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Zhan L, Edd J, Mishra A, Toner M. Label-Free Microfluidic Apheresis of Circulating Tumor Cell Clusters. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024:e2405853. [PMID: 39199012 DOI: 10.1002/advs.202405853] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 07/17/2024] [Indexed: 09/01/2024]
Abstract
Screening liters of blood (i.e., apheresis) represents a generalized approach to promote the reliable access to circulating tumor cell clusters (CTCCs), which are known to be highly metastasis-competent, yet ultrarare. However, no existing CTCC sorting technology has demonstrated high throughput, high yield, low shear stress, and minimal blood dilution simultaneously as required in apheresis. Here, a label-free method is introduced termed Precision Apheresis for Non-invasive Debulking of cell Aggregates (PANDA) to continuously isolate CTCCs from undiluted blood to clean buffer through size sorting, processing 1.4 billion cells per second. The cell focusing is optimized within whole blood leveraging secondary transverse flow and margination. The PANDA chip recovers >90% of spiked ≈24 rare HeLa cell clusters from 100 mL undiluted blood samples (equivalent to ≈500 billion blood cells) at 1 L h-1 throughput, with ≤20s device residence time, ≤15 Pa shear stress, and >99.9% return of blood components. The technology lays the groundwork for future routine isolation to increase the recovery of these ultrarare yet clinically significant tumor cell populations from large volumes of blood to advance cancer research, early detection, and treatment.
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Affiliation(s)
- Li Zhan
- Center for Engineering in Medicine and Surgery, Massachusetts General Hospital, Boston, MA, 02129, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Jon Edd
- Center for Engineering in Medicine and Surgery, Massachusetts General Hospital, Boston, MA, 02129, USA
- Cancer Center, Massachusetts General Hospital, Boston, MA, 12129, USA
| | - Avanish Mishra
- Center for Engineering in Medicine and Surgery, Massachusetts General Hospital, Boston, MA, 02129, USA
- Harvard Medical School, Boston, MA, 02115, USA
- Cancer Center, Massachusetts General Hospital, Boston, MA, 12129, USA
| | - Mehmet Toner
- Center for Engineering in Medicine and Surgery, Massachusetts General Hospital, Boston, MA, 02129, USA
- Harvard Medical School, Boston, MA, 02115, USA
- Shriners Hospitals for Children, Boston, MA, 02114, USA
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2
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Bastianello G, Kidiyoor GR, Lowndes C, Li Q, Bonnal R, Godwin J, Iannelli F, Drufuca L, Bason R, Orsenigo F, Parazzoli D, Pavani M, Cancila V, Piccolo S, Scita G, Ciliberto A, Tripodo C, Pagani M, Foiani M. Mechanical stress during confined migration causes aberrant mitoses and c-MYC amplification. Proc Natl Acad Sci U S A 2024; 121:e2404551121. [PMID: 38990945 PMCID: PMC11260125 DOI: 10.1073/pnas.2404551121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Accepted: 06/07/2024] [Indexed: 07/13/2024] Open
Abstract
Confined cell migration hampers genome integrity and activates the ATR and ATM mechano-transduction pathways. We investigated whether the mechanical stress generated by metastatic interstitial migration contributes to the enhanced chromosomal instability observed in metastatic tumor cells. We employed live cell imaging, micro-fluidic approaches, and scRNA-seq to follow the fate of tumor cells experiencing confined migration. We found that, despite functional ATR, ATM, and spindle assembly checkpoint (SAC) pathways, tumor cells dividing across constriction frequently exhibited altered spindle pole organization, chromosome mis-segregations, micronuclei formation, chromosome fragility, high gene copy number variation, and transcriptional de-regulation and up-regulation of c-MYC oncogenic transcriptional signature via c-MYC locus amplifications. In vivo tumor settings showed that malignant cells populating metastatic foci or infiltrating the interstitial stroma gave rise to cells expressing high levels of c-MYC. Altogether, our data suggest that mechanical stress during metastatic migration contributes to override the checkpoint controls and boosts genotoxic and oncogenic events. Our findings may explain why cancer aneuploidy often does not correlate with mutations in SAC genes and why c-MYC amplification is strongly linked to metastatic tumors.
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Affiliation(s)
- Giulia Bastianello
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
- Università degli Studi di Milano, Milan20122, Italy
| | - Gururaj Rao Kidiyoor
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Conor Lowndes
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Qingsen Li
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Raoul Bonnal
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Jeffrey Godwin
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Fabio Iannelli
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | | | - Ramona Bason
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Fabrizio Orsenigo
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Dario Parazzoli
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Mattia Pavani
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Valeria Cancila
- Tumor Immunology Unit, Department of Health Science, University of Palermo School of Medicine, Palermo90133, Italy
| | - Stefano Piccolo
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
- Department of Molecular Medicine, University of Padua, Padua35123, Italy
| | - Giorgio Scita
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
- Università degli Studi di Milano, Milan20122, Italy
| | - Andrea Ciliberto
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
| | - Claudio Tripodo
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
- Tumor Immunology Unit, Department of Health Science, University of Palermo School of Medicine, Palermo90133, Italy
| | - Massimiliano Pagani
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
- Università degli Studi di Milano, Milan20122, Italy
| | - Marco Foiani
- Istituto Fondazione Italiana per la Ricerca sul Cancro di Oncologia molecolare—the Associazione Italiana per la Ricerca sul Cancro Institute of Molecular Oncology, Milano20139, Italy
- Istituto di Genetica Molecolare, Centro Nazionale Ricerca, Pavia27100, Italy
- Cancer Science Institute of Singapore, National University of Singapore, Singapore117599, Singapore
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3
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Zou J, Zhang H, Wu Z, Hu W, Zhang T, Xie H, Huang Y, Zhou H. TIGD1 Is an Independent Prognostic Factor that Promotes the Progression of Colon Cancer. Cancer Biother Radiopharm 2024; 39:223-235. [PMID: 36508261 DOI: 10.1089/cbr.2022.0052] [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] [Indexed: 12/14/2022] Open
Abstract
Background: Trigger transposable element-derived 1 (TIGD1) is a human-specific gene, but no studies have been conducted to determine its mechanism of action. Our aim is to ascertain the function and mode of action of TIGD1 in the development of colon cancer. Materials and Methods: The authors used bioinformatics to analyze the relationship between TIGD1 and the clinical characteristics of colon cancer, as well as its prognosis. A series of cell assays were conducted to assess the function of TIGD1 in the proliferation and migration of colon cancer, and flow cytometry was used to explore its effects on apoptosis and the cell cycle. Results: The authors discovered that the expression of TIGD1 was remarkably elevated in colon cancer. Clinical correlation analysis demonstrated that TIGD1 expression was elevated in the tissues of advanced-stage patients, and it was remarkably elevated in individuals with both lymph node and distant metastasis. Further, the authors found that individuals showing elevated TIGD1 expression levels had a shortened survival time. Univariate and multivariate Cox regression analyses revealed that TIGD1 was an independent prognostic factor. Overexpression of the TIGD1 gene remarkedly enhances the proliferation and metastasis of colon cancer cells and suppresses apoptosis. In addition, the overexpression of TIGD1 can enhance the transition of tumor cells from the G1 toward the S phase. Western blot results suggested that TIGD1 may promote the malignant activity of colon cancer cells via the Wnt/β-catenin signaling pathway, Bcl-2, N-cadherin, BAX, E-cadherin, CDK6, and CyclinD1. Conclusions: TIGD1 may be an independent prognostic factor in the advancement of colon cancer, and therefore function as a therapeutic target.
