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Xing L, Lv L, Ren J, Yu H, Zhao X, Kong X, Xiang H, Tao X, Dong D. Advances in targeted therapy for pancreatic cancer. Biomed Pharmacother 2023; 168:115717. [PMID: 37862965 DOI: 10.1016/j.biopha.2023.115717] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 10/11/2023] [Accepted: 10/11/2023] [Indexed: 10/22/2023] Open
Abstract
Pancreatic cancer (PC) represents a group of malignant tumours originating from pancreatic duct epithelial cells and acinar cells, and the 5-year survival rate of PC patients is only approximately 12%. Molecular targeted drugs are specific drugs designed to target and block oncogenes, and they have become promising strategies for the treatment of PC. Compared to traditional chemotherapy drugs, molecular targeted drugs have greater targeting precision, and they have significant therapeutic effects and minimal side effects. This article reviews several molecular targeted drugs that are currently in the experimental stage for the treatment of PC; these include antibody-drug conjugates (ADCs), aptamer-drug conjugates (ApDCs) and peptide-drug conjugates (PDCs). ADCs can specifically recognize cell surface antigens and reduce systemic exposure and toxicity of chemotherapy drugs. By delivering nucleic acid drugs to target cells, the targeting RNA of ApDCs can inhibit the expression or translation of mutated genes, thereby inhibiting tumour development. Moreover, PDCs can effectively penetrate tumour cells, and the peptide groups in PDCs preferentially target tumour cells with minimal side effects. In the targeted therapy of PC, molecular targeted drugs have very broad prospects, which provides new hope for the clinical treatment of PC patients and is worth further research.
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Affiliation(s)
- Lin Xing
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China; School of Pharmacy, Dalian Medical University, Dalian 116044, China
| | - Linlin Lv
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Jiaqi Ren
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Hao Yu
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Xinya Zhao
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Xin Kong
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China
| | - Hong Xiang
- Laboratory of Integrative Medicine, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China.
| | - Xufeng Tao
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China.
| | - Deshi Dong
- Department of Pharmacy, First Affiliated Hospital of Dalian Medical University, Dalian 116011, China.
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Brown M, O'Connor D, Turkington R, Eatock M, Vince R, Hulme C, Bowdery R, Robinson R, Wadsley J, Maraveyas A, Prue G. Feasibility of delivering supervised exercise training following surgical resection and during adjuvant chemotherapy for pancreatic ductal adenocarcinoma (PRECISE): a case series. BMC Sports Sci Med Rehabil 2023; 15:116. [PMID: 37735664 PMCID: PMC10514993 DOI: 10.1186/s13102-023-00722-3] [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: 04/17/2023] [Accepted: 09/05/2023] [Indexed: 09/23/2023]
Abstract
INTRODUCTION Pancreatic ductal adenocarcinoma (PDAC) is an aggressive neoplasm, with surgical resection and adjuvant chemotherapy the only curative treatment. Treatment-related toxicities place a considerable burden on patients although exercise training has shown promise is helping to manage such adversities and facilitate rehabilitation. The feasibility and safety of exercise training as a supportive therapy during adjuvant chemotherapy remains unknown. METHODS Patients with PDAC were screened post-surgical resection and enrolled in a 16-week, progressive, concurrent exercise programme alongside their chemotherapy regimen. Feasibility was the primary objective detailing recruitment, retention and adherence rates throughout as well as the safety and fidelity of the intervention. Secondarily, the impact on functional fitness and patient-reported outcomes was captured at baseline, post-intervention and 3-month follow up. RESULTS Eight patients consented to participate in this trial, with five proceeding to enrol in exercise training. Concurrent exercise training is feasible and safe during adjuvant chemotherapy and prevented an expected decline in functional fitness and patient-reported outcomes during this time. DISCUSSION This case series provides preliminary evidence that concurrent exercise training during adjuvant therapy is safe, feasible and well tolerated, preventing an expected decline in functional fitness, muscular strength and health-related quality of life (HRQoL). Given the adverse effects of treatment, these findings are promising and provide further evidence for the inclusion of exercise training as a standard of care for surgical rehabilitation and managing treatment-related toxicities. Future research should explore the impact of exercise training during neoadjuvant chemotherapy, with prehabilitation now standard practice for borderline resectable disease. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT04305067, prospectively registered 12/03/2020, https://classic. CLINICALTRIALS gov/ct2/show/NCT04305067 .
