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Ullah A, Kenol GS, Lee KT, Yasinzai AQK, Waheed A, Asif B, Khan I, Sharif H, Khan J, Heneidi S, Karki NR, Tareen TK. Chordoma: demographics and survival analysis with a focus on racial disparities and the role of surgery, a U.S. population-based study. Clin Transl Oncol 2024; 26:109-118. [PMID: 37306806 DOI: 10.1007/s12094-023-03227-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 05/24/2023] [Indexed: 06/13/2023]
Abstract
BACKGROUND Chordoma is a rare malignant tumor of notochordal origin that may appear anywhere in the axial skeleton from the skull base to the sacrum. This study presents findings from a large database query to highlight the demographic, clinical, and pathological factors, prognosis, and survival of chordomas. METHODS The Surveillance, Epidemiology, and End Results (SEER) data based was used to identify patients with a "chordoma" diagnosis from 200 to 2018. RESULTS In a total of 1600 cases, the mean age at diagnosis was 54.47 years (standard deviation, SD ± 19.62 years). Most cases were male (57.1%) and white (84.5%). Tumor size was found to be > 4 cm in 26% of cases. Histologically, 33% with known features had well-differentiated Grade I tumors, and 50.2% of the tumors were localized. Metastasis at the time of to the bone, liver, and lung was observed at a rate of 0.5%, 0.1%, and 0.7%, respectively. The most common treatment received was surgical resection (41.3%). The overall 5-year overall survival observed was 39% (confidence interval, CI 95% 37-41; p = 0.05) with patients who received surgery having a 5-year survival rate of 43% (CI 95% 40-46; p = 0.05). Multivariate analysis showed independent factors that contributed to worse prognosis chemotherapy only as a treatment modality and no surgery as a treatment modality. CONCLUSION Chordomas are more common in white males and appear between the 5th and 6th decades of life. Factors that contributed to a worse prognosis were Asian, Pacific Islander, American Indian, or Alaska Native races.
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Affiliation(s)
- Asad Ullah
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University, Nashville, TN, 37232, USA.
- Department of Pathology and Laboratory Medicine, Vanderbilt University, Nashville, TN, 37232, USA.
| | | | | | | | - Abdul Waheed
- Department of Surgery, San Joaquin General Hospital, French Camp, CA, 95231, USA
| | - Bina Asif
- Bannu Medical College, Bannu, 28100, Pakistan
| | - Imran Khan
- Department of Medicine, Bolan Medical College, Quetta, 83700, Pakistan
| | - Hajra Sharif
- Frontier Medical and Dental College, Abbottabad, Pakistan
| | - Jaffar Khan
- Department of Pathology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Saleh Heneidi
- Department of Pathology, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Nabin R Karki
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, 36604, USA
| | - Tamour Khan Tareen
- Department of Neurology, Wake Forest Atrium Health, Charlotte, NC, 28203, USA
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Noya C, D’Alessandris QG, Doglietto F, Pallini R, Rigante M, Mattogno PP, Gessi M, Montano N, Parrilla C, Galli J, Olivi A, Lauretti L. Treatment of Clival Chordomas: A 20-Year Experience and Systematic Literature Review. Cancers (Basel) 2023; 15:4493. [PMID: 37760463 PMCID: PMC10527079 DOI: 10.3390/cancers15184493] [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: 08/14/2023] [Revised: 08/30/2023] [Accepted: 09/05/2023] [Indexed: 09/29/2023] Open
Abstract
Clival chordomas are rare but aggressive skull base tumors that pose significant treatment challenges and portend dismal prognosis. The aim of this study was to highlight the advantages and limitations of available treatments, to furnish prognostic indicators, and to shed light on novel therapeutic strategies. We conducted a retrospective study of clival chordomas that were surgically treated at our institution from 2003 to 2022; for comparison purposes, we provided a systematic review of published surgical series and, finally, we reviewed the most recent advancements in molecular research. A total of 42 patients underwent 85 surgeries; median follow-up was 15.8 years, overall survival rate was 49.9% at 10 years; meanwhile, progression-free survival was 26.6% at 10 years. A significantly improved survival was observed in younger patients (<50 years), in tumors with Ki67 ≤ 5% and when adjuvant radiotherapy was performed. To conclude, clival chordomas are aggressive tumors in which surgery and radiotherapy play a fundamental role while molecular targeted drugs still have an ancillary position. Recognizing risk factors for recurrence and performing a molecular characterization of more aggressive lesions may be the key to future effective treatment.