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Affiliation(s)
- Junwei Zou
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Hesong Zhang
- Department of Hepatobiliary Surgery, The Second People's Hospital of Wuhu, Wuhu, China
| | - Zhaoying Wu
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Weichao Hu
- Department of Gastroenterology, The Second Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Tingting Zhang
- Department of Gastroenterology, The Second Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Hao Xie
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Yong Huang
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Hailang Zhou
- Department of Gastroenterology, Lianshui County People's Hospital, Huai'an, China
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Bastianello G, Porcella G, Beznoussenko GV, Kidiyoor G, Ascione F, Li Q, Cattaneo A, Matafora V, Disanza A, Quarto M, Mironov AA, Oldani A, Barozzi S, Bachi A, Costanzo V, Scita G, Foiani M. Cell stretching activates an ATM mechano-transduction pathway that remodels cytoskeleton and chromatin. Cell Rep 2023; 42:113555. [PMID: 38088930 DOI: 10.1016/j.celrep.2023.113555] [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: 06/30/2022] [Revised: 11/01/2023] [Accepted: 11/20/2023] [Indexed: 12/30/2023] Open
Abstract
Ataxia telangiectasia mutated (ATM) and ataxia telangiectasia and Rad3-related (ATR) DNA damage response (DDR) kinases contain elastic domains. ATM also responds to reactive oxygen species (ROS) and ATR to nuclear mechanical stress. Mre11 mediates ATM activation following DNA damage; ATM mutations cause ataxia telangiectasia (A-T). Here, using in vivo imaging, electron microscopy, proteomic, and mechano-biology approaches, we study how ATM responds to mechanical stress. We report that cytoskeleton and ROS, but not Mre11, mediate ATM activation following cell deformation. ATM deficiency causes hyper-stiffness, stress fiber accumulation, Yes-associated protein (YAP) nuclear enrichment, plasma and nuclear membrane alterations during interstitial migration, and H3 hyper-methylation. ATM locates to the actin cytoskeleton and, following cytoskeleton stress, promotes phosphorylation of key cytoskeleton and chromatin regulators. Our data contribute to explain some clinical features of patients with A-T and pinpoint the existence of an integrated mechano-response in which ATM and ATR have distinct roles unrelated to their canonical DDR functions.
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Affiliation(s)
- Giulia Bastianello
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy; Oncology and Haemato-Oncology Department, University of Milan, 20122 Milan, Italy.
| | | | | | - Gururaj Kidiyoor
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | - Flora Ascione
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | - Qingsen Li
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | | | | | - Andrea Disanza
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | - Micaela Quarto
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | | | - Amanda Oldani
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | - Sara Barozzi
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | - Angela Bachi
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy
| | - Vincenzo Costanzo
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy; Oncology and Haemato-Oncology Department, University of Milan, 20122 Milan, Italy
| | - Giorgio Scita
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy; Oncology and Haemato-Oncology Department, University of Milan, 20122 Milan, Italy
| | - Marco Foiani
- IFOM, the FIRC Institute of Molecular Oncology, 20139 Milan, Italy; Oncology and Haemato-Oncology Department, University of Milan, 20122 Milan, Italy.
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5
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Choi JS, Lee SH, Park HB, Chun C, Kim Y, Kim KH, Weon BM, Kim DH, Kim HJ, Lee JH. The deformation of cancer cells through narrow micropores holds the potential to regulate genes that impact cancer malignancy. LAB ON A CHIP 2023; 23:3628-3638. [PMID: 37448298 DOI: 10.1039/d3lc00069a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/15/2023]
Abstract
Surgery, radiation, hormonal therapy, chemotherapy, and immunotherapy are standard treatment strategies for metastatic breast cancer. However, the heterogeneous nature of the disease poses challenges and continues to make it life-threatening. It is crucial to elucidate further the underlying signaling pathways to improve treatment efficacy. Our study established two triple-negative breast cancer cell lines (TW-1 and TW-2) that were physically deformed using 3 μm pores to investigate the relationship between cancer cell deformation and metastasis within a heterogeneous population. The physical transformation of TW-1 and TW-2 cells significantly affected their growth and migration speed, as evidenced by wound healing assays for collective cell migration and microchannel assays for single-cell migration. We conducted bulk RNA sequencing to gain insights into the genes influenced by physical deformation. Additionally, we evaluated the effects of trametinib resistance on breast cancer cell metastasis by assessing cell viability and migration rates. Interestingly, TW-1 and TW-2 cells exhibited resistance to trametinib treatment. We observed a significant upregulation of GABRA-3, a protein commonly expressed in malignant breast cancer, and the critical transcription factor Myc in TW-1 and TW-2 cells compared to the control group (Ori). However, we did not observe a significant difference in Myc expression between TW-1 and TW-2 cells. In contrast, in the trametinib-resistant cell lines (TW-1-Tra and TW-2-Tra), we found increased expression of OCT4 and SOX2 rather than GABRA-3 or Myc. These findings highlight the differential expression patterns of these genes in our study, suggesting their potential role in cancer cell deformation and drug resistance. Our study presents a potential in vitro model for metastatic and drug-resistant breast cancer cells. By investigating the correlation between cancer cell deformation and metastasis, we contribute to understanding breast cancer heterogeneity and lay the groundwork for developing improved treatment strategies.
