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1.
Microorganisms ; 11(10)2023 Oct 14.
Article in English | MEDLINE | ID: mdl-37894218

ABSTRACT

Metagenomic data compression is very important as metagenomic projects are facing the challenges of larger data volumes per sample and more samples nowadays. Reference-based compression is a promising method to obtain a high compression ratio. However, existing microbial reference genome databases are not suitable to be directly used as references for compression due to their large size and redundancy, and different metagenomic cohorts often have various microbial compositions. We present a novel pipeline that generated simplified and tailored reference genomes for large metagenomic cohorts, enabling the reference-based compression of metagenomic data. We constructed customized reference genomes, ranging from 2.4 to 3.9 GB, for 29 real metagenomic datasets and evaluated their compression performance. Reference-based compression achieved an impressive compression ratio of over 20 for human whole-genome data and up to 33.8 for all samples, demonstrating a remarkable 4.5 times improvement than the standard Gzip compression. Our method provides new insights into reference-based metagenomic data compression and has a broad application potential for faster and cheaper data transfer, storage, and analysis.

2.
Methods Cell Biol ; 167: 1-14, 2022.
Article in English | MEDLINE | ID: mdl-35152989

ABSTRACT

Chimeric antigen receptor T (CAR-T) cell therapy has demonstrated promising efficacy in several kinds of blood cancers, including diffuse large B-cell lymphoma and acute and chronic lymphoblastic leukemia, etc. It is essential to effectively generate more potent and safer CAR-T cells through gene editing technologies for immune cell therapy. Conventional methods based on lentivirus, retrovirus and transposon, randomly integrate CAR sequence into T cell genome, which could lead to safety issues. Therefore, precise knock-in of CAR cassette into specific gene locus like TRAC and PDCD1 can lower the risks caused by random integration, as well as enhance the stability and function of the modified CAR-T cells. Current approaches of CRISPR/Cas9-based gene-editing have limitations in knock-in efficiency of the chimeric antigen receptor, while Cpf1, a CRISPR-Cas/RNA-guided nuclease, shows higher homology-directed repair (HDR) rate compared to Cas9 due to its unique biochemical characteristics. Here, we introduce a method combining electroporation and adeno-associated virus (AAV) infection to deliver CRISPR/Cpf1 components and a HDR template into T cells, thus precisely integrate CAR sequence at a specific gene locus with high efficiency.


Subject(s)
Gene Editing , Receptors, Chimeric Antigen , CRISPR-Cas Systems/genetics , Cell- and Tissue-Based Therapy , Gene Editing/methods , Immunotherapy, Adoptive/methods , Receptors, Chimeric Antigen/genetics , Receptors, Chimeric Antigen/metabolism
3.
Theranostics ; 11(10): 4957-4974, 2021.
Article in English | MEDLINE | ID: mdl-33754038

ABSTRACT

Rationale: TCR-T cell therapy plays a critical role in the treatment of malignant cancers. However, it is unclear how TCR-T cells are affected by PD-L1 molecule in the tumor environment. We performed an in-depth evaluation on how differential expressions of tumor PD-L1 can affect the functionality of T cells. Methods: We used MART-1-specific TCR-T cells (TCR-TMART-1), stimulated with MART-127-35 peptide-loaded MEL-526 tumor cells, expressing different proportions of PD-L1, to perform cellular assays and high-throughput single-cell RNA sequencing. Results: Different clusters of activated or cytotoxic TCR-TMART-1 responded divergently when stimulated with tumor cells expressing different percentages of PD-L1 expression. Compared to control T cells, TCR-TMART-1 were more sensitive to exhaustion, and secreted not only pro-inflammatory cytokines but also anti-inflammatory cytokines with increasing proportions of PD-L1+ tumor cells. The gene profiles of chemokines were modified by increased expression of tumor PD-L1, which concurrently downregulated pro-inflammatory and anti-inflammatory transcription factors. Furthermore, increased expression of tumor PD-L1 showed distinct effects on different inhibitory checkpoint molecules (ICMs). In addition, there was a limited correlation between the enrichment of cell death signaling in tumor cells and T cells and increased tumor PD-L1 expression. Conclusion: Overall, though the effector functionality of TCR-T cells was suppressed by increased expression percentages of tumor PD-L1 in vitro, scRNA-seq profiles revealed that both the anti-inflammatory and pro-inflammatory responses were triggered by a higher expression of tumor PD-L1. This suggests that the sole blockade of tumor PD-L1 might inhibit not only the anti-inflammatory response but also the pro-inflammatory response in the complicated tumor microenvironment. Thus, the outcome of PD-L1 intervention may depend on the final balance among the highly dynamic and heterogeneous immune regulatory circuits.


