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AAV vectors: The Rubik's cube of human gene therapy.

Defective genes account for ∼80% of the total of more than 7,000 diseases known to date. Gene therapy brings the promise of a one-time treatment option that will fix the errors in patient genetic coding. Recombinant viruses are highly efficient vehicles for in vivo gene delivery. Adeno-associated virus (AAV) vectors offer unique advantages, such as tissue tropism, specificity in transduction, eliciting of a relatively low immune responses, no incorporation into the host chromosome, and long-lasting delivered gene expression, making them the most popular viral gene delivery system in clinical trials, with three AAV-based gene therapy drugs already approved by the US Food and Drug Administration (FDA) or European Medicines Agency (EMA). Despite the success of AAV vectors, their usage in particular scenarios is still limited due to remaining challenges, such as poor transduction efficiency in certain tissues, low organ specificity, pre-existing humoral immunity to AAV capsids, and vector dose-dependent toxicity in patients. In the present review, we address the different approaches to improve AAV vectors for gene therapy with a focus on AAV capsid selection and engineering, strategies to overcome anti-AAV immune response, and vector genome design, ending with a glimpse at vector production methods and the current state of recombinant AAV (rAAV) at the clinical level.

United States↗

RNA recognition by designed peptide fusion creates "artificial" tRNA synthetase.

The genetic code was established through aminoacylations of RNA substrates that emerged as tRNAs. The 20 aminoacyl-tRNA synthetases (one for each amino acid) are ancient proteins, the active-site domain of which catalyzes formation of an aminoacyl adenylate that subsequently reacts with the 3' end of bound tRNA. Binding of tRNA depends on idiosyncratic (to the particular synthetase) domains and motifs that are fused to or inserted into the conserved active-site domain. Here we take the domain for synthesis of alanyl adenylate and fuse it to "artificial" peptide sequences (28 aa) that were shown previously to bind to the acceptor arm of tRNAAla. Certain fusions confer aminoacylation activity on tRNAAla and on hairpin microhelices modeled after its acceptor stem. Aminoacylation was sensitive to the presence of a specific G:U base pair known to be a major determinant of tRNAAla identity. Aminoacylation efficiency and specificity also depended on the specific peptide sequence. The results demonstrate that barriers to RNA-specific aminoacylations are low and can be achieved by relatively simple peptide fusions. They also suggest a paradigm for rationally designed specific aminoacylations based on peptide fusions.

Amino Acid Motifs↗

The mutant human ND4 subunit of complex I induces optic neuropathy in the mouse.

PURPOSE: To produce a mouse model of Leber hereditary optic neuropathy. METHODS: A mutant ND4 subunit made compatible with the universal genetic code and containing an arginine-to-histidine substitution at residue 340, or a synthetic normal human ND4 gene was delivered to the mouse visual system. The expression and effects of the mutant ND4 gene on the optic nerve and cultured retinal ganglion cells was assessed by magnetic resonance imaging, immunohistochemistry, and light and transmission electron microscopy. RESULTS: The ATPc mitochondrial targeting sequence directed the allotopically expressed mutant human R340H and wild-type ND4FLAG polypeptides into mitochondria. Expression of normal human ND4 in murine mitochondria posed no ocular toxicity. In contrast, the mutant ND4 disrupted mitochondrial cytoarchitecture, elevated reactive oxygen species, induced swelling of the optic nerve head, and induced apoptosis, with a progressive demise of ganglion cells in the retina and their axons comprising the optic nerve. CONCLUSIONS: Allotopic expression of the mutant human R340H ND4 subunit of complex I replicated the hallmarks of human mitochondrial disease in the mouse. In contrast, ocular expression of the wild-type human ND4 subunit in lower mammals appears safe, suggesting that it may be useful for treatment of patients with Leber hereditary optic neuropathy.

Adenosine Triphosphate↗

Diversity and functional plasticity of eukaryotic selenoproteins: identification and characterization of the SelJ family.

