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1.
Hum Gene Ther ; 32(9-10): 433-445, 2021 May.
Article in English | MEDLINE | ID: mdl-33023309

ABSTRACT

There is considerable industry excitement about the curative potential of cell and gene therapies, but significant challenges remain in designing cost-effective treatments that are accessible globally. We have taken a modeling-based approach to define the cost and value drivers for cell therapy assets during pharmaceutical drug development. We have created a model development program for a lentiviral modified ex vivo autologous T cell therapy for Oncology indications. Using internal and external benchmarks, we have estimated the total out-of-pocket cost of development for an Oncology cell therapy asset from target identification to filing of marketing application to be $500-600 million. Our model indicates that both clinical and Chemistry Manufacturing and Controls (CMC) cost of development for cell therapies are higher due to unique considerations of ex vivo autologous cell therapies. We have computed a threshold revenue-generating patient number for our model asset that enables selection of assets that can address high unmet medical need and generate pipeline value. Using statistical approaches, we identified that short time to market (<5 years) and reduced commercial cost of goods (<$65,000 per dose) will be essential in developing competitive assets and we propose solutions to reduce both. We emphasize that teams must proactively plan alternate development scenarios with clear articulation of path to value generation and greater patient access. We recommend using a modeling-based approach to enable data driven go/no-go decisions during multigenerational cell therapy development.


Subject(s)
Cell- and Tissue-Based Therapy , Health Care Costs , Commerce , Genetic Therapy , Humans
2.
Methods ; 127: 3-11, 2017 08 15.
Article in English | MEDLINE | ID: mdl-28366666

ABSTRACT

Tuberculosis is one of the infectious diseases with the greatest global burden, affecting millions of people. The rise of multi- and extensively-drug resistant forms of Mycobacterium tuberculosis over the last few decades has highlighted the urgent need for development of new drugs to treat the disease. Many drug development pipelines are based on in vitro assays examining a compound's effect on M. tuberculosis alone. These do not account for the effect of a compound on mammalian cells nor the interaction between host and pathogen. We therefore developed a live-cell fluorescence-based screen utilizing high content microscopy of mammalian macrophages infected with M. tuberculosis to screen for compounds with both substantial inhibition of M. tuberculosis growth and low cytotoxicity. Isoniazid, a first line tuberculosis drug, and staurosporine, a compound with well documented cytotoxic activity, were used to validate the assay. These and other control compounds showed results for M. tuberculosis growth consistent with the field. Together, this method of screening allows for high throughput testing of potential tuberculosis drugs while capturing more information per compound in a physiologically relevant context.


Subject(s)
Antitubercular Agents/pharmacology , Drug Discovery/methods , Macrophages/microbiology , Microscopy/methods , Mycobacterium tuberculosis/drug effects , Animals , Antitubercular Agents/therapeutic use , Isoniazid/pharmacology , Isoniazid/therapeutic use , Mice , RAW 264.7 Cells , Tuberculosis/drug therapy
3.
Tuberculosis (Edinb) ; 101S: S9-S17, 2016 12.
Article in English | MEDLINE | ID: mdl-27729257

ABSTRACT

Mycobacterium tuberculosis (Mtb) infections cause tuberculosis (TB), an infectious disease which causes ∼1.5 million deaths annually. The ability of this pathogen to evade, escape and encounter immune surveillance is fueled by its adaptability. Thus, Mtb induces a transition in its transcriptome in response to environmental changes. Global transcriptome profiling has been key to our understanding of how Mtb responds to the different stress conditions it faces during its life cycle. While this was initially achieved using microarray technology, RNAseq is now widely employed. It is important to understand the correlation between the large amount of microarray based transcriptome data, which continues to shape our understanding of Mtb stress networks, and newer data being generated using RNAseq. We assessed how well the two platforms correlate using three well-defined stress conditions: diamide, hypoxia, and re-aeration. The data used here was generated by different individuals over time using distinct samples, providing a stringent test of platform correlation. While correlation between microarrays and sequencing was high upon diamide treatment, which causes a rapid reprogramming of the transcriptome, RNAseq allowed a better definition of the hypoxic response, characterized by subtle changes in the magnitude of gene-expression. RNAseq also allows for the best cross-platform reproducibility.


