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1.
ACS Sens ; 9(6): 3394-3402, 2024 Jun 28.
Article in English | MEDLINE | ID: mdl-38822813

ABSTRACT

The development of new or improved single fluorescent protein (FP)-based biosensors (SFPBs), particularly those with excitation and emission at near-infrared wavelengths, is important for the continued advancement of biological imaging applications. In an effort to accelerate the development of new SFPBs, we report modified transposons for the transposase-based creation of libraries of FPs randomly inserted into analyte binding domains, or vice versa. These modified transposons feature ends that are optimized to minimize the length of the linkers that connect the FP to the analyte binding domain. We rationalized that shorter linkers between the domains should result in more effective allosteric coupling between the analyte binding-dependent conformational change in the binding domain and the fluorescence modulation of the chromophore of the FP domain. As a proof of concept, we employed end-modified Mu transposons for the discovery of SFPB prototypes based on the insertion of two circularly permuted red FPs (mApple and FusionRed) into binding proteins for l-lactate and spermidine. Using an analogous approach, we discovered calcium ion (Ca2+)-specific SFPBs by random insertion of calmodulin (CaM)-RS20 into miRFP680, a particularly bright near-infrared (NIR) FP based on a biliverdin (BV)-binding fluorescent protein. Starting from an miRFP680-based Ca2+ biosensor prototype, we performed extensive directed evolution, including under BV-deficient conditions, to create highly optimized biosensors designated the NIR-GECO3 series. We have extensively characterized the NIR-GECO3 series and explored their utility for biological Ca2+ imaging. The methods described in this work will serve to accelerate SFPB development and open avenues for further exploration and optimization of SFPBs across a spectrum of biological applications.


Subject(s)
Biosensing Techniques , Calcium , DNA Transposable Elements , Luminescent Proteins , Biosensing Techniques/methods , Calcium/chemistry , DNA Transposable Elements/genetics , Luminescent Proteins/chemistry , Luminescent Proteins/genetics , Humans , Calmodulin/chemistry , Calmodulin/genetics
2.
Cell Chem Biol ; 31(4): 669-682.e7, 2024 Apr 18.
Article in English | MEDLINE | ID: mdl-38266648

ABSTRACT

Pathogenic mycobacteria are a significant cause of morbidity and mortality worldwide. The conserved whiB7 stress response reduces the effectiveness of antibiotic therapy by activating several intrinsic antibiotic resistance mechanisms. Despite our comprehensive biochemical understanding of WhiB7, the complex set of signals that induce whiB7 expression remain less clear. We employed a reporter-based, genome-wide CRISPRi epistasis screen to identify a diverse set of 150 mycobacterial genes whose inhibition results in constitutive whiB7 expression. We show that whiB7 expression is determined by the amino acid composition of the 5' regulatory uORF, thereby allowing whiB7 to sense amino acid starvation. Although deprivation of many amino acids can induce whiB7, whiB7 specifically coordinates an adaptive response to alanine starvation by engaging in a feedback loop with the alanine biosynthetic enzyme, aspC. These findings describe a metabolic function for whiB7 and help explain its evolutionary conservation across mycobacterial species occupying diverse ecological niches.


Subject(s)
Mycobacterium tuberculosis , Mycobacterium , Transcription Factors/metabolism , Alanine/genetics , Alanine/metabolism , Gene Expression Regulation, Bacterial , Mycobacterium/genetics , Mycobacterium/metabolism , Drug Resistance, Microbial , Mycobacterium tuberculosis/metabolism , Bacterial Proteins/metabolism
3.
bioRxiv ; 2023 Jun 05.
Article in English | MEDLINE | ID: mdl-37333137