Selenoproteins are a diverse group of proteins that contain selenocysteine (Sec), the 21st amino acid. In the genetic code, UGA serves as a termination signal and a Sec codon. This dual role has precluded the automatic annotation of selenoproteins. Recent advances in the computational identification of selenoprotein genes have provided a first glimpse of the size, functions, and phylogenetic diversity of eukaryotic selenoproteomes. Here, we describe the identification of a selenoprotein family named SelJ. In contrast to known selenoproteins, SelJ appears to be restricted to actinopterygian fishes and sea urchin, with Cys homologues only found in cnidarians. SelJ shows significant similarity to the jellyfish J1-crystallins and with them constitutes a distinct subfamily within the large family of ADP-ribosylation enzymes. Consistent with its potential role as a structural crystallin, SelJ has preferential and homogeneous expression in the eye lens in early stages of zebrafish development. A structural role for SelJ would be in contrast to the majority of known selenoenzymes. The unusually highly restricted phylogenetic distribution of SelJ, its specialization, and the comparative analysis of eukaryotic selenoproteomes reveal the diversity and functional plasticity of selenoproteins and point to a mosaic evolution of the use of Sec in proteins.

Adenosine Diphosphate Ribose↗

Prorenin and gene activation.

After the discovery of an inactive, putative renin precursor that could be proteolytically activated, and the proteases involved in vivo, Morris and co-workers directly demonstrated that renin is indeed synthesized as a "pro" form, and from genetic coding sequences they provided the structure of human prorenin. The gene is inactive and must be activated in prorenin-synthesizing tissues. To study the mechanism involved, we have performed transient expression analyses of putative regulatory DNA of the human gene (REN). 5'-Flanking DNA, extending from residue -144 to -2400, was linked to a reporter gene, viz. that for chloramphenicol acetyl transferase (CAT), and its ability to drive a heterologous (thymidine kinase, tk) promoter was examined by transfecting plasmid constructs into cells in culture and measuring CAT activity 48 h later. Because suitable renin-synthesizing cells were not available, choriocarcinoma (JEG-3) and cervical carcinoma (HeLa) cells were used. Although this DNA caused a reduction in CAT activity relative to the positive control, examination of a range of subfragments suggested that the -2400 to -144 region did not contain negative regulatory elements. In contrast, all fragments containing the -149 to +13 DNA segment gave CAT activities that were lower than the promoterless control. Together, the data were consistent with the presence of negative regulatory element(s) in that fragment of DNA that contained the REN promoter.(ABSTRACT TRUNCATED AT 250 WORDS)

Chloramphenicol O-Acetyltransferase↗

Predicting tissue-specific enhancers in the human genome.

Determining how transcriptional regulatory signals are encoded in vertebrate genomes is essential for understanding the origins of multicellular complexity; yet the genetic code of vertebrate gene regulation remains poorly understood. In an attempt to elucidate this code, we synergistically combined genome-wide gene-expression profiling, vertebrate genome comparisons, and transcription factor binding-site analysis to define sequence signatures characteristic of candidate tissue-specific enhancers in the human genome. We applied this strategy to microarray-based gene expression profiles from 79 human tissues and identified 7187 candidate enhancers that defined their flanking gene expression, the majority of which were located outside of known promoters. We cross-validated this method for its ability to de novo predict tissue-specific gene expression and confirmed its reliability in 57 of the 79 available human tissues, with an average precision in enhancer recognition ranging from 32% to 63% and a sensitivity of 47%. We used the sequence signatures identified by this approach to successfully assign tissue-specific predictions to approximately 328,000 human-mouse conserved noncoding elements in the human genome. By overlapping these genome-wide predictions with a data set of enhancers validated in vivo, in transgenic mice, we were able to confirm our results with a 28% sensitivity and 50% precision. These results indicate the power of combining complementary genomic data sets as an initial computational foray into a global view of tissue-specific gene regulation in vertebrates.

Animals↗

The hybrid cytomegalovirus enhancer/chicken beta-actin promoter along with woodchuck hepatitis virus posttranscriptional regulatory element enhances the protective efficacy of DNA vaccines.

DNA vaccines represent a novel and powerful alternative to conventional vaccine approaches. They are extremely stable and can be produced en masse at low cost; more importantly, DNA vaccines against emerging pathogens or bioterrorism threats can be quickly constructed based solely upon the pathogen's genetic code. The main drawback of DNA vaccines is that they often induce lower immune responses than traditional vaccines, particularly in nonrodent species. Thus, improving the efficacy of DNA vaccines is a critical issue in vaccine development. In this study we have enhanced the efficacy of DNA vaccines by adopting strategies that increase gene expression. We generated influenza-hemagglutinin (HA)-encoding DNA vaccines that contain the hybrid CMV enhancer/chicken beta-actin (CAG) promoter and/or the mRNA-stabilizing post-transcriptional regulatory element from the woodchuck hepatitis virus (WPRE). Mice were immunized with these DNA vaccines, and the influenza-HA-specific cellular and humoral immune responses were compared with a conventional, HA-encoding DNA vaccine whose gene expression was driven by the CMV immediate-early promoter (pCMV-HA). CAG promoter-driven DNA vaccines elicited significantly higher humoral and cellular immune responses compared with the pCMV-HA vaccine. DNA vaccines consisting of both CAG and WPRE elements (pCAG-HA-WPRE) induced the highest level of protective immunity, such that immunization with 10-fold lower DNA doses prevented death in 100% of the mice upon lethal viral challenge, whereas all mice immunized with the conventional pCMV-HA vaccine succumbed to influenza infection.