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Affiliation(s)
- Malcolm Brown
- School of Nursing and Midwifery, Queen's University Belfast Medical Biology Centre, 97 Lisburn Road, Belfast, BT9 7BL, UK.
| | - Dominic O'Connor
- School of Health Sciences, The University of Nottingham, Nottingham, England, UK
| | - Richard Turkington
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
- The Northern Ireland Cancer Centre, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Martin Eatock
- The Patrick G. Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
- The Northern Ireland Cancer Centre, Belfast Health and Social Care Trust, Belfast, Northern Ireland, UK
| | - Rebecca Vince
- School of Sport, Exercise and Rehabilitation Sciences, University of Hull, Hull, England, UK
| | - Claire Hulme
- Department of Health and Community Sciences, University of Exeter Medical School, Exeter, England, UK
| | - Roy Bowdery
- Pancreatic Cancer UK Research Involvement Network, London, England, UK
| | - Rebecca Robinson
- Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, England, UK
| | - Jonathan Wadsley
- Department of Oncology and Metabolism, The Medical School, University of Sheffield, Sheffield, England, UK
| | | | - Gillian Prue
- School of Nursing and Midwifery, Queen's University Belfast Medical Biology Centre, 97 Lisburn Road, Belfast, BT9 7BL, UK
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Cortez NE, Pathak S, Rodriguez Lanzi C, Hong BV, Crone R, Sule R, Wang F, Chen S, Gomes AV, Baar K, Mackenzie GG. A Ketogenic Diet in Combination with Gemcitabine Mitigates Pancreatic Cancer-Associated Cachexia in Male and Female KPC Mice. Int J Mol Sci 2023; 24:10753. [PMID: 37445930 PMCID: PMC10341838 DOI: 10.3390/ijms241310753] [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: 05/11/2023] [Revised: 06/20/2023] [Accepted: 06/22/2023] [Indexed: 07/15/2023] Open
Abstract
Cancer-associated cachexia (CAC) is a critical contributor to pancreatic ductal adenocarcinoma (PDAC) mortality. Thus, there is an urgent need for new strategies to mitigate PDAC-associated cachexia; and the exploration of dietary interventions is a critical component. We previously observed that a ketogenic diet (KD) combined with gemcitabine enhances overall survival in the autochthonous LSL-KrasG12D/+; LSL-Trp53 R172H/+; Pdx1-Cre (KPC) mouse model. In this study, we investigated the effect and cellular mechanisms of a KD in combination with gemcitabine on the maintenance of skeletal muscle mass in KPC mice. For this purpose, male and female pancreatic tumor-bearing KPC mice were allocated to a control diet (CD), a KD, a CD + gemcitabine (CG), or a KD + gemcitabine (KG) group. We observed that a KD or a KG-mitigated muscle strength declined over time and presented higher gastrocnemius weights compared CD-fed mice. Mechanistically, we observed sex-dependent effects of KG treatment, including the inhibition of autophagy, and increased phosphorylation levels of eIF2α in KG-treated KPC mice when compared to CG-treated mice. Our data suggest that a KG results in preservation of skeletal muscle mass. Additional research is warranted to explore whether this diet-treatment combination can be clinically effective in combating CAC in PDAC patients.
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Affiliation(s)
- Natalia E. Cortez
- Department of Nutrition, University of California, One Shields Ave., Davis, CA 95616, USA; (N.E.C.); (C.R.L.); (B.V.H.)
| | - Suraj Pathak
- Department of Physiology and Membrane Biology, One Shields Ave., Davis, CA 95616, USA; (S.P.); (R.C.); (R.S.); (A.V.G.); (K.B.)
- Department of Neurobiology, Physiology and Behavior, University of California, One Shields Ave., Davis, CA 95616, USA
| | - Cecilia Rodriguez Lanzi
- Department of Nutrition, University of California, One Shields Ave., Davis, CA 95616, USA; (N.E.C.); (C.R.L.); (B.V.H.)
| | - Brian V. Hong
- Department of Nutrition, University of California, One Shields Ave., Davis, CA 95616, USA; (N.E.C.); (C.R.L.); (B.V.H.)
| | - Ryman Crone
- Department of Physiology and Membrane Biology, One Shields Ave., Davis, CA 95616, USA; (S.P.); (R.C.); (R.S.); (A.V.G.); (K.B.)
