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"Exotoxin"
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Advanced machine learning-guided optimization platform for high-yield soluble expression of Pseudomonas aeruginosa exotoxin A in engineered Escherichia coli strains
by
Mohammad, Shah Faisal
,
Ali, Fawad
,
Shynara, Mamirkulova
in
Additives
,
ADP Ribose Transferases - biosynthesis
,
ADP Ribose Transferases - chemistry
2026
The recombinant production of Pseudomonas aeruginosa exotoxin A (ETA), a critical component for immunotoxin development, remains hindered by its complex disulfide bond architecture, cytotoxicity, and aggregation propensity. Despite recent advancements in strain engineering, a systematic, data-driven approach integrating high-throughput screening with machine learning for ETA optimization has remained largely unexplored.
We implemented a combinatorial optimization platform, screening 12 engineered E. coli strains across a matrix of four induction temperatures, three chaperone systems, and four redox-modulating additives. A high-throughput fluorescence-based solubility reporter was developed for rapid screening of 576 unique conditions, followed by training of an XGBoost machine learning model to predict soluble yield. The model was validated using 5-fold cross-validation with hyperparameter optimization to mitigate overfitting. Statistical analyses included one-way ANOVA with Tukey post-hoc test, Pearson correlation, and multiple regression.
The disulfide-competent strain SHuffle T7, induced at 12°C with co-expression of the DnaKJE/GroEL chaperone system and supplementation with 2 mM oxidized glutathione, yielded 3.24 ± 0.4 mg/L of soluble, enzymatically active ETA. This represents a 15-fold improvement over conventional BL21(DE3) systems (F (11,24) = 45.32, p < 0.0001). Structural validation via redox-sensitive PAGE and nano-LC-MS/MS confirmed native disulfide pairing. The trained machine learning model demonstrated high predictive accuracy (R² = 0.92, RMSE = 0.24 mg/L) with consistent performance across cross-validation folds (average R² = 0.91 ± 0.02), and identified cytoplasmic redox potential and translational rate as the primary determinants of soluble expression.
We present an integrated platform that synergizes experimental high-throughput screening with predictive machine learning to overcome the challenge of ETA production. While validation on additional protein targets is needed to fully establish generalizability, this work establishes an optimized, scalable protocol for therapeutic-grade ETA and provides a transferable computational framework for the rational optimization of other complex, disulfide-rich proteins.
Journal Article
Immunogenicity of Immunotoxins Containing Pseudomonas Exotoxin A: Causes, Consequences, and Mitigation
by
Mazor, Ronit
,
Pastan, Ira
in
ADP Ribose Transferases - immunology
,
Animals
,
anti-drug antibodies (ADA)
2020
Immunotoxins are cytolytic fusion proteins developed for cancer therapy, composed of an antibody fragment that binds to a cancer cell and a protein toxin fragment that kills the cell.
exotoxin A (PE) is a potent toxin that is used for the killing moiety in many immunotoxins. Moxetumomab Pasudotox (Lumoxiti) contains an anti-CD22 Fv and a 38 kDa portion of PE. Lumoxiti was discovered in the Laboratory of Molecular Biology at the U.S. National Cancer Institute and co-developed with Medimmune/AstraZeneca to treat hairy cell leukemia. In 2018 Lumoxiti was approved by the US Food and Drug Administration for the treatment of drug-resistant Hairy Cell Leukemia. Due to the bacterial origin of the killing moiety, immunotoxins containing PE are highly immunogenic in patients with normal immune systems, but less immunogenic in patients with hematologic malignancies, whose immune systems are often compromised. LMB-100 is a de-immunized variant of the toxin with a humanized antibody that targets mesothelin and a PE toxin that was rationally designed for diminished reactivity with antibodies and B cell receptors. It is now being evaluated in clinical trials for the treatment of mesothelioma and pancreatic cancer and is showing somewhat diminished immunogenicity compared to its un modified parental counterpart. Here we review the immunogenicity of the original and de-immunized PE immunotoxins in mice and patients, the development of anti-drug antibodies (ADAs), their impact on drug availability and their effect on clinical efficacy. Efforts to mitigate the immunogenicity of immunotoxins and its impact on immunogenicity will be described including rational design to identify, remove, or suppress B cell or T cell epitopes, and combination of immunotoxins with immune modulating drugs.
