1
|
Gu Z, Lin S, Yu J, Jin F, Zhang Q, Xia K, Chen L, Li Y, He B. Advances in dual-targeting inhibitors of HDAC6 for cancer treatment. Eur J Med Chem 2024; 275:116571. [PMID: 38857566 DOI: 10.1016/j.ejmech.2024.116571] [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: 04/25/2024] [Revised: 06/03/2024] [Accepted: 06/03/2024] [Indexed: 06/12/2024]
Abstract
Histone Deacetylase 6 (HDAC6) is an essential regulator of histone acetylation processes, exerting influence on a multitude of cellular functions such as cell motility, endocytosis, autophagy, apoptosis, and protein trafficking through its deacetylation activity. The significant implications of HDAC6 in diseases such as cancer, neurodegenerative disorders, and immune disorders have motivated extensive investigation into the development of specific inhibitors targeting this enzyme for therapeutic purposes. Single targeting drugs carry the risk of inducing drug resistance, thus prompting exploration of dual targeting therapy which offers the potential to impact multiple signaling pathways simultaneously, thereby lowering the likelihood of resistance development. While pharmacological studies have exhibited promise in combined therapy involving HDAC6, challenges related to potential drug interactions exist. In response to these challenges, researchers are investigating HDAC6 hybrid molecules which enable the concomitant targeting of HDAC6 and other key proteins, thus enhancing treatment efficacy while mitigating side effects and reducing the risk of resistance compared to traditional combination therapies. The published design strategies for dual targeting inhibitors of HDAC6 are summarized and discussed in this review. This will provide some valuable insights into more novel HDAC6 dual targeting inhibitors to meet the urgent need for innovative therapies in oncology and other related fields.
Collapse
Affiliation(s)
- Zhicheng Gu
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Shuxian Lin
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China; Department of Pharmacy, Guizhou Provincial People's Hospital, Guiyang, 550002, China
| | - Junhui Yu
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Fei Jin
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Qingqing Zhang
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Keli Xia
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Lei Chen
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China
| | - Yan Li
- School of Basic Medical Science, Guizhou Medical University, Guiyang, Guizhou, 550004, China
| | - Bin He
- State Key Laboratory of Functions and Applications of Medicinal Plants, Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Provincial Key Laboratory of Pharmaceutics, School of Pharmacy, Guizhou Medical University, Guiyang, 550004, China.
| |
Collapse
|
2
|
Hammer A, Diakonova M. Prolactin-induced tyrosyl phosphorylation of PAK1 facilitates epithelial-mesenchymal transition. MICROPUBLICATION BIOLOGY 2024; 2024:10.17912/micropub.biology.001136. [PMID: 38660565 PMCID: PMC11040397 DOI: 10.17912/micropub.biology.001136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 03/18/2024] [Accepted: 04/04/2024] [Indexed: 04/26/2024]
Abstract
PAK1 and prolactin (PRL) regulate breast cancer. Prolactin-activated JAK2 tyrosyl phosphorylates PAK1 (pTyr-PAK1). We demonstrate here that pTyr-PAK1 regulates epithelial-mesenchymal transition (EMT) in breast cancer cells. PRL treatment of T47D PAK1 WT cells leads to downregulation of E-cadherin surface expression and "ectodomain shedding" (extracellular cleavage of E-cadherin). pTyr-PAK1 increases mRNA levels of Snail, Slug, and Twist2, transcriptional factors implicated in E-cadherin repression. pTyr-PAK1 also significantly increases PRL-dependent Slug activity leading to expression of vimentin, a hallmark of EMT. Thus, our current data on pTyr-PAK1 regulation of EMT bring insight into the role of PAK1 and PRL in human breast cancer.
