1
|
Hisada T, Imai Y, Takemoto Y, Kanie K, Kato R. Prediction of antibody production performance change in Chinese hamster ovary cells using morphological profiling. J Biosci Bioeng 2024; 137:453-462. [PMID: 38472072 DOI: 10.1016/j.jbiosc.2024.01.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 01/13/2024] [Accepted: 01/15/2024] [Indexed: 03/14/2024]
Abstract
Monoclonal antibodies (mAbs) represent a significant segment of biopharmaceuticals, with the market for mAb therapeutics expected to reach $200 billion in 2021. Chinese Hamster Ovary (CHO) cells are the industry standard for large-scale mAb production owing to their adaptability and genetic engineering capabilities. However, maintaining consistent product quality is challenging, primarily because of the inherent genetic instability of CHO cells. In this study, we address the need for advanced technologies for quality monitoring of host cells in biopharmaceuticals. We highlight the limitations of traditional cell assessment techniques such as flow cytometry and propose a noninvasive, label-free image-based analysis method. By utilizing advanced image processing and machine learning, this technique aims to non-invasively and quantitatively evaluate subtle quality changes in suspension cells. The research aims to investigate the use of morphological analysis for identifying subtle alterations in mAb productivity of CHO cells, employing cells stimulated by compounds as a model for this study. Our results show that the mAb productivity of CHO cells (day 8) can be predicted only from their early morphological profile (day 3). Our study also discusses the importance of strategic methods for forecasting host cell mAb productivity using morphological profiles, as inferred from our machine learning models specialized in predictive score prediction and anomaly prediction.
Collapse
Affiliation(s)
- Takumi Hisada
- Department of Basic Medicinal Sciences, Graduate School of Pharmaceutical Sciences, Nagoya University, Tokai National Higher Education and Research System, Furocho, Chikusa-ku, Nagoya, Aichi 464-8601, Japan
| | - Yuta Imai
- Department of Basic Medicinal Sciences, Graduate School of Pharmaceutical Sciences, Nagoya University, Tokai National Higher Education and Research System, Furocho, Chikusa-ku, Nagoya, Aichi 464-8601, Japan
| | - Yuto Takemoto
- Department of Basic Medicinal Sciences, Graduate School of Pharmaceutical Sciences, Nagoya University, Tokai National Higher Education and Research System, Furocho, Chikusa-ku, Nagoya, Aichi 464-8601, Japan
| | - Kei Kanie
- Department of Basic Medicinal Sciences, Graduate School of Pharmaceutical Sciences, Nagoya University, Tokai National Higher Education and Research System, Furocho, Chikusa-ku, Nagoya, Aichi 464-8601, Japan; Department of Biotechnology and Chemistry, Faculty of Engineering, Kindai University, 1 Umanobe, Takaya, Higashi-Hiroshima 739-2116, Japan
| | - Ryuji Kato
- Department of Basic Medicinal Sciences, Graduate School of Pharmaceutical Sciences, Nagoya University, Tokai National Higher Education and Research System, Furocho, Chikusa-ku, Nagoya, Aichi 464-8601, Japan; Institute of Nano-Life-Systems, Institute for Innovation for Future Society, Nagoya University, Tokai National Higher Education and Research System, Furocho, Chikusa-ku, Nagoya 464-8601, Japan.
| |
Collapse
|
2
|
Volpes S, Cruciata I, Ceraulo F, Schimmenti C, Naselli F, Pinna C, Mauro M, Picone P, Dallavalle S, Nuzzo D, Pinto A, Caradonna F. Nutritional epigenomic and DNA-damage modulation effect of natural stilbenoids. Sci Rep 2023; 13:658. [PMID: 36635363 PMCID: PMC9837110 DOI: 10.1038/s41598-022-27260-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 12/28/2022] [Indexed: 01/14/2023] Open
Abstract
The aim of the present work is the evaluation of biological effects of natural stilbenoids found in Vitis vinifera, with a focus on their activity as epigenetic modulators. In the present study, resveratrol, pterostilbene and for the first time their dimers (±)-trans-δ-viniferin, (±)-trans-pterostilbene dehydrodimer were evaluated in Caco-2 and HepG-2 cell lines as potential epigenetic modulators. Stilbenoids were added in a Caco-2 cell culture as a model of the intestinal epithelial barrier and in the HepG-2 as a model of hepatic environment, to verify their dose-dependent toxicity, ability to interact with DNA, and epigenomic action. Resveratrol, pterostilbene, and (±)-trans-pterostilbene dehydrodimer were found to have no toxic effects at tested concentration and were effective in reversing arsenic damage in Caco-2 cell lines. (±)-trans-δ-viniferin showed epigenomic activity, but further studies are needed to clarify its mode of action.
Collapse
Affiliation(s)
- Sara Volpes
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy
| | - Ilenia Cruciata
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy
| | - Federica Ceraulo
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy
| | - Chiara Schimmenti
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy
| | - Flores Naselli
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy
| | - Cecilia Pinna
- grid.4708.b0000 0004 1757 2822Dipartimento di Scienze per gli Alimenti, la Nutrizione e l’Ambiente, DeFENS, Università degli Studi di Milano, Via Celoria 2, 20133 Milano, Italy
| | - Maurizio Mauro
- grid.251993.50000000121791997Department of Obstetrics & Gynecology and Women’s Health, Albert Einstein College of Medicine, Michael F. Price Center 1301 Morris Park Avenue, Bronx, NY 10461 USA
| | - Pasquale Picone
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy ,grid.510483.bIstituto per la Ricerca e l’Innovazione Biomedica (IRIB), Consiglio Nazionale delle Ricerche (CNR), Via Ugo la Malfa, 153, 90146 Palermo, Italy
| | - Sabrina Dallavalle
- grid.4708.b0000 0004 1757 2822Dipartimento di Scienze per gli Alimenti, la Nutrizione e l’Ambiente, DeFENS, Università degli Studi di Milano, Via Celoria 2, 20133 Milano, Italy
| | - Domenico Nuzzo
- grid.10776.370000 0004 1762 5517Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128 Palermo, Italy ,grid.510483.bIstituto per la Ricerca e l’Innovazione Biomedica (IRIB), Consiglio Nazionale delle Ricerche (CNR), Via Ugo la Malfa, 153, 90146 Palermo, Italy
| | - Andrea Pinto
- Dipartimento di Scienze per gli Alimenti, la Nutrizione e l'Ambiente, DeFENS, Università degli Studi di Milano, Via Celoria 2, 20133, Milano, Italy.