Actins↗

Versatile vectors to study recoding: conservation of rules between yeast and mammalian cells.

In many viruses and transposons, expression of some genes requires alternative reading of the genetic code, also called recoding. Such events depend on specific mRNA sequences and can lead to read through of an in-frame stop codon or to +1 or -1 frameshifting. Here, we addressed the issue of conservation of recoding rules between the yeast Saccharomyces cerevisiae and mammalian cells by establishing a versatile vector that can be used to study recoding in both species. We first assessed this vector by analysing the site of +1 frameshift of the Ty1 transposon. Two sequences from higher organisms were then tested in both yeast and mammalian cells: the gag-pol junction of human immunodeficiency virus type 1 (HIV-1) (a site of -1 frameshift), and the stop codon region of the replicase cistron from the tobacco mosaic virus (a site of UAG read through). We show that both sequences direct a high level of recoding in yeast. Furthermore, different mutations of the target sequences have similar effects on recoding in yeast and in mouse cells. Most notably, a strong decrease of frameshifting was observed in the absence of the HIV-1 stem-loop stimulatory signal. Taken together, these data suggest that mechanisms of some recoding events are conserved between lower and higher eukaryotes, thus allowing the use of S. cerevisiae as a model system to study recoding on target sequences from higher organisms.

Animals↗

Mutations in elongation factor EF-1 alpha affect the frequency of frameshifting and amino acid misincorporation in Saccharomyces cerevisiae.

A mutational analysis of the eukaryotic elongation factor EF-1 alpha indicates that this protein functions to limit the frequency of errors during genetic code translation. We found that both amino acid misincorporation and reading frame errors are controlled by EF-1 alpha. In order to examine the function of this protein, the TEF2 gene, which encodes EF-1 alpha in Saccharomyces cerevisiae, was mutagenized in vitro with hydroxylamine. Sixteen independent TEF2 alleles were isolated by their ability to suppress frameshift mutations. DNA sequence analysis identified eight different sites in the EF-1 alpha protein that elevate the frequency of mistranslation when mutated. These sites are located in two different regions of the protein. Amino acid substitutions located in or near the GTP-binding and hydrolysis domain of the protein cause suppression of frameshift and nonsense mutations. These mutations may effect mistranslation by altering the binding or hydrolysis of GTP. Amino acid substitutions located adjacent to a putative aminoacyl-tRNA binding region also suppress frameshift and nonsense mutations. These mutations may alter the binding of aminoacyl-tRNA by EF-1 alpha. The identification of frameshift and nonsense suppressor mutations in EF-1 alpha indicates a role for this protein in limiting amino acid misincorporation and reading frame errors. We suggest that these types of errors are controlled by a common mechanism or closely related mechanisms.

Amino Acids↗

Prolonged maturation and enhanced transduction of dendritic cells migrated from human skin explants after in situ delivery of CD40-targeted adenoviral vectors.

Therapeutic tumor vaccination with viral vectors or naked DNA, carrying the genetic code for tumor-associated Ags, critically depends on the in vivo transduction of dendritic cells (DC). Transfection of predominantly nonprofessional APC and only small numbers of DC may hamper proper T cell activation. Aim of this study was, therefore, the targeted, selective, and enhanced in situ transduction of DC. A human skin explant model was used to explore targeted transduction of cutaneous DC after intradermal injection of a bispecific Ab conjugate to link adenoviral (Ad) vectors directly to CD40 on the DC surface. A significantly enhanced transduction efficiency and selectivity, and an increased activation state of migrating DC were thus achieved. Moreover, DC transduced by CD40-targeted Ad maintained their Ag-specific CTL-stimulatory ability for up to 1 wk after the start of migration, in contrast to DC transduced by untargeted Ad, which had lost this capacity by that time. Because DC targeting in vivo might obviate the need for the in vitro culture of autologous DC for adoptive transfer, CD40-targeted Ad vectors constitute a promising new vaccine modality for tumor immunotherapy.