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Affiliation(s)
- Jong Seob Choi
- Department of Bioengineering, University of Washington, 850 Republican Street, Seattle, WA 98109, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, 720 Rutland Avenue, Baltimore, MD, 21205, USA
- Division of Advanced Materials Engineering, Kongju National University, Budaedong 275, Seobuk-gu, Cheonan-si, Chungnam, 31080, South Korea
| | - Su Han Lee
- Digital Health Care Research Center, Gumi Electronics and Information Technology Research Institute (GERI), 350-27, Gumidaero, Gumi, Gyeongbuk 39253, South Korea
| | - Hye Bin Park
- Digital Health Care Research Center, Gumi Electronics and Information Technology Research Institute (GERI), 350-27, Gumidaero, Gumi, Gyeongbuk 39253, South Korea
| | - Changho Chun
- Department of Bioengineering, University of Washington, 850 Republican Street, Seattle, WA 98109, USA
| | - Yeseul Kim
- Soft Matter Physics Laboratory, School of Advanced Materials Science and Engineering, SKKU Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University, 2066 Seobu-ro, Jangan-gu, Suwon 16419, South Korea
| | - Kyung Hoon Kim
- Department of Bioengineering, University of Washington, 3720 15th Ave NE, Seattle, WA 98195, USA
| | - Byung Mook Weon
- Soft Matter Physics Laboratory, School of Advanced Materials Science and Engineering, SKKU Advanced Institute of Nanotechnology (SAINT), Sungkyunkwan University, 2066 Seobu-ro, Jangan-gu, Suwon 16419, South Korea
| | - Deok-Ho Kim
- Department of Bioengineering, University of Washington, 850 Republican Street, Seattle, WA 98109, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, 720 Rutland Avenue, Baltimore, MD, 21205, USA
| | - Hyung Jin Kim
- Digital Health Care Research Center, Gumi Electronics and Information Technology Research Institute (GERI), 350-27, Gumidaero, Gumi, Gyeongbuk 39253, South Korea
| | - Jung Hyun Lee
- Division of Dermatology, Department of Medicine, University of Washington, 850 Republican Street, Seattle, WA 98109, USA.
- Institute for Stem Cell and Regenerative Medicine, University of Washington, 850 Republican Street, Seattle, WA 98109, USA
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Shao J, Shi T, Chen L, Wang X, Yu H, Feng N, Wang X. AF9 targets acetyl-modified STAT6 to diminish purine metabolism and accelerate cell apoptosis during metastasis. Cell Death Differ 2023; 30:1695-1709. [PMID: 37308587 PMCID: PMC10307824 DOI: 10.1038/s41418-023-01172-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Revised: 04/14/2023] [Accepted: 04/25/2023] [Indexed: 06/14/2023] Open
Abstract
Cell migration and invasion are two important steps for tumour metastasis, and involved the behaviors including metabolism remodeling and anti-apoptosis. However, it's still elusive that cancer cells how to antagonize apoptosis during tumour metastasis. In this study, we observed that super elongation complex (SEC) subunit AF9 depletion exacerbated cell migration and invasion but reduced the apoptosis during invasive migration. Mechanically, AF9 targeted acetyl (Ac)-STAT6 at lysine (K) 284 and blocked STAT6 transactivation on the promoter of such genes involved in regulating purine metabolism and metastasis, in turn induced apoptosis of suspended cells. Of note, AcSTAT6-K284 was not induced by IL4 signaling but decreased by limited nutrition which triggered SIRT6 to remove acetyl group at STAT6-K284. The functional experiments proved that AcSTAT6-K284 attenuated cell migration and invasion depending on AF9 expression level. Animal metastatic study further confirmed the AF9/AcSTAT6-K284 axis existed and blocked kidney renal clear cell carcinoma (KIRC) metastasis. In clinical, both AF9 expression and AcSTAT6-K284 were decreased accompanied by the advanced tumour grade and positively correlated with KIRC patients' survival. Conclusively, we explored an inhibitory axis which not only suppressed tumour metastasis but also could be utilized for drug development to hamper KIRC metastasis.
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Affiliation(s)
- Jialiang Shao
- Department of Urology, Shanghai General Hospital, Shanghai Jiaotong University, Shanghai, 200080, China
| | - Tiezhu Shi
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China
| | - Lianheng Chen
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China
| | - Xiang Wang
- Department of Urology, Shanghai General Hospital, Shanghai Jiaotong University, Shanghai, 200080, China
| | - Hua Yu
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China.
| | - Ninghan Feng
- Department of Urology, The Affiliated Wuxi No.2 Hospital of Nanjing Medical University, Jiangsu, 214002, China.
| | - Xiongjun Wang
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China.
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7
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Safari Sharafshadeh M, Tafvizi F, Khodarahmi P, Ehtesham S. Preparation and physicochemical properties of cisplatin and doxorubicin encapsulated by niosome alginate nanocarrier for cancer therapy. Int J Biol Macromol 2023; 235:123686. [PMID: 36801304 DOI: 10.1016/j.ijbiomac.2023.123686] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 02/01/2023] [Accepted: 02/11/2023] [Indexed: 02/21/2023]
Abstract
Alginate (AL), in the form of a hydrogel, is extensively used in drug delivery. In the current study, an optimum formulation of alginate-coated niosome-based nanocarriers for co-delivery of doxorubicin (Dox) and cisplatin (Cis) was obtained for the treatment of breast and ovarian cancers in an attempt to decrease drug doses and overcome multidrug resistance. The physiochemical characteristics of uncoated niosomes containing Cis and Dox (Nio-Cis-Dox) compared to alginate-coated niosomes formulation (Nio-Cis-Dox-AL). The three-level Box-Behnken method was examined to optimize the particle size, polydispersity index, entrapment efficacy (%), and percent drug release of nanocarriers. Nio-Cis-Dox-AL showed appropriate encapsulation efficiencies of 65.54 ± 1.25 % and 80.65 ± 1.80 % for Cis and Dox, respectively. Maximum drug release decreased from niosomes in case coated by alginate. Also, the zeta potential value of Nio-Cis-Dox nanocarriers decreased after coating with alginate. In vitro cellular and molecular experiments were performed to investigate the anticancer activity of Nio-Cis-Dox and Nio-Cis-Dox-AL. MTT assay showed the IC50 of Nio-Cis-Dox-AL was much lower than the Nio-Cis-Dox formulations and free drugs. Cellular and molecular assays demonstrated that Nio-Cis-Dox-AL caused significant increase in apoptosis induction rate and cell cycle arrest in MCF-7 and A2780 cancer cells, as compared to Nio-Cis-Dox and free drugs. Also, the Caspase 3/7 activity increased after treatment with coated niosomes compared to uncoated nisomes and the drug-free case. Synergetic cell proliferation inhibitory impacts of Cis and Dox were demonstrated against MCF-7 and A2780 cancer cells. All anticancer experimental data demonstrated that the co-delivery of Cis and Dox through alginate-coated niosomal nanocarriers was effective for ovarian and breast cancer treatment.
