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Zheng J, Li X, Masci AM, Kahn H, Huffman A, Asfaw E, Pan Y, Guo J, He V, Song J, Seleznev AI, Lin AY, He Y. Empowering standardization of cancer vaccines through ontology: enhanced modeling and data analysis. J Biomed Semantics 2024; 15:12. [PMID: 38890666 PMCID: PMC11186274 DOI: 10.1186/s13326-024-00312-3] [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: 04/02/2024] [Accepted: 05/21/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND The exploration of cancer vaccines has yielded a multitude of studies, resulting in a diverse collection of information. The heterogeneity of cancer vaccine data significantly impedes effective integration and analysis. While CanVaxKB serves as a pioneering database for over 670 manually annotated cancer vaccines, it is important to distinguish that a database, on its own, does not offer the structured relationships and standardized definitions found in an ontology. Recognizing this, we expanded the Vaccine Ontology (VO) to include those cancer vaccines present in CanVaxKB that were not initially covered, enhancing VO's capacity to systematically define and interrelate cancer vaccines. RESULTS An ontology design pattern (ODP) was first developed and applied to semantically represent various cancer vaccines, capturing their associated entities and relations. By applying the ODP, we generated a cancer vaccine template in a tabular format and converted it into the RDF/OWL format for generation of cancer vaccine terms in the VO. '12MP vaccine' was used as an example of cancer vaccines to demonstrate the application of the ODP. VO also reuses reference ontology terms to represent entities such as cancer diseases and vaccine hosts. Description Logic (DL) and SPARQL query scripts were developed and used to query for cancer vaccines based on different vaccine's features and to demonstrate the versatility of the VO representation. Additionally, ontological modeling was applied to illustrate cancer vaccine related concepts and studies for in-depth cancer vaccine analysis. A cancer vaccine-specific VO view, referred to as "CVO," was generated, and it contains 928 classes including 704 cancer vaccines. The CVO OWL file is publicly available on: http://purl.obolibrary.org/obo/vo/cvo.owl , for sharing and applications. CONCLUSION To facilitate the standardization, integration, and analysis of cancer vaccine data, we expanded the Vaccine Ontology (VO) to systematically model and represent cancer vaccines. We also developed a pipeline to automate the inclusion of cancer vaccines and associated terms in the VO. This not only enriches the data's standardization and integration, but also leverages ontological modeling to deepen the analysis of cancer vaccine information, maximizing benefits for researchers and clinicians. AVAILABILITY The VO-cancer GitHub website is: https://github.com/vaccineontology/VO/tree/master/CVO .
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Affiliation(s)
- Jie Zheng
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Xingxian Li
- College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Anna Maria Masci
- Data Impact and Governance, Technology Data and Innovation, University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Hayleigh Kahn
- College of Literature, Science, and the Arts, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Anthony Huffman
- Department of Computational Medicine and Bioinformatics, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Eliyas Asfaw
- University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Yuanyi Pan
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jinjing Guo
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Virginia He
- The College of Brown University, Brown University, Providence, RI, 02912, USA
| | - Justin Song
- College of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Andrey I Seleznev
- Dietrich School of Arts and Sciences, University of Pittsburgh, Pittsburgh, PA, 15260, USA
| | - Asiyah Yu Lin
- Axle Research and Technology, Rockville, MD, 20852, USA
| | - Yongqun He
- Unit for Laboratory Animal Medicine, University of Michigan, Ann Arbor, MI, 48109, USA.
- Department of Computational Medicine and Bioinformatics, University of Michigan Medical School, Ann Arbor, MI, 48109, USA.
- Rogel Cancer Center, University of Michigan Medical School, Ann Arbor, MI, 48109, USA.
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Ma W, Zhang X, Zhuang L. Exogenous Hydrogen Sulfide Induces A375 Melanoma Cell Apoptosis Through Overactivation of the Unfolded Protein Response. Clin Cosmet Investig Dermatol 2023; 16:1641-1651. [PMID: 37396710 PMCID: PMC10314752 DOI: 10.2147/ccid.s412588] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2023] [Accepted: 06/10/2023] [Indexed: 07/04/2023]
Abstract
Purpose Melanomas are highly malignant and rapidly develop drug resistance due to dysregulated apoptosis. Therefore, pro-apoptotic agents could be effective for the management of melanoma. Hydrogen sulfide is ubiquitous in the body, and exogenous hydrogen sulfide has been reported to show inhibitory and pro-apoptotic effects on cancer cells. However, whether high concentrations of exogenous hydrogen sulfide have pro-apoptotic effects on melanoma and its mechanisms remain unknown. Hence, this study aimed to explore the pro-apoptotic effects and mechanisms of exogenous hydrogen sulfide on the A375 melanoma cell line treated with a hydrogen sulfide donor (NaHS). Methods The cell proliferation test, flow cytometric analysis, Hoechst 33258 staining, and Western blotting of B-cell lymphoma 2 and cleaved caspase-3 were used to explore the pro-apoptotic effects of hydrogen sulfide on A375 cells. The transcriptional profile of NaHS-treated A375 cells was further explored via high-throughput sequencing. Western blotting of phosphorylated inositol-requiring enzyme 1α (p-IRE1α), phosphorylated protein kinase R-like ER kinase (p-PERK), phosphorylated eukaryotic translation initiation factor 2α (p-eIF2α), C/EBP homologous protein, glucose-regulating protein 78, IRE1α, PERK, and eIF2α was performed to verify the changes in the transcriptional profile. Results NaHS inhibited A375 melanoma cell proliferation and induced apoptosis. The endoplasmic reticulum stress unfolded protein response and apoptosis-associated gene expression was upregulated in NaHS-treated A375 melanoma cells. The overactivation of the unfolded protein response and increase in endoplasmic reticulum stress was verified at the protein level. Conclusion Treatment with NaHS increased endoplasmic reticulum stress, which triggered the overactivation of the unfolded protein response and ultimately lead to melanoma cell apoptosis. The pro-apoptotic effect of NaHS suggests that it can be explored as a potential therapeutic agent in melanoma.