Adenoviruses, Human↗

Species diversity and the evolution of behavioral controlling mechanisms.

One of the first things that we are impressed by is the great variety of animals, particularly their behaviors and their physiologies. With so many differences, are there any generalities? With the establishment of evolutionary theory, evidence of "unity in diversity" comes with discoveries of common anatomical features, the cell cycle, conservation of intermediary metabolism, and the genetic code, to name but a few. In vertebrates there appears to be a conservation of the neural circuits underlying sexual behavior, but it is still too early to state the extent to which this concept can be extended to the hormonal mechanisms underlying behavior. Much of our conceptual understanding of behavioral neuroendocrinology stems from extensive studies on relatively few species. When an evolutionary perspective is applied to behavioral neuroscience, the breadth and validity of our assumptions about the mechanisms that control species-typical behaviors are challenged. This is not the same thing as saying that there are few unitary explanations that apply to all mammals, amniotes, or even vertebrates. Considerable information has been gathered about the neuroendocrine bases of behavior in a few species, but to uncover truly broad generalizations, we must look with equal intensity and rigor at other organisms. The pattern of evolution is best illustrated in the diversity of organisms, and the ecological and evolutionary perspective illuminates the utility of various "experiments of nature." By studying (1) closely related species that live in different habitats, we can see if the adaptational responses are similar, and (2) distantly related species that live in the same habitat, we can see if the solutions are analogous. The unique qualities of each species also give us a deeper understanding of the constraints in fundamental processes. When basic conflicts exist, control mechanisms adapt or the species goes extinct. Interestingly, although the neural circuits themselves do not degenerate, they are either no longer used or coopted for other functions.

Animals↗

A general approach for the generation of orthogonal tRNAs.

BACKGROUND: The addition of new amino acids to the genetic code of Escherichia coli requires an orthogonal suppressor tRNA that is uniquely acylated with a desired unnatural amino acid by an orthogonal aminoacyl-tRNA synthetase. A tRNA(Tyr)(CUA)-tyrosyl-tRNA synthetase pair imported from Methanococcus jannaschii can be used to generate such a pair. In vivo selections have been developed for selecting mutant suppressor tRNAs with enhanced orthogonality, which can be used to site-specifically incorporate unnatural amino acids into proteins in E. coli. RESULTS: A library of amber suppressor tRNAs derived from M. jannaschii tRNA(Tyr) was generated. tRNA(Tyr)(CUA)s that are substrates for endogenous E. coli aminoacyl-tRNA synthetases were deleted from the pool by a negative selection based on suppression of amber nonsense mutations in the barnase gene. The remaining tRNA(Tyr)(CUA)s were then selected for their ability to suppress amber nonsense codons in the beta-lactamase gene in the presence of the cognate M. jannaschii tyrosyl-tRNA synthetase (TyrRS). Four mutant suppressor tRNAs were selected that are poorer substrates for E. coli synthetases than M. jannaschii tRNA(Tyr)(CUA), but still can be charged efficiently by M. jannaschii TyrRS. CONCLUSIONS: The mutant suppressor tRNA(Tyr)(CUA) together with the M. jannaschii TyrRS is an excellent orthogonal tRNA-synthetase pair for the in vivo incorporation of unnatural amino acids into proteins. This general approach may be expanded to generate additional orthogonal tRNA-synthetase pairs as well as probe the interactions between tRNAs and their cognate synthetases.

Amino Acyl-tRNA Synthetases↗

Likelihood models of somatic mutation and codon substitution in cancer genes.

The role of somatic mutation in cancer is well established and several genes have been identified that are frequent targets. This has enabled large-scale screening studies of the spectrum of somatic mutations in cancers of particular organs. Cancer gene mutation databases compile the results of many studies and can provide insight into the importance of specific amino acid sequences and functional domains in cancer, as well as elucidate aspects of the mutation process. Past studies of the spectrum of cancer mutations (in particular genes) have examined overall frequencies of mutation (at specific nucleotides) and of missense, nonsense, and silent substitution (at specific codons) both in the sequence as a whole and in a specific functional domain. Existing methods ignore features of the genetic code that allow some codons to mutate to missense, or stop, codons more readily than others (i.e., by one nucleotide change, vs. two or three). A new codon-based method to estimate the relative rate of substitution (fixation of a somatic mutation in a cancer cell lineage) of nonsense vs. missense mutations in different functional domains and in different tumor tissues is presented. Models that account for several potential influences on rates of somatic mutation and substitution in cancer progenitor cells and allow biases of mutation rates for particular dinucleotide sequences (CGs and dipyrimidines), transition vs. transversion bias, and variable rates of silent substitution across functional domains (useful in detecting investigator sampling bias) are considered. Likelihood-ratio tests are used to choose among models, using cancer gene mutation data. The method is applied to analyze published data on the spectrum of p53 mutations in cancers. A novel finding is that the ratio of the probability of nonsense to missense substitution is much lower in the DNA-binding and transactivation domains (ratios near 1) than in structural domains such as the linker, tetramerization (oligomerization), and proline-rich domains (ratios exceeding 100 in some tissues), implying that the specific amino acid sequence may be less critical in structural domains (e.g., amino acid changes less often lead to cancer). The transition vs. transversion bias and effect of CpG dinucleotides on mutation rates in p53 varied greatly across cancers of different organs, likely reflecting effects of different endogenous and exogenous factors influencing mutation in specific organs.