- Department of Neurobiology, Physiology and Behavior, University of California, One Shields Ave., Davis, CA 95616, USA
| | - Rasheed Sule
- Department of Physiology and Membrane Biology, One Shields Ave., Davis, CA 95616, USA; (S.P.); (R.C.); (R.S.); (A.V.G.); (K.B.)
- Department of Neurobiology, Physiology and Behavior, University of California, One Shields Ave., Davis, CA 95616, USA
| | - Fangyi Wang
- Department of Animal Science, University of California, One Shields Ave., Davis, CA 95616, USA;
| | - Shuai Chen
- Division of Biostatistics, Department of Public Health Sciences, University of California, One Shields Ave., Davis, CA 95616, USA;
- University of California Davis Comprehensive Cancer Center, Sacramento, CA 95817, USA
| | - Aldrin V. Gomes
- Department of Physiology and Membrane Biology, One Shields Ave., Davis, CA 95616, USA; (S.P.); (R.C.); (R.S.); (A.V.G.); (K.B.)
- Department of Neurobiology, Physiology and Behavior, University of California, One Shields Ave., Davis, CA 95616, USA
| | - Keith Baar
- Department of Physiology and Membrane Biology, One Shields Ave., Davis, CA 95616, USA; (S.P.); (R.C.); (R.S.); (A.V.G.); (K.B.)
- Department of Neurobiology, Physiology and Behavior, University of California, One Shields Ave., Davis, CA 95616, USA
| | - Gerardo G. Mackenzie
- Department of Nutrition, University of California, One Shields Ave., Davis, CA 95616, USA; (N.E.C.); (C.R.L.); (B.V.H.)
- University of California Davis Comprehensive Cancer Center, Sacramento, CA 95817, USA
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Liz-Pimenta J, Tavares V, Neto BV, Santos JMO, Guedes CB, Araújo A, Khorana AA, Medeiros R. Thrombosis and cachexia in cancer: two partners in crime? Crit Rev Oncol Hematol 2023; 186:103989. [PMID: 37061076 DOI: 10.1016/j.critrevonc.2023.103989] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 03/20/2023] [Accepted: 04/11/2023] [Indexed: 04/17/2023] Open
Abstract
Among cancer patients, thrombosis and cachexia are major causes of morbidity and mortality. Although the two may occur together, little is known about their possible relationship. Thus, a literature review was conducted by screening the databases PubMed, Scopus, SciELO, Medline and Web of Science. To summarize, cancer-associated thrombosis (CAT) and cancer-associated cachexia (CAC) seem to share several patient-, tumour- and treatment-related risk factors. Inflammation alongside metabolic and endocrine derangement is the potential missing link between CAT, CAC and cancer. Many key players, including specific pro-inflammatory cytokines, immune cells and hormones, appear to be implicated in both thrombosis and cachexia, representing attractive predictive markers and potential therapeutic targets. Altogether, the current evidence suggests a link between CAT and CAC, however, epidemiological studies are required to explore this potential relationship. Given the high incidence and negative impact of both diseases, further studies are needed for the better management of cancer patients.