Subject(s)
Gene Expression Profiling/methods , Gene Expression Regulation, Bacterial , Mycobacterium tuberculosis/genetics , Oligonucleotide Array Sequence Analysis , RNA, Bacterial/genetics , Regulon , Sequence Analysis, RNA , Stress, Physiological , Transcriptome , Bacterial Proteins/genetics , DNA-Binding Proteins , Diamide/pharmacology , Gene Expression Regulation, Bacterial/drug effects , Humans , Mycobacterium tuberculosis/drug effects , Mycobacterium tuberculosis/metabolism , Mycobacterium tuberculosis/pathogenicity , Observer Variation , Oxidation-Reduction , Oxidative Stress , Oxygen/metabolism , Protein Kinases/genetics , Reproducibility of Results , Sigma Factor/genetics , Time Factors , Transcriptome/drug effects , Tuberculosis/microbiology
4.
J Biol Chem ; 290(4): 2351-67, 2015 Jan 23.
Article in English | MEDLINE | ID: mdl-25422323

ABSTRACT

Mycobacterium tuberculosis (Mtb) is the leading cause of death from an infectious disease worldwide and is the causative agent of tuberculosis (Chao, M. C., and Rubin, E. J. (2010) Annu. Rev. Microbiol. 64, 293-311). Throughout infection, Mtb encounters a variety of host pressures. Thus, responding to these host stresses via the induction of multiple regulatory networks is needed for survival within the host. The Clp protease gene regulator, Rv2745c (clgR), is induced in response to environmental stress conditions, implicating its potential role in Mtb pathogenesis. Transcriptional activation of genes downstream of Rv2745c occurs in a condition-dependent manner. Our isogenic Mtb:ΔRv2745c mutant expresses a significantly different phenotype upon reaeration conditions. Transcriptional analysis revealed differential gene expression profiles relative to wild-type Mtb. Rv2745c is strongly induced in response to hypoxic and reaeration conditions, implicating a role of Rv2745c in vivo during both establishment of infection and reactivation. We found dysregulation of downstream genes within both the σ(H)/σ(E) regulon as well as the dosR regulon in the isogenic mutant, Mtb:ΔRv2745c. Upon hypoxic and reaeration conditions, Clp protease induction occurred within wild-type Mtb, indicating that activation of clgR, which subsequently leads to Clp protease induction, is crucial for degradation of misfolded proteins and ultimately survival of Mtb upon specific stress conditions. Our data indicate the diverse response of Rv2745c, σ(H) and σ(E) in response to a variety of stress conditions. Activation of Rv2745c in response to various stress conditions leads to differential activation of downstream genes, indicating the diverse role of Rv2745c and its importance for Mtb survival in vivo.


Subject(s)
Bacterial Proteins/metabolism , Gene Expression Regulation, Bacterial , Genes, Regulator , Mycobacterium tuberculosis/metabolism , Oxygen/metabolism , Transcription Factors/metabolism , Fatty Acids/metabolism , Genes, Bacterial , Lung/microbiology , Mutation , Oligonucleotide Array Sequence Analysis , Oxidation-Reduction , RNA Processing, Post-Transcriptional , RNA, Bacterial/metabolism , Sigma Factor/metabolism , Stress, Physiological , Transcription, Genetic
5.
Am J Respir Cell Mol Biol ; 52(6): 708-16, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25322074