Data Interpretation, Statistical↗

Transgenic animals as bioproducers of therapeutic proteins.

Many human therapeutic proteins are currently produced with the aid of recombinant DNA technology in microbial bioreactors and a few also in large-scale animal cell cultures. Although extremely cost-efficient, the microbial production system has many inherent limitations. Micro-organisms, such as bacteria, can read the universal genetic code and hence produce human proteins with correct amino acid sequence, but cannot carry out post-translational modifications, such as glycosylation, or fold the newly synthesized protein properly to ultimately generate a biologically active entity. Moreover, even though the production of the proteins as such is inexpensive, the downstream processing of the final product may be extremely difficult and costly. Many of these disadvantages, especially the lack of post-translational modifications, can be overcome by employing large-scale animal cell cultures for the production of proteins of pharmaceutical interest. However, due to the long generation time and the requirement for rich culture media, the use of animal cell bioreactors is unacceptably expensive. With the advent of transgenic technology, the production of human pharmaceuticals in large transgenic animals has become more and more attractive. The use of targeted gene transfer, the expression of the transgene of interest can be directed to occur in the mammary gland of large farm animals, such as pigs, sheep, goats or dairy cattle, and hence the transgene product is ultimately being secreted into the milk. Although not yet in commercial use, the last few years have witnessed a remarkable progress in this area and proved the feasibility of the use of 'molecular farming' in high-quantity, low-cost production of valuable therapeutic or industrial proteins. While reviewing the progress of the field over the past few years, we discuss in somewhat greater detail aspects connected with the use of dairy cattle as bioproducers of human therapeutic proteins.

Animals↗

Identification of Hepta- and Octo-Uridine stretches as sole signals for programmed +1 and -1 ribosomal frameshifting during translation of SARS-CoV ORF 3a variants.

Programmed frameshifting is one of the translational recoding mechanisms that read the genetic code in alternative ways. This process is generally programmed by signals at defined locations in a specific mRNA. In this study, we report the identification of hepta- and octo-uridine stretches as sole signals for programmed +1 and -1 ribosomal frameshifting during translation of severe acute respiratory syndrome coronavirus (SARS-CoV) ORF 3a variants. SARS-CoV ORF 3a encodes a minor structural protein of 274 amino acids. Over the course of cloning and expression of the gene, a mixed population of clones with six, seven, eight and nine T stretches located 14 nt downstream of the initiation codon was found. In vitro and in vivo expression of clones with six, seven and eight Ts, respectively, showed the detection of the full-length 3a protein. Mutagenesis studies led to the identification of the hepta- and octo-uridine stretches as slippery sequences for efficient frameshifting. Interestingly, no stimulatory elements were found in the sequences upstream or downstream of the slippage site. When the hepta- and octo-uridine stretches were used to replace the original slippery sequence of the SARS-CoV ORF 1a and 1b, efficient frameshift events were observed. Furthermore, the efficiencies of frameshifting mediated by the hepta- and octo-uridine stretches were not affected by mutations introduced into a downstream stem-loop structure that totally abolish the frameshift event mediated by the original slippery sequence of ORF 1a and 1b. Taken together, this study identifies the hepta- and octo-uridine stretches that function as sole elements for efficient +1 and -1 ribosomal frameshift events.

Animals↗

Stem-cell consequences of embryo epigenetic defects.