Journal Article
Streptococcal pyrogenic exotoxin B cleaves GSDMA and triggers pyroptosis
2022
Gasdermins, a family of five pore-forming proteins (GSDMA–GSDME) in humans expressed predominantly in the skin, mucosa and immune sentinel cells, are key executioners of inflammatory cell death (pyroptosis), which recruits immune cells to infection sites and promotes protective immunity
1
,
2
. Pore formation is triggered by gasdermin cleavage
1
,
2
. Although the proteases that activate GSDMB, C, D and E have been identified, how GSDMA—the dominant gasdermin in the skin—is activated, remains unknown.
Streptococcus pyogenes
, also known as group A
Streptococcus
(GAS), is a major skin pathogen that causes substantial morbidity and mortality worldwide
3
. Here we show that the GAS cysteine protease SpeB virulence factor triggers keratinocyte pyroptosis by cleaving GSDMA after Gln246, unleashing an active N-terminal fragment that triggers pyroptosis.
Gsdma1
genetic deficiency blunts mouse immune responses to GAS, resulting in uncontrolled bacterial dissemination and death. GSDMA acts as both a sensor and substrate of GAS SpeB and as an effector to trigger pyroptosis, adding a simple one-molecule mechanism for host recognition and control of virulence of a dangerous microbial pathogen.
The
Streptococcus pyogenes
virulence factor SpeB triggers pyroptosis in keratinocytes by catalysing cleavage of host gasdermin A, a key event triggering the immune response to
S. pyogenes
infection.
Journal Article
Removing T-cell epitopes with computational protein design
by
King, Chris
,
Mazor, Ronit
,
Baker, David
in
ADP Ribose Transferases - chemistry
,
ADP Ribose Transferases - genetics
,
ADP Ribose Transferases - immunology
2014
Immune responses can make protein therapeutics ineffective or even dangerous. We describe a general computational protein design method for reducing immunogenicity by eliminating known and predicted T-cell epitopes and maximizing the content of human peptide sequences without disrupting protein structure and function. We show that the method recapitulates previous experimental results on immunogenicity reduction, and we use it to disrupt T-cell epitopes in GFP and Pseudomonas exotoxin A without disrupting function.
Journal Article
Human single-chain antibodies that neutralize Pseudomonas aeruginosa-exotoxin A-mediated cellular apoptosis
2019
Targeting bacterial virulence factors directly provides a new paradigm for the intervention and treatment of bacterial diseases.
Pseudomonas aeruginosa
produces a myriad of virulence factors to cause fatal diseases in humans. In this study, human single-chain antibodies (HuscFvs) that bound to
P. aeruginosa
exotoxin A (ETA) were generated by phage display technology using recombinant ETA, ETA-subdomains and the synthetic peptide of the ETA-catalytic site as baits for selecting ETA-bound-phages from the human-scFv phage display library. ETA-bound HuscFvs derived from three phage-transfected
E. coli
clones neutralized the ETA-induced mammalian cell apoptosis. Computerized simulation demonstrated that these HuscFvs used several residues in their complementarity-determining regions (CDRs) to form contact interfaces with the critical residues in ETA-catalytic domain essential for ADP-ribosylation of eukaryotic elongation factor 2, which should consequently rescue ETA-exposed-cells from apoptosis. The HuscFv-treated ETA-exposed cells also showed decremented apoptosis-related genes, i.e.,
cas3
and
p53
. The effective HuscFvs have high potential for future evaluation in animal models and clinical trials as a safe, novel remedy for the amelioration of exotoxin A-mediated pathogenesis. HuscFvs may be used either singly or in combination with the HuscFv cognates that target other
P. aeruginosa
virulence factors as an alternative therapeutic regime for difficult-to-treat infections.
Journal Article
Assessment of the impact of manufacturing changes on the physicochemical properties of the recombinant vaccine carrier ExoProtein A
by
Duffy, Patrick E.
,
Narum, David L.