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Affiliation(s)
| | - Farzaneh Tafvizi
- Department of Biology, Parand Branch, Islamic Azad University, Parand, Iran.
| | - Parvin Khodarahmi
- Department of Biology, Parand Branch, Islamic Azad University, Parand, Iran.
| | - Somayeh Ehtesham
- Department of Biology, Parand Branch, Islamic Azad University, Parand, Iran
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8
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Oberdoerffer P, Miller KM. Histone H2A variants: Diversifying chromatin to ensure genome integrity. Semin Cell Dev Biol 2023; 135:59-72. [PMID: 35331626 PMCID: PMC9489817 DOI: 10.1016/j.semcdb.2022.03.011] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 03/07/2022] [Accepted: 03/08/2022] [Indexed: 12/12/2022]
Abstract
Histone variants represent chromatin components that diversify the structure and function of the genome. The variants of H2A, primarily H2A.X, H2A.Z and macroH2A, are well-established participants in DNA damage response (DDR) pathways, which function to protect the integrity of the genome. Through their deposition, post-translational modifications and unique protein interaction networks, these variants guard DNA from endogenous threats including replication stress and genome fragility as well as from DNA lesions inflicted by exogenous sources. A growing body of work is now providing a clearer picture on the involvement and mechanistic basis of H2A variant contribution to genome integrity. Beyond their well-documented role in gene regulation, we review here how histone H2A variants promote genome stability and how alterations in these pathways contribute to human diseases including cancer.
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Affiliation(s)
- Philipp Oberdoerffer
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University School of Medicine, Baltimore, MD 21287 USA.
| | - Kyle M Miller
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, TX 78712, USA; Livestrong Cancer Institutes, Dell Medical School, The University of Texas at Austin, Austin, TX 78712, USA.
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9
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Zhang X, Wang X, Shivashankar GV, Uhler C. Graph-based autoencoder integrates spatial transcriptomics with chromatin images and identifies joint biomarkers for Alzheimer's disease. Nat Commun 2022; 13:7480. [PMID: 36463283 PMCID: PMC9719477 DOI: 10.1038/s41467-022-35233-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 11/23/2022] [Indexed: 12/07/2022] Open
Abstract
Tissue development and disease lead to changes in cellular organization, nuclear morphology, and gene expression, which can be jointly measured by spatial transcriptomic technologies. However, methods for jointly analyzing the different spatial data modalities in 3D are still lacking. We present a computational framework to integrate Spatial Transcriptomic data using over-parameterized graph-based Autoencoders with Chromatin Imaging data (STACI) to identify molecular and functional alterations in tissues. STACI incorporates multiple modalities in a single representation for downstream tasks, enables the prediction of spatial transcriptomic data from nuclear images in unseen tissue sections, and provides built-in batch correction of gene expression and tissue morphology through over-parameterization. We apply STACI to analyze the spatio-temporal progression of Alzheimer's disease and identify the associated nuclear morphometric and coupled gene expression features. Collectively, we demonstrate the importance of characterizing disease progression by integrating multiple data modalities and its potential for the discovery of disease biomarkers.
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Affiliation(s)
- Xinyi Zhang
- Massachusetts Institute of Technology, Cambridge, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Xiao Wang
- Massachusetts Institute of Technology, Cambridge, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - G V Shivashankar
- ETH Zurich, Zurich, Switzerland
- Paul Scherrer Institute, Villigen, Switzerland
| | - Caroline Uhler
- Massachusetts Institute of Technology, Cambridge, USA.
- Broad Institute of MIT and Harvard, Cambridge, USA.
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10
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Merino-Casallo F, Gomez-Benito MJ, Hervas-Raluy S, Garcia-Aznar JM. Unravelling cell migration: defining movement from the cell surface. Cell Adh Migr 2022; 16:25-64. [PMID: 35499121 PMCID: PMC9067518 DOI: 10.1080/19336918.2022.2055520] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 03/10/2022] [Indexed: 12/13/2022] Open
Abstract
Cell motility is essential for life and development. Unfortunately, cell migration is also linked to several pathological processes, such as cancer metastasis. Cells' ability to migrate relies on many actors. Cells change their migratory strategy based on their phenotype and the properties of the surrounding microenvironment. Cell migration is, therefore, an extremely complex phenomenon. Researchers have investigated cell motility for more than a century. Recent discoveries have uncovered some of the mysteries associated with the mechanisms involved in cell migration, such as intracellular signaling and cell mechanics. These findings involve different players, including transmembrane receptors, adhesive complexes, cytoskeletal components , the nucleus, and the extracellular matrix. This review aims to give a global overview of our current understanding of cell migration.
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Affiliation(s)
- Francisco Merino-Casallo
- Multiscale in Mechanical and Biological Engineering (M2BE), Aragon Institute of Engineering Research (I3A), Zaragoza, Spain
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain
| | - Maria Jose Gomez-Benito
- Multiscale in Mechanical and Biological Engineering (M2BE), Aragon Institute of Engineering Research (I3A), Zaragoza, Spain
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain
| | - Silvia Hervas-Raluy
- Multiscale in Mechanical and Biological Engineering (M2BE), Aragon Institute of Engineering Research (I3A), Zaragoza, Spain
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain
| | - Jose Manuel Garcia-Aznar
- Multiscale in Mechanical and Biological Engineering (M2BE), Aragon Institute of Engineering Research (I3A), Zaragoza, Spain
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain
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11
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Kalukula Y, Stephens AD, Lammerding J, Gabriele S. Mechanics and functional consequences of nuclear deformations. Nat Rev Mol Cell Biol 2022; 23:583-602. [PMID: 35513718 PMCID: PMC9902167 DOI: 10.1038/s41580-022-00480-z] [Citation(s) in RCA: 121] [Impact Index Per Article: 60.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/29/2022] [Indexed: 02/08/2023]
Abstract
As the home of cellular genetic information, the nucleus has a critical role in determining cell fate and function in response to various signals and stimuli. In addition to biochemical inputs, the nucleus is constantly exposed to intrinsic and extrinsic mechanical forces that trigger dynamic changes in nuclear structure and morphology. Emerging data suggest that the physical deformation of the nucleus modulates many cellular and nuclear functions. These functions have long been considered to be downstream of cytoplasmic signalling pathways and dictated by gene expression. In this Review, we discuss an emerging perspective on the mechanoregulation of the nucleus that considers the physical connections from chromatin to nuclear lamina and cytoskeletal filaments as a single mechanical unit. We describe key mechanisms of nuclear deformations in time and space and provide a critical review of the structural and functional adaptive responses of the nucleus to deformations. We then consider the contribution of nuclear deformations to the regulation of important cellular functions, including muscle contraction, cell migration and human disease pathogenesis. Collectively, these emerging insights shed new light on the dynamics of nuclear deformations and their roles in cellular mechanobiology.
