
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Abstract
The major goal of ecological evolutionary developmental biology, also known as "eco-evo-devo," is to uncover the rules that underlie the interactions between an organism's environment, genes, and development and to incorporate these rules into evolutionary theory. In this chapter, we discuss some key and emerging concepts within eco-evo-devo. These concepts show that the environment is a source and inducer of genotypic and phenotypic variation at multiple levels of biological organization, while development acts as a regulator that can mask, release, or create new combinations of variation. Natural selection can subsequently fix this variation, giving rise to novel phenotypes. Combining the approaches of eco-evo-devo and ecological genomics will mutually enrich these fields in a way that will not only enhance our understanding of evolution, but also of the genetic mechanisms underlying the responses of organisms to their natural environments.
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Darbin O, Adams E, Martino A, Naritoku L, Dees D, Naritoku D. Non-linear dynamics in parkinsonism. Front Neurol 2013; 4:211. [PMID: 24399994 PMCID: PMC3872328 DOI: 10.3389/fneur.2013.00211] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2013] [Accepted: 12/12/2013] [Indexed: 11/15/2022] Open
Abstract
Over the last 30 years, the functions (and dysfunctions) of the sensory-motor circuitry have been mostly conceptualized using linear modelizations which have resulted in two main models: the “rate hypothesis” and the “oscillatory hypothesis.” In these two models, the basal ganglia data stream is envisaged as a random temporal combination of independent simple patterns issued from its probability distribution of interval interspikes or its spectrum of frequencies respectively. More recently, non-linear analyses have been introduced in the modelization of motor circuitry activities, and they have provided evidences that complex temporal organizations exist in basal ganglia neuronal activities. Regarding movement disorders, these complex temporal organizations in the basal ganglia data stream differ between conditions (i.e., parkinsonism, dyskinesia, healthy control) and are responsive to treatments (i.e., l-DOPA, deep brain stimulation). A body of evidence has reported that basal ganglia neuronal entropy (a marker for complexity/irregularity in time series) is higher in hypokinetic state. In line with these findings, an entropy-based model has been recently formulated to introduce basal ganglia entropy as a marker for the alteration of motor processing and a factor of motor inhibition. Importantly, non-linear features have also been identified as a marker of condition and/or treatment effects in brain global signals (EEG), muscular activities (EMG), or kinetic of motor symptoms (tremor, gait) of patients with movement disorders. It is therefore warranted that the non-linear dynamics of motor circuitry will contribute to a better understanding of the neuronal dysfunctions underlying the spectrum of parkinsonian motor symptoms including tremor, rigidity, and hypokinesia.
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Affiliation(s)
- Olivier Darbin
- Department of Neurology, University of South Alabama , Mobile, AL , USA ; Division of System Neurophysiology, National Institute for Physiological Sciences , Okazaki , Japan
| | - Elizabeth Adams
- Department of Speech Pathology and Audiology, University of South Alabama , Mobile, AL , USA
| | - Anthony Martino
- Department of Neurosurgery, University of South Alabama , Mobile, AL , USA
| | - Leslie Naritoku
- Department of Neurology, University of South Alabama , Mobile, AL , USA
| | - Daniel Dees
- Department of Neurology, University of South Alabama , Mobile, AL , USA
| | - Dean Naritoku
- Department of Neurology, University of South Alabama , Mobile, AL , USA
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Abstract
Two review articles published in 2000 and 2011 by Hanahan and Weinberg have dominated the discourse about carcinogenesis among researchers in the recent past. The basic tenets of their arguments favour considering cancer as a cell-based, genetic disease whereby DNA mutations cause uncontrolled cell proliferation. Their explanation of cancer phenotypes is based on the premises adopted by the somatic mutation theory (SMT) and its cell-centered variants. From their perspective, eight broad features have been identified as so-called 'Hallmarks of Cancer'. Here, we criticize the value of these features based on the numerous intrinsic inconsistencies in the data and in the rationale behind SMT. An alternative interpretation of the same data plus data mostly ignored by Hanahan and Weinberg is proposed, based instead on evolutionarily relevant premises. From such a perspective, cancer is viewed as a tissue-based disease. This alternative, called the tissue organization field theory, incorporates the premise that proliferation and motility are the default state of all cells, and that carcinogenesis is due to alterations on the reciprocal interactions among cells and between cells and their extracellular matrix. In this view, cancer is development gone awry.
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Affiliation(s)
- Carlos Sonnenschein
- Tufts University School of Medicine, Program on Cellular, Developmental and Molecular Biology, Boston, MA 02111, USA
| | - Ana M. Soto
- Tufts University School of Medicine, Program on Cellular, Developmental and Molecular Biology, Boston, MA 02111, USA
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Gomez-Ramirez J, Sanz R. On the limitations of standard statistical modeling in biological systems: A full Bayesian approach for biology. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2013; 113:80-91. [DOI: 10.1016/j.pbiomolbio.2013.03.008] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Soto AM, Brisken C, Schaeberle C, Sonnenschein C. Does cancer start in the womb? altered mammary gland development and predisposition to breast cancer due to in utero exposure to endocrine disruptors. J Mammary Gland Biol Neoplasia 2013; 18:199-208. [PMID: 23702822 PMCID: PMC3933259 DOI: 10.1007/s10911-013-9293-5] [Citation(s) in RCA: 110] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2013] [Accepted: 05/02/2013] [Indexed: 12/21/2022] Open
Abstract
We are now witnessing a resurgence of theories of development and carcinogenesis in which the environment is again being accepted as a major player in phenotype determination. Perturbations in the fetal environment predispose an individual to disease that only becomes apparent in adulthood. For example, gestational exposure to diethylstilbestrol resulted in clear cell carcinoma of the vagina and breast cancer. In this review the effects of the endocrine disruptor bisphenol-A (BPA) on mammary development and tumorigenesis in rodents is used as a paradigmatic example of how altered prenatal mammary development may lead to breast cancer in humans who are also widely exposed to it through plastic goods, food and drink packaging, and thermal paper receipts. Changes in the stroma and its extracellular matrix led to altered ductal morphogenesis. Additionally, gestational and lactational exposure to BPA increased the sensitivity of rats and mice to mammotropic hormones during puberty and beyond, thus suggesting a plausible explanation for the increased incidence of breast cancer.