,
Burkhardt, Martin
in
ADP Ribose Transferases - chemistry
,
ADP Ribose Transferases - immunology
,
ADP Ribose Transferases - isolation & purification
2019
•ExoProtein A is a carrier protein for conjugate vaccines.•Improved purification process yields comparable quantity of bulk EPA.•Improved purification process yields bulk EPA with a better purity profile.•Immunogenicity of EPA derived original and improved process appear highly similar.
Efforts to develop a vaccine for the elimination of malaria include the use of carrier proteins to assemble monomeric antigens into nanoparticles to maximize immunogenicity. Recombinant ExoProtein A (EPA) is a detoxified form of Pseudomonas aeruginosa Exotoxin A which has been used as a carrier in the conjugate vaccine field. A pilot-scale process developed for purification of EPA yielded product that consistently approached a preset upper limit for host cell protein (HCP) content per human dose. To minimize the risk of bulk material exceeding the specification, the purification process was redeveloped using mixed-mode chromatography resins. Purified EPA derived from the primary and redeveloped processes were comparable following full biochemical and biophysical characterization. However, using a process specific immunoassay, the HCP content was shown to decrease from a range of 0.14–0.24% w/w of total protein to below the level of detection with the revised process. The improved process reproducibly yields EPA with highly similar quality characteristics as the original process but with an improved profile for the HCP content.
Journal Article
Lectin drug conjugate therapy for colorectal cancer
by
Furuta, Tomoaki
,
Tateno, Hiroaki
,
Owada, Yohei
in
Adenocarcinoma - drug therapy
,
Adenocarcinoma - metabolism
,
Adenocarcinoma - pathology
2020
Drug resistance represents an obstacle in colorectal cancer (CRC) treatment because of its association with poor prognosis. rBC2LCN is a lectin isolated from Burkholderia that binds cell surface glycans that have fucose moieties. Because fucosylation is enhanced in many types of cancers, this lectin could be an efficient drug carrier if CRC cells specifically present such glycans. Therefore, we examined the therapeutic efficacy and toxicity of lectin drug conjugate therapy in CRC mouse xenograft models. The affinity of rBC2LCN for human CRC cell lines HT‐29, LoVo, LS174T, and DLD‐1 was assessed in vitro. The cytocidal efficacy of a lectin drug conjugate, rBC2LCN‐38 kDa domain of pseudomonas exotoxin A (PE38) was evaluated by MTT assay. The therapeutic effects and toxicity for each CRC cell line‐derived mouse xenograft model were compared between the intervention and control groups. LS174T and DLD‐1 cell lines showed a strong affinity for rBC2LCN. In the xenograft model, the tumor volume in the rBC2LCN‐PE38 group was significantly reduced compared with that using control treatment alone. However, the HT‐29 cell line showed weak affinity and poor therapeutic efficacy. No significant toxicities or adverse responses were observed. In conclusion, we demonstrated that rBC2LCN lectin binds CRC cells and that rBC2LCN‐PE38 significantly suppresses tumor growth in vivo. In addition, the efficacy of the drug conjugate correlated with its binding affinity for each CRC cell line. These results suggest that lectin drug conjugate therapy has potential as a novel targeted therapy for CRC cell surface glycans. rBC2LCN lectin showed affinity for colorectal cancer (CRC) cell surface. rBC2LCN‐PE38 suppressed subcutaneous CRC tumor growth rates in mouse models. Lectin drug conjugate therapy could be a novel therapeutic option for CRC.