Subject(s)
B7-H1 Antigen/immunology , T-Lymphocytes/immunology , Tumor Microenvironment/immunology , B7-H1 Antigen/genetics , Cell Line, Tumor , Chemokines/genetics , Chemokines/immunology , Cytokines/genetics , Cytokines/immunology , Cytotoxicity Tests, Immunologic , Gene Expression Profiling , HEK293 Cells , Humans , Immunotherapy, Adoptive , Inflammation/genetics , Inflammation/immunology , MART-1 Antigen/immunology , Melanoma/immunology , RNA-Seq , Receptors, Antigen, T-Cell/genetics , Receptors, Antigen, T-Cell/immunology , Single-Cell Analysis , Skin Neoplasms/immunology , T-Cell Antigen Receptor Specificity/immunology , T-Lymphocytes/metabolism , Tumor Microenvironment/genetics
4.
Cancer Invest ; 39(4): 285-296, 2021 Apr.
Article in English | MEDLINE | ID: mdl-33646061

ABSTRACT

The switchable chimeric antigen receptors (CARs) have shown many advantages in CAR T-cell therapy. However, human primary T-cells are required to evaluate antigen-specific adaptors by IFN-γ assay or FACS analysis, which limits the throughput of adaptor screening. A sensitive and robust CD16-CAR Jurkat NFAT-eGFP reporter system has been developed to assess the therapeutic efficacy of antibody-targeted CAR-T-cell by effectively evaluating the T-cell activation by various tumor cells and the impact of immune checkpoint inhibitor antibodies. This reporter system facilitates the screening of targeted antibodies in a high throughput manner for the development of improved T-cell immunotherapy.


Subject(s)
Antibodies, Monoclonal, Humanized/pharmacology , Antineoplastic Agents, Immunological/pharmacology , Antineoplastic Combined Chemotherapy Protocols/pharmacology , B7-H1 Antigen/antagonists & inhibitors , Cetuximab/pharmacology , Immune Checkpoint Inhibitors/pharmacology , Immunotherapy, Adoptive , Neoplasms/therapy , Receptors, Chimeric Antigen/immunology , Receptors, IgG/immunology , T-Lymphocytes/transplantation , A549 Cells , B7-H1 Antigen/immunology , B7-H1 Antigen/metabolism , Drug Screening Assays, Antitumor , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/immunology , ErbB Receptors/metabolism , GPI-Linked Proteins/genetics , GPI-Linked Proteins/immunology , GPI-Linked Proteins/metabolism , Genes, Reporter , Green Fluorescent Proteins/biosynthesis , Green Fluorescent Proteins/genetics , HCT116 Cells , High-Throughput Screening Assays , Humans , Jurkat Cells , NFATC Transcription Factors/genetics , Neoplasms/genetics , Neoplasms/immunology , Neoplasms/metabolism , Receptors, Chimeric Antigen/genetics , Receptors, Chimeric Antigen/metabolism , Receptors, IgG/genetics , Receptors, IgG/metabolism , T-Lymphocytes/immunology , T-Lymphocytes/metabolism
5.
Theranostics ; 10(11): 5137-5153, 2020.
Article in English | MEDLINE | ID: mdl-32308773