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Affiliation(s)
- Joana Liz-Pimenta
- Department of Medical Oncology, Centro Hospitalar de Trás-os-Montes e Alto Douro, 5000-508 Vila Real, Portugal; FMUP, Faculty of Medicine, University of Porto, 4200-072 Porto, Portugal
| | - Valéria Tavares
- FMUP, Faculty of Medicine, University of Porto, 4200-072 Porto, Portugal; ICBAS, Abel Salazar Institute for the Biomedical Sciences, 4050-313 Porto, Portugal; Molecular Oncology and Viral Pathology Group, Research Center of IPO Porto (CI-IPOP) / Pathology and Laboratory Medicine Dep., Clinical Pathology SV/ RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center (Porto.CCC), 4200-072 Porto, Portugal
| | - Beatriz Vieira Neto
- FMUP, Faculty of Medicine, University of Porto, 4200-072 Porto, Portugal; Molecular Oncology and Viral Pathology Group, Research Center of IPO Porto (CI-IPOP) / Pathology and Laboratory Medicine Dep., Clinical Pathology SV/ RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center (Porto.CCC), 4200-072 Porto, Portugal
| | - Joana M O Santos
- FMUP, Faculty of Medicine, University of Porto, 4200-072 Porto, Portugal; Molecular Oncology and Viral Pathology Group, Research Center of IPO Porto (CI-IPOP) / Pathology and Laboratory Medicine Dep., Clinical Pathology SV/ RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center (Porto.CCC), 4200-072 Porto, Portugal
| | - Catarina Brandão Guedes
- Department of Imunohemotherapy, Hospital da Senhora da Oliveira, 4835-044 Guimarães, Portugal
| | - António Araújo
- Department of Medical Oncology, Centro Hospitalar Universitário do Porto, 4099-001 Porto, Portugal; UMIB - Unidade Multidisciplinar de Investigação Biomédica, ICBAS - Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - Alok A Khorana
- Department of Hematology and Medical Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, Ohio 44106, United States of America
| | - Rui Medeiros
- FMUP, Faculty of Medicine, University of Porto, 4200-072 Porto, Portugal; ICBAS, Abel Salazar Institute for the Biomedical Sciences, 4050-313 Porto, Portugal; Molecular Oncology and Viral Pathology Group, Research Center of IPO Porto (CI-IPOP) / Pathology and Laboratory Medicine Dep., Clinical Pathology SV/ RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto) / Porto Comprehensive Cancer Center (Porto.CCC), 4200-072 Porto, Portugal; Research Department, Portuguese League Against Cancer - Regional Nucleus of the North, 4200-172 Porto, Portugal; Biomedical Research Center, Faculty of Health Sciences of the Fernando Pessoa University, 4249-004 Porto, Portugal.
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Uddin MH, Mohammad RM, Philip PA, Azmi AS, Muqbil I. Role of noncoding RNAs in pancreatic ductal adenocarcinoma associated cachexia. Am J Physiol Cell Physiol 2022; 323:C1624-C1632. [PMID: 36280389 PMCID: PMC9722253 DOI: 10.1152/ajpcell.00424.2022] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 10/11/2022] [Accepted: 10/11/2022] [Indexed: 11/22/2022]
Abstract
Cachexia is an acute syndrome that is very commonly observed in patients with cancer. Cachexia is the number one cause of death in patients with metastatic disease and is also the major factor for physical toxicity and financial burden. More importantly, the majority of patients with advanced-stage pancreatic ductal adenocarcinoma (PDAC) cancer undergo cachexia. Pancreatic cancer causes deaths of ∼50,000 Americans and about 400,000 people worldwide every year. The high mortality rates in metastatic PDAC are due to systemic pathologies and cachexia, which quickens death in these patients. About 90% of all patients with PDAC undergo wasting of muscle causing mobility loss and leading to a number of additional pathological conditions. PDAC-associated cancer cachexia emanates from complex signaling cues involving both mechanical and biological signals. Tumor invasion is associated with the loss of pancreatic function-induced digestive disorders and malabsorption, which causes subsequent weight loss and eventually promotes cachexia. Besides, systemic inflammation of patients with PDAC could release chemical cues (e.g., cytokine-mediated Atrogin-1/MAFbx expression) that participate in muscle wasting. Our understanding of genes, proteins, and cytokines involved in promoting cancer cachexia has evolved considerably. However, the role of epigenetic factors, particularly the role of noncoding RNAs (ncRNAs) in regulating PDAC-associated cachexia is less studied. In this review article, the most updated knowledge on the various ncRNAs including microRNAs (miRs), long noncoding RNA (lncRNAs), piwi interacting RNAs (PiwiRNAs), small nucleolar RNA (snoRNAs), and circular RNAs (circRNA) and their roles in cancer cachexia are described.