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Affiliation(s)
- Yohalie Kalukula
- University of Mons, Soft Matter and Biomaterials group, Interfaces and Complex Fluids Laboratory, Research Institute for Biosciences, CIRMAP, Place du Parc, 20 B-7000 Mons, Belgium
| | - Andrew D. Stephens
- Biology Department, University of Massachusetts Amherst, Amherst, MA, USA
| | - Jan Lammerding
- Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA,Nancy E. and Peter C. Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Sylvain Gabriele
- University of Mons, Soft Matter and Biomaterials group, Interfaces and Complex Fluids Laboratory, Research Institute for Biosciences, CIRMAP, Place du Parc, 20 B-7000 Mons, Belgium
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12
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Folate-Targeted Curcumin-Loaded Niosomes for Site-Specific Delivery in Breast Cancer Treatment: In Silico and In Vitro Study. Molecules 2022; 27:molecules27144634. [PMID: 35889513 PMCID: PMC9322601 DOI: 10.3390/molecules27144634] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Revised: 07/08/2022] [Accepted: 07/12/2022] [Indexed: 12/21/2022] Open
Abstract
As the most common cancer in women, efforts have been made to develop novel nanomedicine-based therapeutics for breast cancer. In the present study, the in silico curcumin (Cur) properties were investigated, and we found some important drawbacks of Cur. To enhance cancer therapeutics of Cur, three different nonionic surfactants (span 20, 60, and 80) were used to prepare various Cur-loaded niosomes (Nio-Cur). Then, fabricated Nio-Cur were decorated with folic acid (FA) and polyethylene glycol (PEG) for breast cancer suppression. For PEG-FA@Nio-Cur, the gene expression levels of Bax and p53 were higher compared to free drug and Nio-Cur. With PEG-FA-decorated Nio-Cur, levels of Bcl2 were lower than the free drug and Nio-Cur. When MCF7 and 4T1 cell uptake tests of PEG-FA@Nio-Cur and Nio-Cur were investigated, the results showed that the PEG-FA-modified niosomes exhibited the most preponderant endocytosis. In vitro experiments demonstrate that PEG-FA@Nio-Cur is a promising strategy for the delivery of Cur in breast cancer therapy. Breast cancer cells absorbed the prepared nanoformulations and exhibited sustained drug release characteristics.
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13
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Shakoor A, Gao W, Zhao L, Jiang Z, Sun D. Advanced tools and methods for single-cell surgery. MICROSYSTEMS & NANOENGINEERING 2022; 8:47. [PMID: 35502330 PMCID: PMC9054775 DOI: 10.1038/s41378-022-00376-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 03/21/2022] [Accepted: 03/22/2022] [Indexed: 06/14/2023]
Abstract
Highly precise micromanipulation tools that can manipulate and interrogate cell organelles and components must be developed to support the rapid development of new cell-based medical therapies, thereby facilitating in-depth understanding of cell dynamics, cell component functions, and disease mechanisms. This paper presents a literature review on micro/nanomanipulation tools and their control methods for single-cell surgery. Micromanipulation methods specifically based on laser, microneedle, and untethered micro/nanotools are presented in detail. The limitations of these techniques are also discussed. The biological significance and clinical applications of single-cell surgery are also addressed in this paper.
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Affiliation(s)
- Adnan Shakoor
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong, China
| | - Wendi Gao
- State Key Laboratory for Manufacturing Systems Engineering, International Joint Laboratory for Micro/Nano Manufacturing and Measurement Technologies, The School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China
| | - Libo Zhao
- State Key Laboratory for Manufacturing Systems Engineering, International Joint Laboratory for Micro/Nano Manufacturing and Measurement Technologies, The School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China
| | - Zhuangde Jiang
- State Key Laboratory for Manufacturing Systems Engineering, International Joint Laboratory for Micro/Nano Manufacturing and Measurement Technologies, The School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China
| | - Dong Sun
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong, China
- State Key Laboratory for Manufacturing Systems Engineering, International Joint Laboratory for Micro/Nano Manufacturing and Measurement Technologies, The School of Mechanical Engineering, Xi’an Jiaotong University, Xi’an, China
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14
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Nuclear lamin isoforms differentially contribute to LINC complex-dependent nucleocytoskeletal coupling and whole-cell mechanics. Proc Natl Acad Sci U S A 2022; 119:e2121816119. [PMID: 35439057 PMCID: PMC9170021 DOI: 10.1073/pnas.2121816119] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Interactions between the cell nucleus and cytoskeleton regulate cell mechanics and are facilitated by the interplay between the nuclear lamina and linker of nucleoskeleton and cytoskeleton (LINC) complexes. To date, the specific contribution of the four lamin isoforms to nucleocytoskeletal connectivity and whole-cell mechanics remains unknown. We discover that A- and B-type lamins distinctively interact with LINC complexes that bind F-actin and vimentin filaments to differentially modulate cortical stiffness, cytoplasmic stiffness, and contractility of mouse embryonic fibroblasts (MEFs). We propose and experimentally verify an integrated lamin–LINC complex–cytoskeleton model that explains cellular mechanical phenotypes in lamin-deficient MEFs. Our findings uncover potential mechanisms for cellular defects in human laminopathies and many cancers associated with mutations or modifications in lamin isoforms. The ability of a cell to regulate its mechanical properties is central to its function. Emerging evidence suggests that interactions between the cell nucleus and cytoskeleton influence cell mechanics through poorly understood mechanisms. Here we conduct quantitative confocal imaging to show that the loss of A-type lamins tends to increase nuclear and cellular volume while the loss of B-type lamins behaves in the opposite manner. We use fluorescence recovery after photobleaching, atomic force microscopy, optical tweezer microrheology, and traction force microscopy to demonstrate that A-type lamins engage with both F-actin and vimentin intermediate filaments (VIFs) through the linker of nucleoskeleton and cytoskeleton (LINC) complexes to modulate cortical and cytoplasmic stiffness as well as cellular contractility in mouse embryonic fibroblasts (MEFs). In contrast, we show that B-type lamins predominantly interact with VIFs through LINC complexes to regulate cytoplasmic stiffness and contractility. We then propose a physical model mediated by the lamin–LINC complex that explains these distinct mechanical phenotypes (mechanophenotypes). To verify this model, we use dominant negative constructs and RNA interference to disrupt the LINC complexes that facilitate the interaction of the nucleus with the F-actin and VIF cytoskeletons and show that the loss of these elements results in mechanophenotypes like those observed in MEFs that lack A- or B-type lamin isoforms. Finally, we demonstrate that the loss of each lamin isoform softens the cell nucleus and enhances constricted cell migration but in turn increases migration-induced DNA damage. Together, our findings uncover distinctive roles for each of the four major lamin isoforms in maintaining nucleocytoskeletal interactions and cellular mechanics.