Collapse
Affiliation(s)
- Alan Hammer
- Department of Biological Sciences, University of Toledo, Toledo, Ohio, United States
| | - Maria Diakonova
- Department of Biological Sciences, University of Toledo, Toledo, Ohio, United States
| |
Collapse
|
3
|
Zhang X, Tang C, Lian J, Jiang Y. A2ML1 Inhibits Esophageal Squamous Cell Carcinoma Progression and Serves as a Novel Prognostic Biomarker. Can J Gastroenterol Hepatol 2023; 2023:5557546. [PMID: 37954860 PMCID: PMC10637849 DOI: 10.1155/2023/5557546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Revised: 10/17/2023] [Accepted: 10/26/2023] [Indexed: 11/14/2023] Open
Abstract
Studies have established a correlation between α2-macroglobulin-like 1 (A2ML1) and the prognosis of lung, pancreatic, and breast cancers; however, research on its involvement in the pathogenesis of esophageal carcinoma remains limited. Therefore, in this study, we aimed to investigate the role of A2ML1 in the progression of esophageal squamous cell carcinoma (ESCC). Immunohistochemical staining was employed to assess the expression level of A2ML1 protein in both tumor and adjacent normal tissues of patients with ESCC. The Kaplan-Meier method, along with univariate and multivariate Cox risk ratio analyses, was used to determine survival rates and prognostic factors. Furthermore, two human ESCC cell lines, KYSE30 and KYSE150, were used to assess the effect of A2ML1 overexpression on cell proliferation and apoptosis. A human apoptosis antibody kit was also used to analyze the downstream action proteins of A2ML1, and a nude mouse xenotransplantation model was used to evaluate the effect of A2ML1 on ESCC tumorigenesis in vivo. The protein level of A2ML1 in ESCC tissues was significantly lower than that in normal esophageal tissues, and higher A2ML1 protein levels were associated with smaller ESCC tumor sizes and improved tumor-specific survival rates. Multivariate analysis established A2ML1 as a novel independent prognostic factor for ESCC. Moreover, A2ML1 overexpression significantly inhibited ESCC cell proliferation and promoted apoptosis. A2ML1 consistently inhibited tumor growth in mouse models. Furthermore, the human apoptotic antibody kit results showed increased expression of the proliferation-inhibiting protein p21 downstream of KYSE150 cells overexpressing A2ML1. Our findings demonstrate that a correlation exists between A2ML1 and ESCC prognosis and that A2ML1 plays an antitumor role in ESCC progression. This study underscores the potential of A2ML1 as a novel biomarker for predicting the prognosis of ESCC.
Collapse
Affiliation(s)
- Xiaoyun Zhang
- Department of Medical Laboratory, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Nanjing, Jiangsu 223300, China
| | - Chaogui Tang
- Department of Medical Laboratory, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Nanjing, Jiangsu 223300, China
| | - Jianchun Lian
- Department of Medical Laboratory, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Nanjing, Jiangsu 223300, China
| | - Yuzhang Jiang
- Department of Medical Laboratory, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Nanjing, Jiangsu 223300, China
| |
Collapse
|
4
|
Mansour MA, Rahman M, Ayad AA, Warrington AE, Burns TC. P21 Overexpression Promotes Cell Death and Induces Senescence in Human Glioblastoma. Cancers (Basel) 2023; 15:1279. [PMID: 36831620 PMCID: PMC9954583 DOI: 10.3390/cancers15041279] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 01/30/2023] [Accepted: 02/13/2023] [Indexed: 02/19/2023] Open
Abstract
High-grade gliomas are the most common and aggressive adult primary brain tumors with a median survival of only 12-15 months. Current standard therapy consists of maximal safe surgical resection followed by DNA-damaging agents, such as irradiation and chemotherapy that can delay but not prevent inevitable recurrence. Some have interpreted glioma recurrence as evidence of glioma stem cells which persist in a relatively quiescent state after irradiation and chemotherapy, before the ultimate cell cycle re-entry and glioma recurrence. Conversely, latent cancer cells with a therapy-induced senescent phenotype have been shown to escape senescence, giving rise to more aggressive stem-like tumor cells than those present in the original tumor. Therefore, approaches are needed to either eliminate or keep these glioma initiating cells in a senescent state for a longer time to prolong survival. In our current study, we demonstrate that the radiation-induced cell cycle inhibitor P21 can provide a powerful route to induce cell death in short-term explants of PDXs derived from three molecularly diverse human gliomas. Additionally, cells not killed by P21 overexpression were maintained in a stable senescent state for longer than control cells. Collectively, these data suggest that P21 activation may provide an attractive therapeutic target to improve therapeutic outcomes.
