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Mistretta KS, Tiche J, Chiu B, Coburn JM. Local Sustained Dinutuximab Delivery and Release From Methacrylated Chondroitin Sulfate. J Biomed Mater Res A 2024. [PMID: 39359103 DOI: 10.1002/jbm.a.37803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Revised: 09/11/2024] [Accepted: 09/16/2024] [Indexed: 10/04/2024]
Abstract
Neuroblastoma (NB) is the most common pediatric extracranial solid tumor. High-risk NB is a subset of the disease that has poor prognosis and requires multimodal treatment regimens, with a 50% rate of recurrence despite intervention. There is a need for improved treatment strategies to reduce high-risk patient mortality. Dinutuximab is an anti-GD2 antibody ideal for targeting GD2 expressing NB cells, but binding of the antibody to peripheral nerve fibers leads to severe pain during systemic administration. Intratumoral delivery of the anti-GD2 antibody would allow for increased local antibody concentration, without increasing systemic toxicity. Chondroitin Sulfate (CS) is a biocompatible glycosaminoglycan that can be methacrylated to form CSMA, a photocrosslinkable hydrogel that can be loaded with therapeutic agents. The methacrylation reaction time can be varied to achieve different degrees of substitution, resulting in different release and degradation profiles. In this work, 4 and 24 h reacted CSMA was used to create hydrogels at 10% and 20% CSMA. Sustained in vitro release of dinutuximab from these formulations was observed over a 24-day period, and 4 h reacted 10% CSMA hydrogels had the highest overall dinutuximab release over time. An orthotropic mouse model was used to evaluate in vivo response to dinutuximab loaded 4 h methacrylated 10% CSMA hydrogels as compared to bolus tail vein injections. Tumor growth was monitored, and there was a statistically significant increase in the days to reach specific tumor size for tumors treated with intratumoral dinutuximab-loaded hydrogel compared to those treated with dinutuximab solution through tail vein injection. This supports the concept that locally delivering dinutuximab within the hydrogel formulation slowed tumor growth. The CSMA hydrogel-only treatment slowed tumor growth as well, an interesting effect that may indicate interactions between the CSMA and cell adhesion molecules in the tumor microenvironment. These findings demonstrate a potential avenue for local sustained delivery of dinutuximab for improved anti-tumoral response in high-risk NB.
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Affiliation(s)
- Katelyn S Mistretta
- Department of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, Massachusetts, USA
| | - Jane Tiche
- Department of Surgery, Stanford University, Stanford, California, USA
| | - Bill Chiu
- Department of Surgery, Stanford University, Stanford, California, USA
| | - Jeannine M Coburn
- Department of Biomedical Engineering, Worcester Polytechnic Institute, Worcester, Massachusetts, USA
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Xu Y, Chen B, Guo Z, Chen C, Wang C, Zhou H, Zhang C, Feng Y. Identification of diagnostic markers for moyamoya disease by combining bulk RNA-sequencing analysis and machine learning. Sci Rep 2024; 14:5931. [PMID: 38467737 PMCID: PMC10928210 DOI: 10.1038/s41598-024-56367-w] [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: 09/27/2023] [Accepted: 03/05/2024] [Indexed: 03/13/2024] Open
Abstract
Moyamoya disease (MMD) remains a chronic progressive cerebrovascular disease with unknown etiology. A growing number of reports describe the development of MMD relevant to infection or autoimmune diseases. Identifying biomarkers of MMD is to understand the pathogenesis and development of novel targeted therapy and may be the key to improving the patient's outcome. Here, we analyzed gene expression from two GEO databases. To identify the MMD biomarkers, the weighted gene co-expression network analysis (WGCNA) and the differential expression analyses were conducted to identify 266 key genes. The KEGG and GO analyses were then performed to construct the protein interaction (PPI) network. The three machine-learning algorithms of support vector machine-recursive feature elimination (SVM-RFE), random forest and least absolute shrinkage and selection operator (LASSO) were used to analyze the key genes and take intersection to construct MMD diagnosis based on the four core genes found (ACAN, FREM1, TOP2A and UCHL1), with highly accurate AUCs of 0.805, 0.903, 0.815, 0.826. Gene enrichment analysis illustrated that the MMD samples revealed quite a few differences in pathways like one carbon pool by folate, aminoacyl-tRNA biosynthesis, fat digestion and absorption and fructose and mannose metabolism. In addition, the immune infiltration profile demonstrated that ACAN expression was associated with mast cells resting, FREM1 expression was associated with T cells CD4 naive, TOP2A expression was associated with B cells memory, UCHL1 expression was associated with mast cells activated. Ultimately, the four key genes were verified by qPCR. Taken together, our study analyzed the diagnostic biomarkers and immune infiltration characteristics of MMD, which may shed light on the potential intervention targets of moyamoya disease patients.
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Affiliation(s)
- Yifan Xu
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Bing Chen
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Zhongxiang Guo
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Cheng Chen
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Chao Wang
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Han Zhou
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Chonghui Zhang
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China
| | - Yugong Feng
- Department of Neurosurgery, The Affiliated Hospital of Qingdao University, 16 Jiang Su Road, Qingdao City, 266000, China.
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Petralia LM, van Diepen A, Lokker LA, Nguyen DL, Sartono E, Khatri V, Kalyanasundaram R, Taron CH, Foster JM, Hokke CH. Mass spectrometric and glycan microarray-based characterization of the filarial nematode Brugia malayi glycome reveals anionic and zwitterionic glycan antigens. Mol Cell Proteomics 2022; 21:100201. [PMID: 35065273 PMCID: PMC9046957 DOI: 10.1016/j.mcpro.2022.100201] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 01/03/2022] [Accepted: 01/16/2022] [Indexed: 11/30/2022] Open
Abstract
Millions of people worldwide are infected with filarial nematodes, responsible for lymphatic filariasis (LF) and other diseases causing chronic disablement. Elimination programs have resulted in a substantial reduction of the rate of infection in certain areas creating a need for improved diagnostic tools to establish robust population surveillance and avoid LF resurgence. Glycans from parasitic helminths are emerging as potential antigens for use in diagnostic assays. However, despite its crucial role in host–parasite interactions, filarial glycosylation is still largely, structurally, and functionally uncharacterized. Therefore, we investigated the glycan repertoire of the filarial nematode Brugia malayi. Glycosphingolipid and N-linked glycans were extracted from several life-stages using enzymatic release and characterized using a combination of MALDI-TOF-MS and glycan sequencing techniques. Next, glycans were purified by HPLC and printed onto microarrays to assess the host anti-glycan antibody response. Comprehensive glycomic analysis of B. malayi revealed the presence of several putative antigenic motifs such as phosphorylcholine and terminal glucuronic acid. Glycan microarray screening showed a recognition of most B. malayi glycans by immunoglobulins from rhesus macaques at different time points after infection, which permitted the characterization of the dynamics of anti-glycan immunoglobulin G and M during the establishment of brugian filariasis. A significant level of IgG binding to the parasite glycans was also detected in infected human plasma, while IgG binding to glycans decreased after anthelmintic treatment. Altogether, our work identifies B. malayi glycan antigens and reveals antibody responses from the host that could be exploited as potential markers for LF. Antigenic B. malayi N-linked and GSL glycans were structurally defined. IgG/IgM is induced to a subset of B. malayi glycans upon infection of rhesus macaques. Preferential IgG response to B. malayi glycans observed in chronically infected humans. Marked drop of anti-glycan IgG following treatment of individuals with anthelminthic.
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