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15
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Brunner S, Varga D, Bozó R, Polanek R, Tőkés T, Szabó ER, Molnár R, Gémes N, Szebeni GJ, Puskás LG, Erdélyi M, Hideghéty K. Analysis of Ionizing Radiation Induced DNA Damage by Superresolution dSTORM Microscopy. Pathol Oncol Res 2022; 27:1609971. [PMID: 35370480 PMCID: PMC8966514 DOI: 10.3389/pore.2021.1609971] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Accepted: 10/12/2021] [Indexed: 11/17/2022]
Abstract
The quantitative detection of radiation caused DNA double-strand breaks (DSB) by immunostained γ-H2AX foci using direct stochastic optical reconstruction microscopy (dSTORM) provides a deeper insight into the DNA repair process at nanoscale in a time-dependent manner. Glioblastoma (U251) cells were irradiated with 250 keV X-ray at 0, 2, 5, 8 Gy dose levels. Cell cycle phase distribution and apoptosis of U251 cells upon irradiation was assayed by flow cytometry. We studied the density, topology and volume of the γ-H2AX foci with 3D confocal microscopy and the dSTORM superresolution method. A pronounced increase in γ-H2AX foci and cluster density was detected by 3D confocal microscopy after 2 Gy, at 30 min postirradiation, but both returned to the control level at 24 h. Meanwhile, at 24 h a considerable amount of residual foci could be measured from 5 Gy, which returned to the normal level 48 h later. The dSTORM based γ-H2AX analysis revealed that the micron-sized γ-H2AX foci are composed of distinct smaller units with a few tens of nanometers. The density of these clusters, the epitope number and the dynamics of γ-H2AX foci loss could be analyzed. Our findings suggest a discrete level of repair enzyme capacity and the restart of the repair process for the residual DSBs, even beyond 24 h. The dSTORM superresolution technique provides a higher precision over 3D confocal microscopy to study radiation induced γ-H2AX foci and molecular rearrangements during the repair process, opening a novel perspective for radiation research.
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Affiliation(s)
- Szilvia Brunner
- Biomedical Applications Group, ELI-ALPS Research Institute, ELI-HU Non-Profit Ltd., Szeged, Hungary
| | - Dániel Varga
- Department of Optics and Quantum Electronics, University of Szeged, Szeged, Hungary
| | - Renáta Bozó
- Department of Dermatology and Allergology, University of Szeged, Szeged, Hungary
| | - Róbert Polanek
- Biomedical Applications Group, ELI-ALPS Research Institute, ELI-HU Non-Profit Ltd., Szeged, Hungary.,Department of Oncotherapy, University of Szeged, Szeged, Hungary
| | - Tünde Tőkés
- Biomedical Applications Group, ELI-ALPS Research Institute, ELI-HU Non-Profit Ltd., Szeged, Hungary.,Department of Oncotherapy, University of Szeged, Szeged, Hungary
| | - Emília Rita Szabó
- Biomedical Applications Group, ELI-ALPS Research Institute, ELI-HU Non-Profit Ltd., Szeged, Hungary.,Department of Oncotherapy, University of Szeged, Szeged, Hungary
| | - Réka Molnár
- Biomedical Applications Group, ELI-ALPS Research Institute, ELI-HU Non-Profit Ltd., Szeged, Hungary.,Department of Oncotherapy, University of Szeged, Szeged, Hungary
| | - Nikolett Gémes
- Laboratory of Functional Genomics, Biological Research Centre, Szeged, Hungary
| | - Gábor J Szebeni
- Laboratory of Functional Genomics, Biological Research Centre, Szeged, Hungary
| | - László G Puskás
- Laboratory of Functional Genomics, Biological Research Centre, Szeged, Hungary
| | - Miklós Erdélyi
- Department of Optics and Quantum Electronics, University of Szeged, Szeged, Hungary
| | - Katalin Hideghéty
- Biomedical Applications Group, ELI-ALPS Research Institute, ELI-HU Non-Profit Ltd., Szeged, Hungary.,Department of Oncotherapy, University of Szeged, Szeged, Hungary
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16
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Mechanisms of A-Type Lamin Targeting to Nuclear Ruptures Are Disrupted in LMNA- and BANF1-Associated Progerias. Cells 2022; 11:cells11050865. [PMID: 35269487 PMCID: PMC8909658 DOI: 10.3390/cells11050865] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 02/23/2022] [Accepted: 02/28/2022] [Indexed: 02/04/2023] Open
Abstract
Mutations in the genes LMNA and BANF1 can lead to accelerated aging syndromes called progeria. The protein products of these genes, A-type lamins and BAF, respectively, are nuclear envelope (NE) proteins that interact and participate in various cellular processes, including nuclear envelope rupture and repair. BAF localizes to sites of nuclear rupture and recruits NE-repair machinery, including the LEM-domain proteins, ESCRT-III complex, A-type lamins, and membranes. Here, we show that it is a mobile, nucleoplasmic population of A-type lamins that is rapidly recruited to ruptures in a BAF-dependent manner via BAF’s association with the Ig-like β fold domain of A-type lamins. These initially mobile lamins become progressively stabilized at the site of rupture. Farnesylated prelamin A and lamin B1 fail to localize to nuclear ruptures, unless that farnesylation is inhibited. Progeria-associated LMNA mutations inhibit the recruitment affected A-type lamin to nuclear ruptures, due to either permanent farnesylation or inhibition of BAF binding. A progeria-associated BAF mutant targets to nuclear ruptures but is unable to recruit A-type lamins. Together, these data reveal the mechanisms that determine how lamins respond to nuclear ruptures and how progeric mutations of LMNA and BANF1 impair recruitment of A-type lamins to nuclear ruptures.