Collapse
Affiliation(s)
| | - Masum Rahman
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905, USA
| | - Ahmad A. Ayad
- Department of Neurologic Surgery, Faculty of Medicine, Al-Azhar University, Cairo 11884, Egypt
| | | | - Terry C. Burns
- Department of Neurologic Surgery, Mayo Clinic, Rochester, MN 55905, USA
| |
Collapse
|
5
|
Hyperactivation of p21-Activated Kinases in Human Cancer and Therapeutic Sensitivity. Biomedicines 2023; 11:biomedicines11020462. [PMID: 36830998 PMCID: PMC9953343 DOI: 10.3390/biomedicines11020462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 01/30/2023] [Accepted: 02/02/2023] [Indexed: 02/09/2023] Open
Abstract
Over the last three decades, p21-activated kinases (PAKs) have emerged as prominent intracellular nodular signaling molecules in cancer cells with a spectrum of cancer-promoting functions ranging from cell survival to anchorage-independent growth to cellular invasiveness. As PAK family members are widely overexpressed and/or hyperactivated in a variety of human tumors, over the years PAKs have also emerged as therapeutic targets, resulting in the development of clinically relevant PAK inhibitors. Over the last two decades, this has been a promising area of active investigation for several academic and pharmaceutical groups. Similar to other kinases, blocking the activity of one PAK family member leads to compensatory activity on the part of other family members. Because PAKs are also activated by stress-causing anticancer drugs, PAKs are components in the rewiring of survival pathways in the action of several therapeutic agents; in turn, they contribute to the development of therapeutic resistance. This, in turn, creates an opportunity to co-target the PAKs to achieve a superior anticancer cellular effect. Here we discuss the role of PAKs and their effector pathways in the modulation of cellular susceptibility to cancer therapeutic agents and therapeutic resistance.
Collapse
|
6
|
Saldivar-Cerón HI, Villamar-Cruz O, Wells CM, Oguz I, Spaggiari F, Chernoff J, Patiño-López G, Huerta-Yepez S, Montecillo-Aguado M, Rivera-Pazos CM, Loza-Mejía MA, Vivar-Sierra A, Briseño-Díaz P, Zentella-Dehesa A, Leon-Del-Rio A, López-Saavedra A, Padierna-Mota L, Ibarra-Sánchez MDJ, Esparza-López J, Hernández-Rivas R, Arias-Romero LE. p21-Activated Kinase 1 Promotes Breast Tumorigenesis via Phosphorylation and Activation of the Calcium/Calmodulin-Dependent Protein Kinase II. Front Cell Dev Biol 2022; 9:759259. [PMID: 35111748 PMCID: PMC8802317 DOI: 10.3389/fcell.2021.759259] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Accepted: 12/07/2021] [Indexed: 12/22/2022] Open
Abstract
p21-Activated kinase-1 (Pak1) is frequently overexpressed and/or amplified in human breast cancer and is necessary for transformation of mammary epithelial cells. Here, we show that Pak1 interacts with and phosphorylates the Calcium/Calmodulin-dependent Protein Kinase II (CaMKII), and that pharmacological inhibition or depletion of Pak1 leads to diminished activity of CaMKII. We found a strong correlation between Pak1 and CaMKII expression in human breast cancer samples, and combined inhibition of Pak1 and CaMKII with small-molecule inhibitors was synergistic and induced apoptosis more potently in Her2 positive and triple negative breast cancer (TNBC) cells. Co-adminstration of Pak and CaMKII small-molecule inhibitors resulted in a dramatic reduction of proliferation and an increase in apoptosis in a 3D cell culture setting, as well as an impairment in migration and invasion of TNBC cells. Finally, mice bearing xenografts of TNBC cells showed a significant delay in tumor growth when treated with small-molecule inhibitors of Pak and CaMKII. These data delineate a signaling pathway from Pak1 to CaMKII that is required for efficient proliferation, migration and invasion of mammary epithelial cells, and suggest new therapeutic strategies in breast cancer.
