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Rosén E, Mangukiya HB, Elfineh L, Stockgard R, Krona C, Gerlee P, Nelander S. Inference of glioblastoma migration and proliferation rates using single time-point images. Commun Biol 2023; 6:402. [PMID: 37055469 PMCID: PMC10102065 DOI: 10.1038/s42003-023-04750-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 03/23/2023] [Indexed: 04/15/2023] Open
Abstract
Cancer cell migration is a driving mechanism of invasion in solid malignant tumors. Anti-migratory treatments provide an alternative approach for managing disease progression. However, we currently lack scalable screening methods for identifying novel anti-migratory drugs. To this end, we develop a method that can estimate cell motility from single end-point images in vitro by estimating differences in the spatial distribution of cells and inferring proliferation and diffusion parameters using agent-based modeling and approximate Bayesian computation. To test the power of our method, we use it to investigate drug responses in a collection of 41 patient-derived glioblastoma cell cultures, identifying migration-associated pathways and drugs with potent anti-migratory effects. We validate our method and result in both in silico and in vitro using time-lapse imaging. Our proposed method applies to standard drug screen experiments, with no change needed, and emerges as a scalable approach to screen for anti-migratory drugs.
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Affiliation(s)
- Emil Rosén
- Dept of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
| | | | - Ludmila Elfineh
- Dept of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
| | - Rebecka Stockgard
- Dept of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
| | - Cecilia Krona
- Dept of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
| | - Philip Gerlee
- Mathematical Sciences, Chalmers University of Technology, Gothenburg, Sweden
- Mathematical Sciences, University of Gothenburg, Gothenburg, Sweden
| | - Sven Nelander
- Dept of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden.
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Mashausi DS, Roy D, Mangukiya HB, Merugu SB, Raza G, Yunus FUN, Liu GS, Negi H, Li D. A high efficient FVIII variant corrects bleeding in hemophilia A mouse model. Biochem Biophys Res Commun 2022; 637:358-364. [DOI: 10.1016/j.bbrc.2022.02.066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 02/17/2022] [Accepted: 02/18/2022] [Indexed: 11/02/2022]
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Zhou B, Mangukiya HB, Merugu SB, Yunus FUN, Fan Y, Wu Z, Li D. Cloning, Expression, Purification, and Characterization of Soluble Bioactive Recombinant Human Anterior Gradient Homolog 2 - DsRed Monomer Protein in Escherichia coli. PAK J ZOOL 2021. [DOI: 10.17582/journal.pjz/20190514070541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Raza G, Yunus FUN, Mangukiya HB, Merugu SB, Mashausi DS, Zeling W, Negi H, Zhou B, Roy D, Wu Z, Li D. A novel target anti-interleukin-13 receptor subunit alpha-2 monoclonal antibody inhibits tumor growth and metastasis in lung cancer. Int Immunopharmacol 2020; 90:107155. [PMID: 33243603 DOI: 10.1016/j.intimp.2020.107155] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 10/20/2020] [Accepted: 10/21/2020] [Indexed: 02/07/2023]
Abstract
IL13Rα2 shows high expression in different types of tumors and can be a target for cancer therapy in humans due to its poor prognosis. The aim of our study is to characterize and investigate the effect of interleukin-13 receptor subunit alpha-2monoclonal antibody mAb15D8 on lung cancer cells in vitro and in vivo by blocking its specific epitope in IL13Rα2 antigen. The mAb15D8 blocking epitope was analyzed through the mutagenesis of IL13Rα2 and confirmed with western blot. We found that the IL13Rα2 epitope recognized by mAb15D8 antibody is a new binding site localized in the fibronectin-III domain-1 of IL13Rα2 antigen. Moreover, the mAb15D8 obviously reduced cell proliferation, migration of H460, A549, SKOV3, and B16F10 cells. Treatment with mAb15D8 significantly reduced the H460 xenograft tumor formation and growth in nude mice and inhibited B16F10 tumor metastasis and increased survival in C57BL/6 mice. Pharmacokinetic and toxicological analysis demonstrated the safety of mAb15D8 as a potential therapeutic agent. We developed a novel mouse monoclonal antibody against IL13Rα2 which binds to specific epitope on IL13Rα2 antigen. In vivo treatment with the antibody significantly reduced tumor growth and lung metastasis and prolonged survival. These results suggest mAb15D8 antibody as a potential therapeutic agent for cancer therapy.
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Affiliation(s)
- Ghulam Raza
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Fakhar-Un-Nisa Yunus
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China; Department of Zoology, Lahore College for Women University, Pakistan.
| | | | | | | | - Wang Zeling
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Hema Negi
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Bingjie Zhou
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Debmalya Roy
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Zhenghua Wu
- People's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Dawei Li
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China; Engineering Research Center of Cell and Therapeutic Antibody of Ministry of Education, Shanghai Jiao Tong University, China.