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Affiliation(s)
- Md Hafiz Uddin
- Department of Oncology, Wayne State University School of Medicine, Karmanos Cancer Institute, Detroit, Michigan
| | - Ramzi M Mohammad
- Department of Oncology, Wayne State University School of Medicine, Karmanos Cancer Institute, Detroit, Michigan
| | - Philip A Philip
- Department of Oncology, Wayne State University School of Medicine, Karmanos Cancer Institute, Detroit, Michigan
- Henry Ford Health System, Detroit, Michigan
| | - Asfar S Azmi
- Department of Oncology, Wayne State University School of Medicine, Karmanos Cancer Institute, Detroit, Michigan
| | - Irfana Muqbil
- Department of Natural Sciences, Lawrence Tech University, Southfield, Michigan
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Yu YC, Ahmed A, Lai HC, Cheng WC, Yang JC, Chang WC, Chen LM, Shan YS, Ma WL. Review of the endocrine organ-like tumor hypothesis of cancer cachexia in pancreatic ductal adenocarcinoma. Front Oncol 2022; 12:1057930. [PMID: 36465353 PMCID: PMC9713001 DOI: 10.3389/fonc.2022.1057930] [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: 09/30/2022] [Accepted: 10/26/2022] [Indexed: 08/30/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is one of the most fatal types of solid tumors, associated with a high prevalence of cachexia (~80%). PDAC-derived cachexia (PDAC-CC) is a systemic disease involving the complex interplay between the tumor and multiple organs. The endocrine organ-like tumor (EOLT) hypothesis may explain the systemic crosstalk underlying the deleterious homeostatic shifts that occur in PDAC-CC. Several studies have reported a markedly heterogeneous collection of cachectic mediators, signaling mechanisms, and metabolic pathways, including exocrine pancreatic insufficiency, hormonal disturbance, pro-inflammatory cytokine storm, digestive and tumor-derived factors, and PDAC progression. The complexities of PDAC-CC necessitate a careful review of recent literature summarizing cachectic mediators, corresponding metabolic functions, and the collateral impacts on wasting organs. The EOLT hypothesis suggests that metabolites, genetic instability, and epigenetic changes (microRNAs) are involved in cachexia development. Both tumors and host tissues can secrete multiple cachectic factors (beyond only inflammatory mediators). Some regulatory molecules, metabolites, and microRNAs are tissue-specific, resulting in insufficient energy production to support tumor/cachexia development. Due to these complexities, changes in a single factor can trigger bi-directional feedback circuits that exacerbate PDAC and result in the development of irreversible cachexia. We provide an integrated review based on 267 papers and 20 clinical trials from PubMed and ClinicalTrials.gov database proposed under the EOLT hypothesis that may provide a fundamental understanding of cachexia development and response to current treatments.
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Affiliation(s)
- Ying-Chun Yu
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
- Graduate Institute of Biomedical Sciences, Center for Tumor Biology, School of Medicine, China Medical University, Taichung, Taiwan
| | - Azaj Ahmed
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
| | - Hsueh-Chou Lai
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
- School of Chinese Medicine, China Medical University, Taichung, Taiwan
| | - Wei-Chung Cheng
- Graduate Institute of Biomedical Sciences, Center for Tumor Biology, School of Medicine, China Medical University, Taichung, Taiwan
| | - Juan-Chern Yang
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
- School of Chinese Medicine, China Medical University, Taichung, Taiwan
| | - Wei-Chun Chang
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
- Graduate Institute of Biomedical Sciences, Center for Tumor Biology, School of Medicine, China Medical University, Taichung, Taiwan
| | - Lu-Min Chen
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
| | - Yan-Shen Shan
- Division of General Surgery, Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Institute of Clinical Medicine, College of Medicine, National Chen Kung University, Tainan, Taiwan
| | - Wen-Lung Ma
- Department of Medical Research, Department of Obstetrics and Gynecology, Department of Gastroenterology, and Chinese Medicine Research and Development Center, China Medical University Hospital, Taichung, Taiwan
- Graduate Institute of Biomedical Sciences, Center for Tumor Biology, School of Medicine, China Medical University, Taichung, Taiwan
- Department of Nursing, Asia University, Taichung, Taiwan
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Pauk M, Saito H, Hesse E, Taipaleenmäki H. Muscle and Bone Defects in Metastatic Disease. Curr Osteoporos Rep 2022; 20:273-289. [PMID: 35994202 PMCID: PMC9522697 DOI: 10.1007/s11914-022-00741-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/25/2022] [Indexed: 11/30/2022]
Abstract
PURPOSE OF REVIEW The present review addresses most recently identified mechanisms implicated in metastasis-induced bone resorption and muscle-wasting syndrome, known as cachexia. RECENT FINDINGS Metastatic disease in bone and soft tissues is often associated with skeletal muscle defects. Recent studies have identified a number of secreted molecules and extracellular vesicles that contribute to cancer cell growth and metastasis leading to bone destruction and muscle atrophy. In addition, alterations in muscle microenvironment including dysfunctions in hepatic and mitochondrial metabolism have been implicated in cancer-induced regeneration defect and muscle loss. Moreover, we review novel in vitro and animal models including promising new drug candidates for bone metastases and cancer cachexia. Preservation of bone health could be highly beneficial for maintaining muscle mass and function. Therefore, a better understanding of molecular pathways implicated in bone and muscle crosstalk in metastatic disease may provide new insights and identify new strategies to improve current anticancer therapeutics.