Collapse
Affiliation(s)
- Héctor I Saldivar-Cerón
- UBIMED, Facultad de Estudios Superiores-Iztacala, UNAM, Tlalnepantla, Mexico.,Departamento de Biomedicina Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Mexico City, Mexico
| | - Olga Villamar-Cruz
- UBIMED, Facultad de Estudios Superiores-Iztacala, UNAM, Tlalnepantla, Mexico
| | - Claire M Wells
- Division of Cancer Studies, New Hunts House, Guy's Campus, King's College London, London, United Kingdom
| | - Ibrahim Oguz
- Division of Cancer Studies, New Hunts House, Guy's Campus, King's College London, London, United Kingdom
| | - Federica Spaggiari
- Division of Cancer Studies, New Hunts House, Guy's Campus, King's College London, London, United Kingdom
| | - Jonathan Chernoff
- Cancer Biology Program, Fox Chase Cancer Center, Philadelphia, PA, United States
| | - Genaro Patiño-López
- Laboratorio de Investigación en Inmunología y Proteómica, Hospital Infantil de México, Mexico City, Mexico
| | - Sara Huerta-Yepez
- Unidad de Investigación en Enfermedades Hemato-Oncológicas, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | - Mayra Montecillo-Aguado
- Unidad de Investigación en Enfermedades Hemato-Oncológicas, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | - Clara M Rivera-Pazos
- Unidad de Investigación en Enfermedades Hemato-Oncológicas, Hospital Infantil de México Federico Gómez, Mexico City, Mexico
| | - Marco A Loza-Mejía
- Facultad de Ciencias Químicas, Universidad La Salle-México, Mexico City, Mexico
| | - Alonso Vivar-Sierra
- Facultad de Ciencias Químicas, Universidad La Salle-México, Mexico City, Mexico
| | - Paola Briseño-Díaz
- Departamento de Biomedicina Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Mexico City, Mexico
| | - Alejandro Zentella-Dehesa
- Programa de Investigación en Cáncer de Mama, Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico.,Unidad de Bioquímica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán (INCMNSZ), Mexico City, Mexico
| | - Alfonso Leon-Del-Rio
- Programa de Investigación en Cáncer de Mama, Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico
| | - Alejandro López-Saavedra
- Unidad de Investigación Biomédica en Cáncer, Instituto Nacional de Cancerología-Instituto de Investigaciones Biomédicas, UNAM, Mexico City, Mexico
| | - Laura Padierna-Mota
- UNe Aplicaciones Biológicas, Laboratorios de Especialidades Inmunologicas, Mexico City, Mexico
| | - María de Jesús Ibarra-Sánchez
- Unidad de Bioquímica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán (INCMNSZ), Mexico City, Mexico
| | - José Esparza-López
- Unidad de Bioquímica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán (INCMNSZ), Mexico City, Mexico
| | - Rosaura Hernández-Rivas
- Departamento de Biomedicina Molecular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV-IPN), Mexico City, Mexico
| | - Luis E Arias-Romero
- UBIMED, Facultad de Estudios Superiores-Iztacala, UNAM, Tlalnepantla, Mexico
| |
Collapse
|
7
|
Kuo CHS, Chiu TH, Tung PH, Huang CH, Ju JS, Huang ACC, Wang CC, Ko HW, Hsu PC, Fang YF, Guo YK, Yang CT. Afatinib Treatment Alone or with Bevacizumab in a Real-World Cohort of Non-Small Cell Lung Cancer Patients with Epidermal Growth Factor Receptor Mutation. Cancers (Basel) 2022; 14:316. [PMID: 35053480 PMCID: PMC8773866 DOI: 10.3390/cancers14020316] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 12/22/2021] [Accepted: 01/05/2022] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Treatment outcome between afatinib alone or with bevacizumab in non-small cell lung cancer (NSCLC) patient with epidermal growth factor receptor (EGFR) mutation remains