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17
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Sengupta D, Ali SN, Bhattacharya A, Mustafi J, Mukhopadhyay A, Sengupta K. A deep hybrid learning pipeline for accurate diagnosis of ovarian cancer based on nuclear morphology. PLoS One 2022; 17:e0261181. [PMID: 34995293 PMCID: PMC8741040 DOI: 10.1371/journal.pone.0261181] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Accepted: 11/24/2021] [Indexed: 12/31/2022] Open
Abstract
Nuclear morphological features are potent determining factors for clinical diagnostic approaches adopted by pathologists to analyze the malignant potential of cancer cells. Considering the structural alteration of the nucleus in cancer cells, various groups have developed machine learning techniques based on variation in nuclear morphometric information like nuclear shape, size, nucleus-cytoplasm ratio and various non-parametric methods like deep learning have also been tested for analyzing immunohistochemistry images of tissue samples for diagnosing various cancers. We aim to correlate the morphometric features of the nucleus along with the distribution of nuclear lamin proteins with classical machine learning to differentiate between normal and ovarian cancer tissues. It has already been elucidated that in ovarian cancer, the extent of alteration in nuclear shape and morphology can modulate genetic changes and thus can be utilized to predict the outcome of low to a high form of serous carcinoma. In this work, we have performed exhaustive imaging of ovarian cancer versus normal tissue and developed a dual pipeline architecture that combines the matrices of morphometric parameters with deep learning techniques of auto feature extraction from pre-processed images. This novel Deep Hybrid Learning model, though derived from classical machine learning algorithms and standard CNN, showed a training and validation AUC score of 0.99 whereas the test AUC score turned out to be 1.00. The improved feature engineering enabled us to differentiate between cancerous and non-cancerous samples successfully from this pilot study.
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Affiliation(s)
- Duhita Sengupta
- Biophysics and Structural Genomics Division, Saha Institute of Nuclear Physics, Kolkata, West Bengal, India
- Homi Bhaba National Institute, Mumbai, India
| | - Sk Nishan Ali
- Artificial Intelligence and Machine Learning Division, MUST Research Trust, Hyderabad, Telangana, India
| | - Aditya Bhattacharya
- Artificial Intelligence and Machine Learning Division, MUST Research Trust, Hyderabad, Telangana, India
| | - Joy Mustafi
- Artificial Intelligence and Machine Learning Division, MUST Research Trust, Hyderabad, Telangana, India
| | - Asima Mukhopadhyay
- Chittaranjan National Cancer Institute, Newtown, Kolkata, West Bengal, India
| | - Kaushik Sengupta
- Biophysics and Structural Genomics Division, Saha Institute of Nuclear Physics, Kolkata, West Bengal, India
- * E-mail:
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18
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Orchestration of Force Generation and Nuclear Collapse in Apoptotic Cells. Int J Mol Sci 2021; 22:ijms221910257. [PMID: 34638598 PMCID: PMC8508646 DOI: 10.3390/ijms221910257] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 09/03/2021] [Accepted: 09/20/2021] [Indexed: 12/26/2022] Open
Abstract
Apoptosis, or programmed cell death, is a form of cell suicide that is extremely important for ridding the body of cells that are no longer required, to protect the body against hazardous cells, such as cancerous ones, and to promote tissue morphogenesis during animal development. Upon reception of a death stimulus, the doomed cell activates biochemical pathways that eventually converge on the activation of dedicated enzymes, caspases. Numerous pieces of information on the biochemical control of the process have been gathered, from the successive events of caspase activation to the identification of their targets, such as lamins, which constitute the nuclear skeleton. Yet, evidence from multiple systems now shows that apoptosis is also a mechanical process, which may even ultimately impinge on the morphogenesis of the surrounding tissues. This mechanical role relies on dramatic actomyosin cytoskeleton remodelling, and on its coupling with the nucleus before nucleus fragmentation. Here, we provide an overview of apoptosis before describing how apoptotic forces could combine with selective caspase-dependent proteolysis to orchestrate nucleus destruction.
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19
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Fei P, Ding H, Duan Y, Wang X, Hu W, Wu P, Wei M, Peng Z, Gu Z, Chen W. Utility of TPP-manufactured biophysical restrictions to probe multiscale cellular dynamics. Biodes Manuf 2021. [DOI: 10.1007/s42242-021-00163-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
AbstractBiophysical restrictions regulate protein diffusion, nucleus deformation, and cell migration, which are all universal and important processes for cells to perform their biological functions. However, current technologies addressing these multiscale questions are extremely limited. Herein, through two-photon polymerization (TPP), we present the precise, low-cost, and multiscale microstructures (micro-fences) as a versatile investigating platform. With nanometer-scale printing resolution and multiscale scanning capacity, TPP is capable of generating micro-fences with sizes of 0.5–1000 μm. These micro-fences are utilized as biophysical restrictions to determine the fluidity of supported lipid bilayers (SLB), to investigate the restricted diffusion of Src family kinase protein Lck on SLB, and also to reveal the mechanical bending of cell nucleus and T cell climbing ability. Taken together, the proposed versatile and low-cost micro-fences have great potential in probing the restricted dynamics of molecules, organelles, and cells to understand the basics of physical biology.
Graphic abstract
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20
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Abstract
Cancer is a multi-step process where normal cells become transformed, grow, and may disseminate to establish new lesions within the body. In recent years, the physical properties of individual cells and the tissue microenvironment have been shown to be potent determinants of cancer progression. Biophysical tools have long been used to examine cell and tissue mechanics, morphology, and migration. However, exciting developments have linked these physical traits to gene expression changes that drive metastatic seeding, organ selectivity, and tumor growth. Here, we present some vignettes to address recent studies to show progress in harnessing biophysical tools and concepts to gain insights into metastasis.