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Affiliation(s)
- Carolina Noya
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
| | - Quintino Giorgio D’Alessandris
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168 Rome, Italy;
| | - Francesco Doglietto
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168 Rome, Italy;
| | - Roberto Pallini
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
| | - Mario Rigante
- Otolaryngology, Head and Neck Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (M.R.); (C.P.)
| | - Pier Paolo Mattogno
- Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168 Rome, Italy;
| | - Marco Gessi
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Pathology, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy
| | - Nicola Montano
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168 Rome, Italy;
| | - Claudio Parrilla
- Otolaryngology, Head and Neck Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (M.R.); (C.P.)
| | - Jacopo Galli
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Otolaryngology, Head and Neck Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (M.R.); (C.P.)
| | - Alessandro Olivi
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168 Rome, Italy;
| | - Liverana Lauretti
- School of Medicine, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (C.N.); (Q.G.D.); (F.D.); (R.P.); (M.G.); (N.M.); (J.G.); (A.O.)
- Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168 Rome, Italy;
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Aydemir E, Tüysüz EC, Bayrak ÖF, Tecimel D, Hızlı-Deniz AA, Şahin F. Impact of silencing eEF2K expression on the malignant properties of chordoma. Mol Biol Rep 2023; 50:3011-3022. [PMID: 36652154 DOI: 10.1007/s11033-023-08257-z] [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: 09/13/2022] [Accepted: 01/06/2023] [Indexed: 01/19/2023]
Abstract
BACKGROUND Eukaryotic elongation factor 2 kinase (eukaryotic elongation factor 2 kinase, eEF2K) is a calcium calmodulin dependent protein kinase that keeps the highest energy consuming cellular process of protein synthesis under check through negative regulation. eEF2K pauses global protein synthesis rates at the translational elongation step by phosphorylating its only kown substrate elongation factor 2 (eEF2), a unique translocase activity in ekaryotic cells enabling the polypeptide chain elongation. Therefore, eEF2K is thought to preserve cellular energy pools particularly upon acute development of cellular stress conditions such as nutrient deprivation, hypoxia, or infections. Recently, high expression of this enzyme has been associated with poor prognosis in an array of solid tumor types. Therefore, in a growing number of studies tremendous effort is being directed to the development of treatment methods aiming to suppress eEF2K as a novel therapeutic approach in the fight against cancer. METHODS In our study, we aimed to investigate the changes in the tumorigenicity of chordoma cells in presence of gene silencing for eEF2K. Taking a transient gene silencing approach using siRNA particles, eEF2K gene expression was suppressed in chordoma cells. RESULTS Silencing eEF2K expression was associated with a slight increase in cellular proliferation and a decrease in death rates. Furthermore, no alteration in the sensitivity of chordoma cells to chemotherapy was detected in response to the decrease in eEF2K expression which intriguingly promoted suppression of cell migratory and invasion related properties. CONCLUSION Our findings indicate that the loss of eEF2K expression in chordoma cell lines results in the reduction of metastatic capacity.
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Affiliation(s)
- Esra Aydemir
- Department of Biomedical Engineering, Faculty of Engineering and Natural Sciences, Biruni University, 10. Yil Cad, Protokol Yolu, No: 45 Topkapı, 34010, Istanbul, Turkey.