CONTEXT: The genetic code in the DNA of virtually every somatic cell can produce the entire complement of encoded proteins. Acetylation of histones and methylation of histones and DNA cytosine residues are part of the complex epigenetic regulatory process determining lineage-specific gene expression by altering the local structure of chromatin. After fertilisation, sperm DNA exchanges protamines for histones recruited from oocyte cytoplasm, reconfiguring both parental genomes into an epigenetic state conducive to activating the embryonic developmental programme. The identification of epigenetic reprogramming mechanisms is a major interest, rekindled by the ability of at least some somatic cells to acquire totipotency after somatic-cell nuclear transfer. STARTING POINT: Recently, Woo SukHwang and colleagues (Science 2004; 303: 1669-74) derived a human embryonic stem-cell line from embryo therapeutic cloning. Chad Cowan and colleagues (N Engl JMed 2004; 350: 1353-56) produced 17 new lines from embryos supernumerary to infertility treatments. However, increasing evidence from a range of mammals shows a propensity for epigenetic errors with embryo technologies. If paralleled in human embryos, the effect on tumorigenic and differentiation properties of embryonic stem cells needs to be established. WHERE NEXT? Identifying the mechanisms in the oocyte that reprogramme a somatic cell to the embryonic state might allow somatic cells to be reprogrammed ex ovo by in-vitro manipulation of the epigenome. Because the oocyte is designed to reprogramme the sperm genome, which is in a different chromatin state from a somatic cell, perhaps many of the epigenetic errors induced by somatic-cell nuclear transfer could be avoided by a more targeted approach.

Animals↗

The roles of the bacteriophage T4 r genes in lysis inhibition and fine-structure genetics: a new perspective.

Seldom has the study of a set of genes contributed more to our understanding of molecular genetics than has the characterization of the rapid-lysis genes of bacteriophage T4. For example, T4 rII mutants were used to define gene structure and mutagen effects at the molecular level and to help unravel the genetic code. The large-plaque morphology of these mutants reflects a block in expressing lysis inhibition (LIN), the ability to delay lysis for several hours in response to sensing external related phages attacking the cell, which is a unique and highly adaptive attribute of the T4 family of phages. However, surprisingly little is known about the mechanism of LIN, or how the various r genes affect its expression. Here, we review the extensive old literature about the r genes and the lysis process and try to sort out the major players affecting lysis inhibition. We confirm that superinfection can induce lysis inhibition even while infected cells are lysing, suggesting that the signal response is virtually instantaneous and thus probably the result of post-translational regulation. We identify the rI gene as ORF tk.-2, based on sequence analysis of canonical rI mutants. The rI gene encodes a peptide of 97 amino acids (Mr = 11.1 kD; pI = 4.8) that probably is secreted into the periplasmic space. This gene is widely conserved among T-even phage. We then present a model for LIN, postulating that rI is largely responsible for regulating the gpt holin protein in response to superinfection. The evidence suggests that the rIIA and B genes are not directly involved in lysis inhibition; rather, when they are absent, an alternate pathway for lysis develops which depends on the presence of genes from any of several possible prophages and is not sensitive to lysis inhibition.

Amino Acid Sequence↗

Simulating cellular dynamics through a coupled transcription, translation, metabolic model.

In order to predict cell behavior in response to changes in its surroundings or to modifications of its genetic code, the dynamics of a cell are modeled using equations of metabolism, transport, transcription and translation implemented in the Karyote software. Our methodology accounts for the organelles of eukaryotes and the specialized zones in prokaryotes by dividing the volume of the cell into discrete compartments. Each compartment exchanges mass with others either through membrane transport or with a time delay effect associated with molecular migration. Metabolic and macromolecular reactions take place in user-specified compartments. Coupling among processes are accounted for and multiple scale techniques allow for the computation of processes that occur on a wide range of time scales. Our model is implemented to simulate the evolution of concentrations for a user-specifiable set of molecules and reactions that participate in cellular activity. The underlying equations integrate metabolic, transcription and translation reaction networks and provide a framework for simulating whole cells given a user-specified set of reactions. A rate equation formulation is used to simulate transcription from an input DNA sequence while the resulting mRNA is used via ribosome-mediated polymerization kinetics to accomplish translation. Feedback associated with the creation of species necessary for metabolism by the mRNA and protein synthesis modifies the rates of production of factors (e.g. nucleotides and amino acids) that affect the dynamics of transcription and translation. The concentrations of predicted proteins are compared with time series or steady state experiments. The expression and sequence of the predicted proteins are compared with experimental data via the construction of synthetic tryptic digests and associated mass spectra. We present the mathematical model showing the coupling of transcription, translation and metabolism in Karyote and illustrate some of its unique characteristics.

Cell Physiological Phenomena↗