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Mangukiya HB, Negi H, Merugu SB, Sehar Q, Mashausi DS, Yunus FUN, Wu Z, Li D. Paracrine signalling of AGR2 stimulates RhoA function in fibroblasts and modulates cell elongation and migration. Cell Adh Migr 2019; 13:332-344. [PMID: 31710263 PMCID: PMC6844563 DOI: 10.1080/19336918.2019.1685928] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2018] [Revised: 07/09/2019] [Accepted: 08/29/2019] [Indexed: 12/31/2022] Open
Abstract
The most prominent cancer-associated fibroblasts (CAFs) in tumor stroma is known to form a protective structure to support tumor growth. Anterior gradient-2 (AGR2), a tumor secretory protein is believed to play a pivotal role during tumor microenvironment (TME) development. Here, we report that extracellular AGR2 enhances fibroblasts elongation and migration significantly. The early stimulation of RhoA showed the association of AGR2 by upregulation of G1-S phase-regulatory protein cyclin D1 and FAK phosphorylation through fibroblasts growth factor receptor (FGFR) and vascular endothelial growth factor receptor (VEGFR). Our finding indicates that secretory AGR2 alters fibroblasts elongation, migration, and organization suggesting the secretory AGR2 as a potential molecular target that might be responsible to alter fibroblasts infiltration to support tumor growth.
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Affiliation(s)
| | - Hema Negi
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | | | - Qudsia Sehar
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | | | | | - Zhenghua Wu
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Dawei Li
- School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
- Engineering Research center of Cell and Therapeutic Antibody of Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
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Zhu Q, Mangukiya HB, Mashausi DS, Guo H, Negi H, Merugu SB, Wu Z, Li D. Anterior gradient 2 is induced in cutaneous wound and promotes wound healing through its adhesion domain. FEBS J 2017; 284:2856-2869. [PMID: 28665039 DOI: 10.1111/febs.14155] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2017] [Revised: 06/19/2017] [Accepted: 06/27/2017] [Indexed: 12/17/2022]
Abstract
Anterior gradient 2 (AGR2), a member of protein disulfide isomerase (PDI) family, is both located in cytoplasm and secreted into extracellular matrix. The orthologs of AGR2 have been linked to limb regeneration in newt and wound healing in zebrafish. In mammals, AGR2 influences multiple cell signaling pathways in tumor formation and in normal cell functions related to new tissue formation like angiogenesis. However, the function of AGR2 in mammalian wound healing remains unknown. This study aimed to investigate AGR2 expression and its function during skin wound healing and the possible application of external AGR2 in cutaneous wound to accelerate the healing process. Our results showed that AGR2 expression was induced in the migrating epidermal tongue and hyperplastic epidermis after skin excision. Topical application of recombinant AGR2 significantly accelerated wound-healing process by increasing the migration of keratinocytes (Kera.) and the recruitment of fibroblasts (Fibro.) near the wounded area. External AGR2 also promoted the migration of Kera. and Fibro. in vitro in a dose-dependent manner. The adhesion domain of AGR2 was required for the formation of focal adhesions in migrating Fibro., leading to the directional migration along AGR2 gradient. These results indicate that recombinant AGR2 accelerates skin wound healing through regulation of Kera. and Fibro. migration, thus demonstrating its potential utility as an alternative strategy of the therapeutics to accelerate the healing of acute or chronic skin wounds.
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Affiliation(s)
- Qi Zhu
- School of Pharmacy, Shanghai Jiao Tong University, China
| | | | | | - Hao Guo
- School of Pharmacy, Shanghai Jiao Tong University, China
| | - Hema Negi
- School of Pharmacy, Shanghai Jiao Tong University, China
| | | | - Zhenghua Wu
- School of Pharmacy, Shanghai Jiao Tong University, China
| | - Dawei Li
- School of Pharmacy, Shanghai Jiao Tong University, China.,Engineering Research Center of Cell and Therapeutic Antibody of Ministry of Education, Shanghai Jiao Tong University, China
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Guo H, Zhu Q, Yu X, Merugu SB, Mangukiya HB, Smith N, Li Z, Zhang B, Negi H, Rong R, Cheng K, Wu Z, Li D. Tumor-secreted anterior gradient-2 binds to VEGF and FGF2 and enhances their activities by promoting their homodimerization. Oncogene 2017; 36:5098-5109. [DOI: 10.1038/onc.2017.132] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2016] [Revised: 03/18/2017] [Accepted: 03/27/2017] [Indexed: 12/11/2022]
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