insufficiently reported. METHODS A total of 405 advanced NSCLC patients with sensitizing-EGFR mutation receiving first-line single-agent afatinib or with bevacizumab were grouped and propensity score-matched. Progression-free survival (PFS), overall survival (OS) and secondary T790M mutation were analyzed. RESULTS In the original cohort, 367 (90.6%) patients received afatinib treatment alone and 38 (9.4%) patients received afatinib plus bevacizumab. Patients who received bevacizumab combination were significantly younger (54.6 ± 10.9 vs. 63.9 ± 11.5; p < 0.001) compared to the afatinib alone group. After propensity score matching, the afatinib alone and afatinib plus bevacizumab groups contained 118 and 34 patients, respectively. A non-significantly higher objective response was noted in the afatinib plus bevacizumab group (82.4% vs. 67.8%; p = 0.133). In the propensity score-matched cohort, a bevacizumab add-on offered no increased PFS (16.1 vs. 15.0 months; p = 0.500), risk reduction of progression (HR 0.85 [95% CI, 0.52-1.40]; p = 0.528), OS benefit (32.1 vs. 42.0 months; p = 0.700), nor risk reduction of death (HR 0.85 [95% CI, 0.42-1.74] p = 0.660) compared to the single-agent afatinib. The secondary T790M rate in afatinib plus bevacizumab and afatinib alone groups was similar (56.3% vs. 49.4%, p = 0.794). Multivariate analysis demonstrated that EGFR L858R (OR 0.51 [95% CI, 0.26-0.97]; p = 0.044), EGFR uncommon mutation (OR 0.14 [95% CI, 0.02-0.64]; p = 0.021), and PFS longer than 12 months (OR 2.71 [95% CI, 1.39-5.41]; p = 0.004) were independent predictors of secondary T790M positivity. CONCLUSION Bevacizumab treatment showed moderate efficacy in real-world, afatinib-treated NSCLC patients with EGFR-sensitizing mutation.
Collapse
Affiliation(s)
- Chih-Hsi Scott Kuo
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
- Thoracic Oncology Unit, Chang Gung Memorial Hospital Cancer Center, Taoyuan 333, Taiwan
- Data Science Institute, Department of Computing, Imperial College London, London SW7 2AZ, UK;
| | - Tzu-Hsuan Chiu
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
| | - Pi-Hung Tung
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
| | - Chi-Hsien Huang
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
| | - Jia-Shiuan Ju
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
- Thoracic Oncology Unit, Chang Gung Memorial Hospital Cancer Center, Taoyuan 333, Taiwan
| | - Allen Chung-Cheng Huang
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
- Thoracic Oncology Unit, Chang Gung Memorial Hospital Cancer Center, Taoyuan 333, Taiwan
| | - Chin-Chou Wang
- Division of Pulmonary & Critical Care Medicine, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung 833, Taiwan
| | - Ho-Wen Ko
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
- Thoracic Oncology Unit, Chang Gung Memorial Hospital Cancer Center, Taoyuan 333, Taiwan
| | - Ping-Chih Hsu
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
- Thoracic Oncology Unit, Chang Gung Memorial Hospital Cancer Center, Taoyuan 333, Taiwan
| | - Yueh-Fu Fang
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
| | - Yi-Ke Guo
- Data Science Institute, Department of Computing, Imperial College London, London SW7 2AZ, UK;
| | - Cheng-Ta Yang
- Division of Thoracic Oncology, Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University, College of Medicine, Taoyuan 333, Taiwan; (C.-H.S.K.); (T.-H.C.); (P.-H.T.); (C.-H.H.); (J.-S.J.); (A.C.-C.H.); (H.-W.K.); (P.-C.H.); (Y.-F.F.); (C.-T.Y.)
- Thoracic Oncology Unit, Chang Gung Memorial Hospital Cancer Center, Taoyuan 333, Taiwan
| |
Collapse
|