ABSTRACT

Pathogenic mycobacteria are a significant cause of morbidity and mortality worldwide. These bacteria are highly intrinsically drug resistant, making infections challenging to treat. The conserved whiB7 stress response is a key contributor to mycobacterial intrinsic drug resistance. Although we have a comprehensive structural and biochemical understanding of WhiB7, the complex set of signals that activate whiB7 expression remain less clear. It is believed that whiB7 expression is triggered by translational stalling in an upstream open reading frame (uORF) within the whiB7 5' leader, leading to antitermination and transcription into the downstream whiB7 ORF. To define the signals that activate whiB7, we employed a genome-wide CRISPRi epistasis screen and identified a diverse set of 150 mycobacterial genes whose inhibition results in constitutive whiB7 activation. Many of these genes encode amino acid biosynthetic enzymes, tRNAs, and tRNA synthetases, consistent with the proposed mechanism for whiB7 activation by translational stalling in the uORF. We show that the ability of the whiB7 5' regulatory region to sense amino acid starvation is determined by the coding sequence of the uORF. The uORF shows considerable sequence variation among different mycobacterial species, but it is universally and specifically enriched for alanine. Providing a potential rationalization for this enrichment, we find that while deprivation of many amino acids can activate whiB7 expression, whiB7 specifically coordinates an adaptive response to alanine starvation by engaging in a feedback loop with the alanine biosynthetic enzyme, aspC. Our results provide a holistic understanding of the biological pathways that influence whiB7 activation and reveal an extended role for the whiB7 pathway in mycobacterial physiology, beyond its canonical function in antibiotic resistance. These results have important implications for the design of combination drug treatments to avoid whiB7 activation, as well as help explain the conservation of this stress response across a wide range of pathogenic and environmental mycobacteria.

4.
J Biopharm Stat ; 29(1): 128-142, 2019.
Article in English | MEDLINE | ID: mdl-29781779

ABSTRACT

Interest has been expressed in using a joint test procedure that requires that the results of both a trend test and a pairwise comparison test between the control and the high groups be statistically significant simultaneously at the levels of significance recommended in the FDA 2001 draft guidance for industry document for the separate tests in order for the drug effect on the development of an individual tumor type to be considered as statistically significant. Results of our simulation studies show that there is a serious consequence of large inflations of the false negative rate through large decreases of false positive rate in the use of the above joint test procedure in the final interpretation of the carcinogenicity potential of a new drug if the levels of significance recommended for separate tests are used. The inflation can be as high as 204.5% of the false negative rate when the trend test alone is required to test if the effect is statistically significant. To correct the problem, new sets of levels of significance have also been developed for those who want to use the joint test in reviews of carcinogenicity studies.


Subject(s)
Biostatistics/methods , Carcinogenicity Tests/statistics & numerical data , Drugs, Investigational/toxicity , Neoplasms/chemically induced , Animals , Computer Simulation , Data Interpretation, Statistical , False Negative Reactions , False Positive Reactions , Humans , Models, Statistical , Reproducibility of Results , Risk Assessment , Time Factors
6.
J Biopharm Stat ; 18(5): 949-58, 2008.
Article in English | MEDLINE | ID: mdl-18781527

ABSTRACT

Statistical analyses of two-year carcinogenicity data include tests for dose-response relationship (positive trend) among the increasing doses and pairwise comparisons of treated groups with control in tumor incidence by organ/tumor combination. There are two major concerns in analyzing carcinogenicity data, namely, adjustment for the difference in mortality due to drug toxicity and adjustment for the multiplicity due to multiple testing of trends and pairwise differences by organ tumor combination. A widely used method for testing dose-response relationship is the method suggested by Peto et al. (Peto test). The Peto test adjusts the mortality differences among treatment groups by partitioning the entire study period into several intervals, analyzing the data separately for each interval, and then combining them using the Mantel-Haenszel procedure. The denominator for the calculation of the proportion of tumor bearing animals is determined from the cause of death information tumor data. In later works, researchers have expressed concerns regarding the construction of suitable intervals for mortality adjustment. Also according to the opinion of many pathologists it is difficult to accurately specify retrospectively if a tumor is the real cause of death of an animal. This information may be imprecise. Hence, many times results of analysis using the Peto test are questioned due to the inaccurate cause of death information. An alternative to the Peto test was suggested by Bailer and Portier, popularly known as Poly-K test. Unlike the Peto test, this test does not need any arbitrary partitioning of the study period or the cause of death information. This test for trend in tumor incidence adjusts the differences in mortality among treatment groups by assigning a weight of less than one to an animal that died early without developing the tumor; and a weight of one to an animal that died with the tumor or survived to the end of the study. The sum of the assigned weights of animals in a treatment group is then used as the denominator for the calculation of proportion of tumor-bearing animals for the group. The less-than-one weight assigned to an animal is the fraction of the animal's surviving time in the study over the maximum time of the study with a power k. The power k of the fraction is determined by the distribution of tumor onset times of the tumor. The Poly-K test may have some advantages over the Peto test in the sense that it does not require the cause of death information, which is an essential part for the Peto test. However, the performance of the Poly-K test in controlling the false positive rate in comparison to the Peto test is unknown and of great interest in the regulatory environment. In this work the authors compared the overall false positive rates of the Peto and Poly-K tests using the Lin-Rahman multiple comparison adjustment based on some simulation results.