ABSTRACT

Mycobacterium tuberculosis (Mtb) must counter hypoxia within granulomas to persist. DosR, in concert with sensor kinases DosS and DosT, regulates the response to hypoxia. Yet Mtb lacking functional DosR colonize the lungs of C57Bl/6 mice, presumably owing to the lack of organized lesions with sufficient hypoxia in that model. We compared the phenotype of the Δ-dosR, Δ-dosS, and Δ-dosT mutants to Mtb using C3HeB/FeJ mice, an alternate mouse model where lesions develop hypoxia. C3HeB/FeJ mice were infected via aerosol. The progression of infection was analyzed by tissue bacterial burden and histopathology. A measure of the comparative global immune responses was also analyzed. Although Δ-dosR and Δ-dosT grew comparably to wild-type Mtb, Δ-dosS exhibited a significant defect in bacterial burden and pathology in vivo, accompanied by ablated proinflammatory response. Δ-dosS retained the ability to induce DosR. The Δ-dosS mutant was also attenuated in murine macrophages ex vivo, with evidence of reduced expression of the proinflammatory signature. Our results show that DosS, but not DosR and DosT, is required by Mtb to survive in C3HeB/FeJ mice. The attenuation of Δ-dosS is not due to its inability to induce the DosR regulon, nor is it a result of the accumulation of hypoxia. That the in vivo growth restriction of Δ-dosS could be mimicked ex vivo suggested sensitivity to macrophage oxidative burst. Anoxic caseous centers within tuberculosis lesions eventually progress to cavities. Our results provide greater insight into the molecular mechanisms of Mtb persistence within host lungs.


Subject(s)
Bacterial Proteins/genetics , Granuloma, Respiratory Tract/microbiology , Mycobacterium tuberculosis/pathogenicity , Protamine Kinase/genetics , Tuberculosis, Pulmonary/microbiology , Animals , Bacterial Proteins/metabolism , Cell Hypoxia , Cells, Cultured , Gene Expression Regulation, Bacterial , Macrophages/microbiology , Male , Mice, Inbred C3H , Microbial Viability , Mycobacterium tuberculosis/genetics , Protamine Kinase/metabolism , Regulon , Virulence
6.
PLoS One ; 9(4): e93604, 2014.
Article in English | MEDLINE | ID: mdl-24705585

ABSTRACT

Tuberculosis (TB), caused by Mycobacterium tuberculosis (Mtb), is the leading cause of death from an infectious disease worldwide. Over the course of its life cycle in vivo, Mtb is exposed to a plethora of environmental stress conditions. Temporal regulation of genes involved in sensing and responding to such conditions is therefore crucial for Mtb to establish an infection. The Rv2745c (clgR) gene encodes a Clp protease gene regulator that is induced in response to a variety of stress conditions and potentially plays a role in Mtb pathogenesis. Our isogenic mutant, Mtb:ΔRv2745c, is significantly more sensitive to in vitro redox stress generated by diamide, relative to wild-type Mtb as well as to a complemented strain. Together with the fact that the expression of Rv2745c is strongly induced in response to redox stress, these results strongly implicate a role for ClgR in the management of intraphagosomal redox stress. Additionally, we observed that redox stress led to the dysregulation of the expression of the σH/σE regulon in the isogenic mutant, Mtb:ΔRv2745c. Furthermore, induction of clgR in Mtb and Mtb:ΔRv2745c (comp) did not lead to Clp protease induction, indicating that clgR has additional functions that need to be elucidated. Our data, when taken together with that obtained by other groups, indicates that ClgR plays diverse roles in multiple regulatory networks in response to different stress conditions. In addition to redox stress, the expression of Rv2745c correlates with the expression of genes involved in sulfate assimilation as well as in response to hypoxia and reaeration. Clearly, the Mtb Rv2745c-encoded ClgR performs different functions during stress response and is important for the pathogenicity of Mtb in-vivo, regardless of its induction of the Clp proteolytic pathway.


Subject(s)
Endopeptidase Clp/physiology , Mycobacterium tuberculosis , Oxidative Stress/genetics , Transcription Factors/physiology , Bacterial Proteins/genetics , Bacterial Proteins/physiology , Diamide/pharmacology , Endopeptidase Clp/genetics , Gene Expression Profiling , Gene Expression Regulation, Bacterial , Microarray Analysis , Mycobacterium tuberculosis/genetics , Mycobacterium tuberculosis/metabolism , Organisms, Genetically Modified , Oxidation-Reduction/drug effects , Oxidative Stress/drug effects , Transcription Factors/genetics , Transcriptome/drug effects
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