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Affiliation(s)
- Woong Young So
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Kandice Tanner
- Laboratory of Cell Biology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
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21
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Jamshidifar E, Eshrati Yeganeh F, Shayan M, Tavakkoli Yaraki M, Bourbour M, Moammeri A, Akbarzadeh I, Noorbazargan H, Hossein-Khannazer N. Super Magnetic Niosomal Nanocarrier as a New Approach for Treatment of Breast Cancer: A Case Study on SK-BR-3 and MDA-MB-231 Cell Lines. Int J Mol Sci 2021; 22:7948. [PMID: 34360714 PMCID: PMC8347826 DOI: 10.3390/ijms22157948] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 07/22/2021] [Accepted: 07/22/2021] [Indexed: 12/24/2022] Open
Abstract
In the present study, a magnetic niosomal nanocarrier for co-delivery of curcumin and letrozole into breast cancer cells has been designed. The magnetic NiCoFe2O4 core was coated by a thin layer of silica, followed by a niosomal structure, allowing us to load letrozole and curcumin into the silica layer and niosomal layer, respectively, and investigate their synergic effects on breast cancer cells. Furthermore, the nanocarriers demonstrated a pH-dependent release due to the niosomal structure at their outer layer, which is a promising behavior for cancer treatment. Additionally, cellular assays revealed that the nanocarriers had low cellular uptake in the case of non-tumorigenic cells (i.e., MCF-10A) and related high viability but high cellular uptake in cancer cell lines (i.e., MDA-MB-231 and SK-BR-3) and related low viability, which is evidenced in their high cytotoxicity against different breast cancer cell lines. The cytotoxicity of the letrozole/curcumin co-loaded nanocarrier is higher than that of the aqueous solutions of both drugs, indicating their enhanced cellular uptake in their encapsulated states. In particular, NiCoFe2O4@L-Silica-L@C-Niosome showed the highest cytotoxicity effects on MDA-MB-231 and SK-BR-3 breast cancer cells. The observed cytotoxicity was due to regulation of the expression levels of the studied genes in breast cancer cells, where downregulation was observed for the Bcl-2, MMP 2, MMP 9, cyclin D, and cyclin E genes while upregulation of the expression of the Bax, caspase-3, and caspase-9 genes was observed. The flow cytometry results also revealed that NiCoFe2O4@L-Silica-L@C-Niosome enhanced the apoptosis rate in both MDA-MB-231 and SK-BR-3 cells compared to the control samples. The findings of our research show the potential of designing magnetic niosomal formulations for simultaneous targeted delivery of both hydrophobic and hydrophilic drugs into cancer cells in order to enhance their synergic chemotherapeutic effects. These results could open new avenues into the future of nanomedicine and the development of theranostic agents.
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Affiliation(s)
- Elham Jamshidifar
- Department of Pharmaceutical Nanotechnology, Faculty of Pharmacy, Tehran University of Medical Sciences, Tehran 1417935840, Iran;
| | - Faten Eshrati Yeganeh
- Department of Chemistry, Science and Research Branch, Islamic Azad University, Tehran 1417935840, Iran
| | - Mona Shayan
- Department of Biology, Mashhad Branch, Islamic Azad University, Mashhad 1696700, Iran;
| | | | - Mahsa Bourbour
- Department of Biotechnology, Alzahra University, Tehran 1993891176, Iran;
| | - Ali Moammeri
- School of Chemical Engineering, College of Engineering, University of Tehran, Tehran 14174, Iran;
| | - Iman Akbarzadeh
- Gastroenterology and Liver Diseases Research Center, Research, Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran 6718773654, Iran;
| | - Hassan Noorbazargan
- Department of Biotechnology, School of Advanced Technologies in Medicine, Shahid Beheshti University of Medical Sciences, Tehran 6718773654, Iran;
| | - Nikoo Hossein-Khannazer
- Gastroenterology and Liver Diseases Research Center, Research, Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran 6718773654, Iran;
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22
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Jacquet K, Rodrigue MA, Richard DE, Lavoie JN. The adenoviral protein E4orf4: a probing tool to decipher mechanical stress-induced nuclear envelope remodeling in tumor cells. Cell Cycle 2020; 19:2963-2981. [PMID: 33103553 DOI: 10.1080/15384101.2020.1836441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Abstract
The human adenovirus (Ad) type 2/5 early region 4 (E4) ORF4 protein (E4orf4) exerts a remarkable tumor cell-selective killing activity in mammalian cells. This indicates that E4orf4 can target tumor cell-defining features and is a unique tool to probe cancer cell vulnerabilities. Recently, we found that E4orf4, through an interaction with the polarity protein PAR3, subverts nuclear envelope (NE) remodeling processes in a tumor cell-selective manner. In this Perspective, we outline mechanical signals that modify nuclear dynamics and tumor cell behavior to highlight potential mechanisms for E4orf4's tumoricidal activity. Through an analysis of E4orf4's cellular targets, we define a protein subnetwork that comprises phosphatase systems interconnected to polarity protein hubs, which could contribute to enhanced NE plasticity. We infer that elucidating E4orf4's protein network at a functional level could uncover key mechanisms of NE remodeling that define the tumor cell phenotype.
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Affiliation(s)
- Kévin Jacquet
- Centre de Recherche sur le Cancer de l'Université Laval , Québec, Canada.,Oncology, Centre de Recherche du CHU de Québec-Université Laval , Québec, Canada
| | - Marc-Antoine Rodrigue
- Centre de Recherche sur le Cancer de l'Université Laval , Québec, Canada.,Oncology, Centre de Recherche du CHU de Québec-Université Laval , Québec, Canada
| | - Darren E Richard
- Centre de Recherche sur le Cancer de l'Université Laval , Québec, Canada.,Département de Biologie Moléculaire, Biochimie Médicale et Pathologie, Université Laval , Québec, Canada.,Endocrinology and Nephrology, Centre de Recherche du CHU de Québec-Université Laval , Québec, Canada
| | - Josée N Lavoie
- Centre de Recherche sur le Cancer de l'Université Laval , Québec, Canada.,Oncology, Centre de Recherche du CHU de Québec-Université Laval , Québec, Canada.,Département de Biologie Moléculaire, Biochimie Médicale et Pathologie, Université Laval , Québec, Canada
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