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Affiliation(s)
- Weiyuan Ma
- Department of Dermatology, Affiliated Hospital of Weifang Medical University, Weifang, Shandong Province, People’s Republic of China
| | - Xiuwen Zhang
- Department of Dermatology, Weihai Municipal Hospital, Weihai, Shandong Province, People’s Republic of China
| | - Le Zhuang
- Department of Dermatology, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People’s Republic of China
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Khan M, Thompson J, Kiiskila L, Oboh O, Truong T, Prentice A, Assifi MM, Chung M, Wright GP. Timing and necessity of staging imaging in clinical stage II cutaneous melanoma: Cost-effectiveness and clinical decision analysis. Am J Surg 2023; 225:93-98. [PMID: 36400601 DOI: 10.1016/j.amjsurg.2022.10.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 10/02/2022] [Accepted: 10/12/2022] [Indexed: 12/30/2022]
Abstract
BACKGROUND Preoperative imaging in clinical stage II melanoma is not indicated per National Comprehensive Cancer Network (NCCN) guidelines but remains common in clinical practice. METHODS Patients presenting with cutaneous clinical stage II melanoma from 2007 to 2019 were retrospectively reviewed. A clinical decision analysis with cost data was designed to understand ideal practice patterns in managing stage II melanoma, with pre-versus selective post-operative imaging as the initial decision node. RESULTS There were 277 subjects included, and 143 underwent preoperative imaging (49.5%). This changed management (i.e. no surgery) in one patient (0.4%). Overall, 16 patients had additional findings on imaging (5.8%). Upfront surgery with selective postoperative imaging was a more cost-effective strategy than routine performance of preoperative imaging, with savings of $1677 per patient. CONCLUSION Preoperative imaging is a low yield, costly approach for patients with clinical stage II melanoma with minimal impact on the decision to proceed with surgical management.
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Affiliation(s)
- Mariam Khan
- Spectrum Health General Surgery Residency Program, 100 Michigan St. NE, Grand Rapids, MI, USA, 49503.
| | - Jessica Thompson
- Spectrum Health General Surgery Residency Program, 100 Michigan St. NE, Grand Rapids, MI, USA, 49503.
| | - Lindsey Kiiskila
- Department of Surgery, Michigan State University College of Human Medicine, 15 Michigan St. NE, Grand Rapids, MI, USA, 49503.
| | - Oselenonome Oboh
- Department of Surgery, Michigan State University College of Human Medicine, 15 Michigan St. NE, Grand Rapids, MI, USA, 49503.
| | - Thao Truong
- Department of Surgery, Michigan State University College of Human Medicine, 15 Michigan St. NE, Grand Rapids, MI, USA, 49503.
| | - Anthony Prentice
- Spectrum Health Department of Nursing, Surgical Services, 100 Michigan St. NE, Grand Rapids, MI, USA, 49503.
| | - M Mura Assifi
- Division of Surgical Oncology, Spectrum Health Medical Group, 145 Michigan St. NE Suite 5500, Grand Rapids, MI, USA, 49503.
| | - Mathew Chung
- Division of Surgical Oncology, Spectrum Health Medical Group, 145 Michigan St. NE Suite 5500, Grand Rapids, MI, USA, 49503.
| | - G Paul Wright
- Division of Surgical Oncology, Spectrum Health Medical Group, 145 Michigan St. NE Suite 5500, Grand Rapids, MI, USA, 49503.