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Affiliation(s)
- Ana M. Soto
- Tufts University School of Medicine, 136 Harrison Avenue, Boston, MA, USA
- Sackler School of Graduate Biomedical Sciences, Tufts University School of Medicine, 136 Harrison Avenue Boston, MA, USA
| | - Cathrin Brisken
- Ecole polytechnique fédérale de Lausanne, ISREC - Swiss Institute for Experimental Cancer Research, NCCR Molecular Oncology, SV2832 Station 19, CH-1015 Lausanne, Switzerland
| | - Cheryl Schaeberle
- Tufts University School of Medicine, 136 Harrison Avenue, Boston, MA, USA
| | - Carlos Sonnenschein
- Tufts University School of Medicine, 136 Harrison Avenue, Boston, MA, USA
- Sackler School of Graduate Biomedical Sciences, Tufts University School of Medicine, 136 Harrison Avenue Boston, MA, USA
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An entropy-based model for basal ganglia dysfunctions in movement disorders. BIOMED RESEARCH INTERNATIONAL 2013; 2013:742671. [PMID: 23762856 PMCID: PMC3671275 DOI: 10.1155/2013/742671] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/27/2013] [Accepted: 05/06/2013] [Indexed: 11/18/2022]
Abstract
During this last decade, nonlinear analyses have been used to characterize the irregularity that exists in the neuronal data stream of the basal ganglia. In comparison to linear parameters for disparity (i.e., rate, standard deviation, and oscillatory activities), nonlinear analyses focus on complex patterns that are composed of groups of interspike intervals with matching lengths but not necessarily contiguous in the data stream. In light of recent animal and clinical studies, we present a review and commentary on the basal ganglia neuronal entropy in the context of movement disorders.
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Bizzarri M, Palombo A, Cucina A. Theoretical aspects of Systems Biology. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2013; 112:33-43. [PMID: 23562476 DOI: 10.1016/j.pbiomolbio.2013.03.019] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2013] [Revised: 03/20/2013] [Accepted: 03/25/2013] [Indexed: 12/20/2022]
Abstract
The natural world consists of hierarchical levels of complexity that range from subatomic particles and molecules to ecosystems and beyond. This implies that, in order to explain the features and behavior of a whole system, a theory might be required that would operate at the corresponding hierarchical level, i.e. where self-organization processes take place. In the past, biological research has focused on questions that could be answered by a reductionist program of genetics. The organism (and its development) was considered an epiphenomenona of its genes. However, a profound rethinking of the biological paradigm is now underway and it is likely that such a process will lead to a conceptual revolution emerging from the ashes of reductionism. This revolution implies the search for general principles on which a cogent theory of biology might rely. Because much of the logic of living systems is located at higher levels, it is imperative to focus on them. Indeed, both evolution and physiology work on these levels. Thus, by no means Systems Biology could be considered a 'simple' 'gradual' extension of Molecular Biology.
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Affiliation(s)
- Mariano Bizzarri
- Department of Experimental Medicine, Systems Biology Group Lab, Sapienza University of Rome, via Scarpa 14-16, 00161 Rome, Italy.
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Soto AM, Sonnenschein C. Paradoxes in Carcinogenesis: There Is Light at the End of That Tunnel! ACTA ACUST UNITED AC 2013; 1:154-156. [PMID: 24587978 DOI: 10.1089/dst.2013.0008] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
The exchange of opinions motivated by Dr. Baker's article "Paradoxes in carcinogenesis should spur new avenues of research: An historical perspective" illustrates the reasons why the field of cancer research is stuck in a dead end. This paralysis presents a rich opportunity for philosophers, historians and sociologists of science to decipher the whys of this impasse. On the strictly biological front, we suggest to reinstate in cancer research the time proven practice so productive in the physical sciences of discarding wrong hypotheses and theories. We share the suggestion by Dr. Baker to stop trying to unify the two main theories of carcinogenesis, i.e., the Somatic Mutation Theory (SMT) and the Tissue Organization Field Theory (TOFT) because they are incompatible. Dr. Baker suggests breaching the impasse by investing in paradox-driven research. We discuss the barriers to the implementation of this novel strategy, and the significant impact that this strategy will have on knowledge at large and its application for the prevention and cure of cancer.
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Affiliation(s)
- Ana M Soto
- Department of Anatomy and Cellular Biology, Tufts University School of Medicine, Boston, Massachusetts
| | - Carlos Sonnenschein
- Department of Anatomy and Cellular Biology, Tufts University School of Medicine, Boston, Massachusetts
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