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Affiliation(s)
- Martina Pauk
- Institute of Musculoskeletal Medicine, University Hospital, LMU Munich, Munich, Germany
- Musculoskeletal University Center Munich, University Hospital, LMU Munich, Munich, Germany
| | - Hiroaki Saito
- Institute of Musculoskeletal Medicine, University Hospital, LMU Munich, Munich, Germany
- Musculoskeletal University Center Munich, University Hospital, LMU Munich, Munich, Germany
| | - Eric Hesse
- Institute of Musculoskeletal Medicine, University Hospital, LMU Munich, Munich, Germany
- Musculoskeletal University Center Munich, University Hospital, LMU Munich, Munich, Germany
| | - Hanna Taipaleenmäki
- Institute of Musculoskeletal Medicine, University Hospital, LMU Munich, Munich, Germany.
- Musculoskeletal University Center Munich, University Hospital, LMU Munich, Munich, Germany.
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Park H, Imoto S, Miyano S. PredictiveNetwork: predictive gene network estimation with application to gastric cancer drug response-predictive network analysis. BMC Bioinformatics 2022; 23:342. [PMID: 35974335 PMCID: PMC9380306 DOI: 10.1186/s12859-022-04871-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Accepted: 08/02/2022] [Indexed: 11/22/2022] Open
Abstract
Background Gene regulatory networks have garnered a large amount of attention to understand disease mechanisms caused by complex molecular network interactions. These networks have been applied to predict specific clinical characteristics, e.g., cancer, pathogenicity, and anti-cancer drug sensitivity. However, in most previous studies using network-based prediction, the gene networks were estimated first, and predicted clinical characteristics based on pre-estimated networks. Thus, the estimated networks cannot describe clinical characteristic-specific gene regulatory systems. Furthermore, existing computational methods were developed from algorithmic and mathematics viewpoints, without considering network biology. Results To effectively predict clinical characteristics and estimate gene networks that provide critical insights into understanding the biological mechanisms involved in a clinical characteristic, we propose a novel strategy for predictive gene network estimation. The proposed strategy simultaneously performs gene network estimation and prediction of the clinical characteristic. In this strategy, the gene network is estimated with minimal network estimation and prediction errors. We incorporate network biology by assuming that neighboring genes in a network have similar biological functions, while hub genes play key roles in biological processes. Thus, the proposed method provides interpretable prediction results and enables us to uncover biologically reliable marker identification. Monte Carlo simulations shows the effectiveness of our method for feature selection in gene estimation and prediction with excellent prediction accuracy. We applied the proposed strategy to construct gastric cancer drug-responsive networks. Conclusion We identified gastric drug response predictive markers and drug sensitivity/resistance-specific markers, AKR1B10, AKR1C3, ANXA10, and ZNF165, based on GDSC data analysis. Our results for identifying drug sensitive and resistant specific molecular interplay are strongly supported by previous studies. We expect that the proposed strategy will be a useful tool for uncovering crucial molecular interactions involved a specific biological mechanism, such as cancer progression or acquired drug resistance. Supplementary Information The online version contains supplementary material available at 10.1186/s12859-022-04871-z.
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Affiliation(s)
- Heewon Park
- M&D Data Science Center, Tokyo Medical and Dental University, 1-5-45 Yushima, Bunkyo-ku, Tokyo, Japan.
| | - Seiya Imoto
- Human Genome Center, Institute of Medical Science, University of Tokyo, 4-6-1 Shirokane-dai, Minato-ku, Tokyo, Japan
| | - Satoru Miyano
- M&D Data Science Center, Tokyo Medical and Dental University, 1-5-45 Yushima, Bunkyo-ku, Tokyo, Japan.,Human Genome Center, Institute of Medical Science, University of Tokyo, 4-6-1 Shirokane-dai, Minato-ku, Tokyo, Japan
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