ABSTRACT

Rationale: KRAS is one of the most frequently mutated oncogenes in cancers. The protein's picomolar affinity for GTP/GDP and smooth protein structure resulting in the absence of known allosteric regulatory sites makes its genomic-level activating mutations a difficult but attractive target. Methods: Two CRISPR systems, genome-editing CRISPR/SpCas9 and transcription-regulating dCas9-KRAB, were developed to deplete the KRAS G12S mutant allele or repress its transcription, respectively, with the goal of treating KRAS-driven cancers. Results: SpCas9 and dCas9-KRAB systems with a sgRNA targeting the mutant allele blocked the expression of the mutant KRAS gene, leading to an inhibition of cancer cell proliferation. Local adenoviral injections using SpCas9 and dCas9-KRAB systems suppressed tumor growth in vivo. The gene-depletion system (SpCas9) performed more effectively than the transcription-suppressing system (dCas9-KRAB) on tumor inhibition. Application of both Cas9 systems to wild-type KRAS tumors did not affect cell proliferation. Furthermore, through bioinformatic analysis of 31555 SNP mutations of the top 20 cancer driver genes, the data showed that our mutant-specific editing strategy could be extended to a reference list of oncogenic mutations with high editing potentials. This pipeline could be applied to analyze the distribution of PAM sequences and survey the best alternative targets for gene editing. Conclusion: We successfully developed both gene-depletion and transcription-suppressing systems to specifically target an oncogenic KRAS mutant allele that led to significant tumor regression. These findings show the potential of CRISPR-based strategies for the treatment of tumors with driver gene mutations.


Subject(s)
Gene Editing/methods , Mutation , Neoplasms/genetics , Neoplasms/therapy , Proto-Oncogene Proteins p21(ras)/genetics , Alleles , Animals , CRISPR-Cas Systems , Cell Line, Tumor , Cell Proliferation , Humans , Male , Mice , Neoplasms/pathology , Xenograft Model Antitumor Assays
6.
ACS Synth Biol ; 6(6): 1065-1075, 2017 06 16.
Article in English | MEDLINE | ID: mdl-28252945

ABSTRACT

A promoter is one of the most important and basic tools used to achieve diverse synthetic biology goals. Escherichia coli is one of the most commonly used model organisms in synthetic biology to produce useful target products and establish complicated regulation networks. During the fine-tuning of metabolic or regulation networks, the limited number of well-characterized inducible promoters has made implementing complicated strategies difficult. In this study, 104 native promoter-5'-UTR complexes (PUTR) from E. coli were screened and characterized based on a series of RNA-seq data. The strength of the 104 PUTRs varied from 0.007% to 4630% of that of the PBAD promoter in the transcriptional level and from 0.1% to 137% in the translational level. To further upregulate gene expression, a series of combinatorial PUTRs and cascade PUTRs were constructed by integrating strong transcriptional promoters with strong translational 5'-UTRs. Finally, two combinatorial PUTRs (PssrA-UTRrpsT and PdnaKJ-UTRrpsT) and two cascade PUTRs (PUTRssrA-PUTRinfC-rplT and PUTRalsRBACE-PUTRinfC-rplT) were identified as having the highest activity, with expression outputs of 170%, 137%, 409%, and 203% of that of the PBAD promoter, respectively. These engineered PUTRs are stable for the expression of different genes, such as the red fluorescence protein gene and the ß-galactosidase gene. These results show that the PUTRs characterized and constructed in this study may be useful as a plug-and-play synthetic biology toolbox to achieve complicated metabolic engineering goals in fine-tuning metabolic networks to produce target products.


Subject(s)
5' Untranslated Regions/genetics , Escherichia coli/genetics , Metabolic Engineering/methods , Promoter Regions, Genetic/genetics , Cluster Analysis , Gene Expression Regulation, Bacterial , Gene Library , Real-Time Polymerase Chain Reaction , Sequence Analysis, RNA , Synthetic Biology
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