Journal Article
Bacterial Protein Toxins as Anticancer Agents: Clinical Potential of Pseudomonas and Anthrax Toxins
by
Nayyar, Namita
,
Sharma, Vishal
,
Gupta, Radhika
in
AB toxin
,
Acidification
,
ADP Ribose Transferases - pharmacology
2025
Protein toxins are biologically active polypeptides produced by a variety of organisms, including bacteria, plants, fungi, and animals. These molecules exert potent and specific toxic effects on target cells and are primarily associated with pathogenicity and defense mechanisms of the organisms. In the past few decades, significant progress has been made in understanding their structure, mechanisms of action, and regulation. Among these, bacterial protein toxins have emerged as valuable tools particularly in the development of targeted therapies. A notable example is Botulinum toxin, originally known for its neurotoxic effects, which was approved as a therapeutic agent in 1989 for strabismus treatment, paving way for repurposing bacterial toxins for clinical use. This review provides an overview of the different classes of bacterial toxin-based therapeutics, with a particular focus on Pseudomonas exotoxin A (PE) from Pseudomonas aeruginosa and anthrax toxin from Bacillus anthracis. The modular architecture and potent cytotoxicity of these A-B type toxins have enabled their successful adaptation into targeted cancer therapies. The clinical approval of the PE-based immunotoxin, moxetumomab pasudotox, for the treatment of hairy cell leukemia, underscores the potential of this strategy. This review also discusses current challenges and outlines future directions for the advancement of bacterial toxin-based therapeutics.
Journal Article
Epidermal Growth Factor Based Targeted Toxin for the Treatment of Bladder Cancer
by
KUCKUCK, IRINA
,
WOLF, ISIS
,
SCHULTZE-SEEMANN, SUSANNE
in
ADP Ribose Transferases - chemistry
,
Animals
,
Antibodies
2021
Reports on over-expression of the epidermal growth factor receptor (EGFR) in bladder cancer and its function in tumorigenesis have suggested to target this antigen.
We generated the targeted toxin EGF-PE40 consisting of the human epidermal growth factor (EGF) as the binding domain and PE40, a truncated version of Pseudomonas Exotoxin A, as the toxin domain. EGF-PE40 was tested on EGFR-expressing bladder cancer cells in view of binding via flow cytometry, and cytotoxicity via WST viability assay. Induction of apoptosis was examined by western blot.
The targeted toxin specifically triggered cytotoxicity in the bladder cancer cells with 50% inhibitory concentration (IC
) values in the low nanomolar or picomolar range, and was about 1,250- to 1,500-fold more cytotoxic than the EGFR inhibitor erlotinib. Cytotoxicity of EGF-PE40 was based on the induction of apoptosis.
EGF-PE40 represents a promising candidate for the future treatment of bladder cancer.
Journal Article
Depletion of regulatory T cells in tumors with an anti-CD25 immunotoxin induces CD8 T cell-mediated systemic antitumor immunity
by
Onda, Masanori
,
Kobayashi, Kazuto
,
Pastan, Ira
in
ADP Ribose Transferases - immunology
,
Animal models
,
Animals
2019
The tumor microenvironment plays a critical role in controlling tumor progression and immune surveillance. We produced an immunotoxin (2E4-PE38) that kills mouse cells expressing CD25 by attaching the Fv portion of monoclonal antibody 2E4 (anti-mouse CD25) to a 38-kDa portion of Pseudomonas exotoxin A. We employed three mouse cancer tumor models (AB1 mesothelioma, 66c14 breast cancer, and CT26M colon cancer). Tumors were implanted at two sites on BALB/c mice. On days 5 and 9, one tumor was directly injected with 2E4-PE38, and the other was not treated; 2E4-PE38 produced complete regressions of 85% of injected AB1 tumors, 100% of 66c14 tumors, and 100% of CT26M tumors. It also produced complete regressions of 77% of uninjected AB1 tumors, 47% of 66c14 tumors, and 92% of CT26M tumors. Mice with complete regressions of 66c14 tumors were immune to rechallenge with 66c14 cells. Mice with complete regressions of AB1 or CT26M tumors developed cross-tumor immunity rejecting both tumor types. Injection of anti-CD25 antibody or a mutant inactive immunotoxin were generally ineffective. Tumors were analyzed 3 days after 2E4-PE38 injection. The number of regulatory T cells (Tregs) was significantly reduced in the injected tumor but not in the spleen. Injected tumors contained an increase in CD8 T cells expressing IFN-γ, the activation markers CD69 and CD25, and macrophages and conventional dendritic cells. Treatment with antibodies to CD8 abolished the antitumor effect. Selective depletion of Tregs in tumors facilitates the development of a CD8 T cell-dependent antitumor effect in three mouse models.
Journal Article