Subject(s)
Carcinogenicity Tests/methods , Data Interpretation, Statistical , Animals , Dose-Response Relationship, Drug , Neoplasms, Experimental/chemically induced , Neoplasms, Experimental/mortality
8.
Toxicol Sci ; 74(2): 271-8, 2003 Aug.
Article in English | MEDLINE | ID: mdl-12773758

ABSTRACT

Understanding the strengths and limitations of alternative models, such as the Tg.AC assay, for evaluation of the potential carcinogenicity of pharmaceuticals requires assessment of assay specificity through studies that specifically target biologically active compounds that are known to not be carcinogens in rodents. To identify drugs that might provoke a false positive response in the Tg.AC assay, we screened pharmaceuticals for in vitro induction of the gadd153 promoter and the zeta-globin promoter. We have previously found a high correlation between induction of the gadd153 promoter in HepG2 cells and activity in the Tg.AC assay. The three drugs selected through screening 99 noncarcinogenic pharmaceuticals were amiloride, dipyridamole, and pyrimethamine. A 26-week skin paint study was conducted in hemizygous Tg.AC mice with the three drugs at two doses selected by a 4-week dose range finding study. Evidence of systemic toxicity was observed in animals dosed chronically with pyrimethamine or amiloride, but no skin papillomas were observed in mice treated with amiloride, dipyridamole, or pyrimethamine for 26 weeks. All male mice and 80% of female mice treated with 12-O-tetradecanoylphorbol-13-acetate (TPA) in acetone developed a maximal tumor burden. However, mice treated with TPA in a vehicle containing 2.4% DMSO had greatly reduced incidences of papillomas. In summary, the correct negative response was shown in the Tg.AC assay for three noncarcinogenic pharmaceuticals, which adds further favorable evidence of appropriate specificity of this model system. However, vehicle composition must be carefully selected because the outcome of this assay can be confounded by certain commonly used solvents.


Subject(s)
Carcinogenicity Tests/methods , Carcinogens/adverse effects , Drug-Related Side Effects and Adverse Reactions , Papilloma/chemically induced , Skin Neoplasms/chemically induced , Solvents/pharmacology , Acetone/pharmacology , Administration, Topical , Amiloride/administration & dosage , Amiloride/adverse effects , Amiloride/classification , Animal Testing Alternatives , Animals , CCAAT-Enhancer-Binding Proteins/biosynthesis , CCAAT-Enhancer-Binding Proteins/genetics , Carcinogens/administration & dosage , Carcinogens/classification , Dimethyl Sulfoxide/pharmacology , Dipyridamole/administration & dosage , Dipyridamole/adverse effects , Dipyridamole/classification , Dose-Response Relationship, Drug , Drug Antagonism , Female , Male , Mice , Mice, Inbred Strains , Mice, Transgenic , Papilloma/genetics , Papilloma/pathology , Pharmaceutical Preparations/administration & dosage , Pharmaceutical Preparations/classification , Predictive Value of Tests , Promoter Regions, Genetic/drug effects , Pyrimethamine/administration & dosage , Pyrimethamine/adverse effects , Pyrimethamine/classification , Skin Neoplasms/genetics , Skin Neoplasms/pathology , Tetradecanoylphorbol Acetate/pharmacology , Transcription Factor CHOP , Transcription Factors/biosynthesis , Transcription Factors/genetics , Transgenes/genetics
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