| | - Fabio Caradonna
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche, Università di Palermo, (STEBICEF - Sezione di Biologia Cellulare), Viale delle Scienze, Edificio 16, 90128, Palermo, Italy. .,Istituto per la Ricerca e l'Innovazione Biomedica (IRIB), Consiglio Nazionale delle Ricerche (CNR), Via Ugo la Malfa, 153, 90146, Palermo, Italy.
| |
Collapse
|
3
|
Malhotra L, Sharma S, Hariprasad G, Dhingra R, Mishra V, Sharma RS, Kaur P, Ethayathulla AS. Mechanism of apoptosis activation by Curcumin rescued mutant p53Y220C in human pancreatic cancer. BIOCHIMICA ET BIOPHYSICA ACTA. MOLECULAR CELL RESEARCH 2022; 1869:119343. [PMID: 36007676 DOI: 10.1016/j.bbamcr.2022.119343] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 08/17/2022] [Accepted: 08/17/2022] [Indexed: 06/15/2023]
Abstract
The mutant p53Y220C (mutp53Y220C) is frequently observed in numerous tumors, including pancreatic cancer. The mutation creates a crevice in the DNA binding core domain and makes p53 a thermally unstable non-functional protein that assists tumor progression and confers resistance to chemotherapeutic drugs. Restoring mutp53 function to its wild type by selectively targeting this crevice with small molecules is a pivotal strategy to promote apoptosis. In this study, we have shown through different biophysical and cell-based studies that curcumin binds and rescues mutp53Y220C to an active wild-type conformation and restores its apoptotic transcription function in BxPC-3-pancreatic cancer cells. In addition, the curcumin-rescued-p53Y220C (CRp53) showed significant hyperphosphorylation at Ser15, Ser20, and acetylation at Lys382 with an 8-fold increase in transcription activity in the BxPC-3 cell lines. We also observed that the active CRp53 escapes Mdm2-mediated proteasomal degradation and the majority of the proteins were localized inside the nucleus with an increased half-life and transcription restoration compared to untreated BxPC-3 cells. By label-free proteomics analysis, we observed that upon curcumin treatment almost 227 proteins were dysregulated with the majority of them being transcriptional targets of p53. Based on our studies, it reflects that apoptosis in pancreatic cancer cells is mediated by curcumin-rescued mutant p53Y220C.
Collapse
Affiliation(s)
- Lakshay Malhotra
- Department of Biophysics, All India Institute of Medical Sciences, New Delhi 110029, India
| | - Saurabh Sharma
- Department of Biophysics, All India Institute of Medical Sciences, New Delhi 110029, India
| | - Gururao Hariprasad
- Department of Biophysics, All India Institute of Medical Sciences, New Delhi 110029, India
| | - Renu Dhingra
- Department of Anatomy, All India Institute of Medical Sciences, New Delhi 110029, India
| | - Vandana Mishra
- Bioresources and Environmental Biotechnology Laboratory, Department of Environmental Studies, University of Delhi, Delhi 110007, India
| | - Radhey S Sharma
- Bioresources and Environmental Biotechnology Laboratory, Department of Environmental Studies, University of Delhi, Delhi 110007, India
| | - Punit Kaur
- Department of Biophysics, All India Institute of Medical Sciences, New Delhi 110029, India
| | - Abdul S Ethayathulla
- Department of Biophysics, All India Institute of Medical Sciences, New Delhi 110029, India.
| |
Collapse
|
4
|
Duda AM, Guarr TF, Giurini MT, Gillmore JG. Intramolecular Oxidative Diaryl Coupling of Tetrasubstituted Diphenylamines for the Preparation of Bis(trifluoromethyl) Dimethyl Carbazoles. SYNOPEN 2021. [DOI: 10.1055/a-1662-7462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
Abstract
AbstractSynthetic preparation of carbazoles can be challenging, requiring ring-building strategies and/or precious metal catalysts. Presented herein is a method for the preparation of carbazoles with the use of inexpensive and reliable hypervalent iodine chemistry. An oxidative single-electron-transfer (SET) event initiates cyclization for the preparation of our trifluoromethyl carbazoles. This method has been shown to be useful for a variety of bis(trifluoromethyl)carbazole isomers that are of primary interest for use as battery materials.
Collapse
Affiliation(s)
- Addison M. Duda
- Organic Energy Storage Laboratory, Michigan State University Bioeconomy Institute
- Department of Chemistry, Duke University
| | - Thomas F. Guarr
- Organic Energy Storage Laboratory, Michigan State University Bioeconomy Institute
- Jolt Energy Storage Laboratory
| | - Michael T. Giurini
- Organic Energy Storage Laboratory, Michigan State University Bioeconomy Institute
| | - Jason G. Gillmore
- Organic Energy Storage Laboratory, Michigan State University Bioeconomy Institute
- Department of Chemistry, Hope College
| |
Collapse
|