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Karapetyan L, Yang X, Knight AD, Huang Z, Wang H, Sander CA, Minnier CP, Wilson M, Li A, Karunamurthy A, Storkus WJ, Kirkwood JM. Poorer survival outcomes in patients with multiple versus single primary melanoma. Cancer 2022; 128:2098-2106. [PMID: 35319783 PMCID: PMC11072316 DOI: 10.1002/cncr.34169] [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: 10/18/2021] [Revised: 02/02/2022] [Accepted: 02/14/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Given equivocal results related to overall survival (OS) for patients with multiple primary melanomas (MPMs) compared with those with single primary melanomas (SPMs) in previous reports, the authors sought to determine whether OS differs between these 2 cohorts in their center using their UPCI-96-99 database. Secondary aims were to assess the differences in recurrence-free survival (RFS). In a subset of patients, transcriptomic profiling of peripheral blood mononuclear cells (PBMCs) was performed to assess disease-associated genes of interest. METHODS This retrospective case-controlled study included patients with MPMs and age-, sex-, and stage-matched controls with SPMs at a 1:1 ratio. Cox regression models were used to evaluate the effect of the presence of MPMs on death and recurrence. NanoString PanCancer Immune Profiling was used to assess peripheral blood immune status in patients. RESULTS In total, 320 patients were evaluated. The mean patient age was 47 years; 43.8% were male. Patients with MPMs had worse RFS and OS (P = .023 and P = .0019, respectively). The presence of MPMs was associated with an increased risk of death (hazard ratio [HR], 4.52, P = .0006), and increased risk of disease recurrence (HR, 2.17; P = .004) after adjusting for age, sex, and stage. The degree of tumor-infiltrating lymphocytes (TILs) was different between the first melanoma of MPMs and SPMs. Expression of CXCL6 and FOXJ1 was increased in PBMCs isolated from patients with MPMs. CONCLUSIONS Patients with MPMs had worse RFS and OS compared with patients with SPMs. Immunologic differences were also observed, including TIL content and expression of CXCL6/FOXJ1 in PBMCs of patients with MPMs, which warrant further investigation.
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Affiliation(s)
- Lilit Karapetyan
- Department of Medicine, Division of Hematology/Oncology, Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Xi Yang
- Department of Medicine, Division of General Internal Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Andrew D. Knight
- Department of Medicine, Division of General Internal Medicine, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Ziyu Huang
- Hillman Cancer Center Biostatistics Facility, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Hong Wang
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Hillman Cancer Center Biostatistics Facility, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Cindy A. Sander
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Christopher P. Minnier
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Melissa Wilson
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Aofei Li
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Department of Pathology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Arivarasan Karunamurthy
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Department of Pathology, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Walter J. Storkus
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Department of Dermatology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Department of Immunology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - John M. Kirkwood
- Department of Medicine, Division of Hematology/Oncology, Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
- Hillman Cancer Center, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
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Gullapalli K, Agarwal P, Mosalem O, Gogineni V, Tikaria R. Extra-Axial Skeletal Metastasis of Malignant Melanoma: Case Report and Literature Review. Cureus 2022; 14:e22115. [PMID: 35308763 PMCID: PMC8920794 DOI: 10.7759/cureus.22115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/11/2022] [Indexed: 12/02/2022] Open
Abstract
The incidence of malignant melanoma is increasing worldwide and is one of the major causes of skin cancer deaths in the United States. Although melanoma has the potential to metastasize to any organ, the incidence of bone metastasis is low (~25%) compared to liver or lung metastasis. However, when a bone is involved, metastasis occurs to the axial skeleton in most cases (80%-90%), and involvement of the appendicular skeleton is relatively rare. We here describe the case of a patient who presented with a pathological fracture due to extra-axial skeletal metastasis of a widespread malignant melanoma. A 45-year-old female with an unremarkable past medical history presented to the ED with acute left hip pain. X-ray demonstrated left intertrochanteric femur fracture with an abnormal, suspicious lesion at the fracture site. Detailed physical examination revealed various skin nodules on the anterior chest wall, right upper back, and left cheek. CT of the chest/abdomen/pelvis (CT C/A/P) showed multiple lytic bone lesions and metastatic lesions in lungs, soft tissue, and mediastinal lymph nodes. She underwent surgical stabilization of the fracture, and a biopsy of the bone lesion revealed metastatic malignant melanoma with BRAF V600E mutation. She was started on localized radiotherapy followed by targeted therapy (dabrafenib and trametinib) and denosumab for her stage IV (cTX, cN2, cM1b(1)) (American Joint Committee on Cancer [AJCC] cancer staging 8th edition) disease. Despite treatment, her disease progressed as evidenced by the presence of new metastatic foci on a positron emission tomography-computed tomography (PET-CT) scan performed at a three-month follow-up. Her clinical course was complicated by hemoperitoneum due to bleeding from metastatic liver lesions and respiratory failure requiring a prolonged stay in the ICU before she was deceased. In most cases, malignant melanoma presents with skin lesions at an early stage. Very few patients (4%) have metastatic disease at presentation. Although metastasis to bone is known to occur in advanced disease, involvement of the extra-axial skeleton is relatively rare. Malignant melanoma, initially presenting as pathological fracture of the appendicular skeleton, is not commonly encountered. Our case emphasizes the aggressive nature of malignant melanoma with an aim to raise physicians' awareness of this uncommon presentation. A brief review of the literature exploring prognosis and currently available treatment options is discussed.
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