| | - Emre Can Tüysüz
- Department of Genetics and Bioengineering, Faculty of Engineering, Yeditepe University, Istanbul, Turkey.,Department of Medical Genetics, Yeditepe University Medical School and Yeditepe University Hospital, Istanbul, Turkey.,Department of Translational Medicine, Lund University, Malmö, Sweden
| | - Ömer Faruk Bayrak
- Department of Medical Genetics, Yeditepe University Medical School and Yeditepe University Hospital, Istanbul, Turkey
| | - Didem Tecimel
- Department of Genetics and Bioengineering, Faculty of Engineering, Yeditepe University, Istanbul, Turkey.,Department of Medical Genetics, Yeditepe University Medical School and Yeditepe University Hospital, Istanbul, Turkey
| | - Ayşen Aslı Hızlı-Deniz
- Department of Genetics and Bioengineering, Faculty of Engineering, Yeditepe University, Istanbul, Turkey
| | - Fikrettin Şahin
- Department of Genetics and Bioengineering, Faculty of Engineering, Yeditepe University, Istanbul, Turkey
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Zhao C, Tan T, Zhang E, Wang T, Gong H, Jia Q, Liu T, Yang X, Zhao J, Wu Z, Wei H, Xiao J, Yang C. A chronicle review of new techniques that facilitate the understanding and development of optimal individualized therapeutic strategies for chordoma. Front Oncol 2022; 12:1029670. [PMID: 36465398 PMCID: PMC9708744 DOI: 10.3389/fonc.2022.1029670] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Accepted: 10/19/2022] [Indexed: 09/01/2023] Open
Abstract
Chordoma is a rare malignant bone tumor that mainly occurs in the sacrum and the clivus/skull base. Surgical resection is the treatment of choice for chordoma, but the local recurrence rate is high with unsatisfactory prognosis. Compared with other common tumors, there is not much research and individualized treatment for chordoma, partly due to the rarity of the disease and the lack of appropriate disease models, which delay the discovery of therapeutic strategies. Recent advances in modern techniques have enabled gaining a better understanding of a number of rare diseases, including chordoma. Since the beginning of the 21st century, various chordoma cell lines and animal models have been reported, which have partially revealed the intrinsic mechanisms of tumor initiation and progression with the use of next-generation sequencing (NGS) techniques. In this study, we performed a systematic overview of the chordoma models and related sequencing studies in a chronological manner, from the first patient-derived chordoma cell line (U-CH1) to diverse preclinical models such as the patient-derived organoid-based xenograft (PDX) and patient-derived organoid (PDO) models. The use of modern sequencing techniques has discovered mutations and expression signatures that are considered potential treatment targets, such as the expression of Brachyury and overactivated receptor tyrosine kinases (RTKs). Moreover, computational and bioinformatics techniques have made drug repositioning/repurposing and individualized high-throughput drug screening available. These advantages facilitate the research and development of comprehensive and personalized treatment strategies for indicated patients and will dramatically improve their prognoses in the near feature.
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Affiliation(s)
- Chenglong Zhao
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Tao Tan
- Department of Orthopedics, 905 Hospital of People’s Liberation Army Navy, Shanghai, China
| | - E. Zhang
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Ting Wang
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Haiyi Gong
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Qi Jia
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Tielong Liu
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Xinghai Yang
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Jian Zhao
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Zhipeng Wu
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Haifeng Wei
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Jianru Xiao
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
| | - Cheng Yang
- Spinal Tumor Center, Department of Orthopedic Oncology, Changzheng Hospital, Shanghai, China
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Advances in the development of chordoma models for drug discovery and precision medicine. Biochim Biophys Acta Rev Cancer 2022; 1877:188812. [DOI: 10.1016/j.bbcan.2022.188812] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 08/31/2022] [Accepted: 09/28/2022] [Indexed: 12/24/2022]
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Passeri T, Dahmani A, Masliah-Planchon J, Naguez A, Michou M, El Botty R, Vacher S, Bouarich R, Nicolas A, Polivka M, Franck C, Schnitzler A, Némati F, Roman-Roman S, Bourdeaut F, Adle-Biassette H, Mammar H, Froelich S, Bièche I, Decaudin D. Dramatic In Vivo Efficacy of the EZH2-Inhibitor Tazemetostat in PBRM1-Mutated Human Chordoma Xenograft. Cancers (Basel) 2022; 14:cancers14061486. [PMID: 35326637 PMCID: PMC8946089 DOI: 10.3390/cancers14061486] [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] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 03/08/2022] [Accepted: 03/10/2022] [Indexed: 02/04/2023] Open
Abstract
Simple Summary Chordomas are rare bone tumors characterized by a high recurrence rate. Presently, no medical treatment is available for advanced diseases due to the lack of molecular data and preclinical models. The current study showed the establishment and characterization of the largest panel chordoma xenografts, allowing pharmacological studies. In one PBRM1-mutated model, we demonstrated a strong therapeutic efficacy of the EZH2-inhibitor tazemetostat, encouraging further research on EZH2-inhibitors in chordomas. Abstract Chordomas are rare neoplasms characterized by a high recurrence rate and a poor long-term prognosis. Considering their chemo-/radio-resistance, alternative treatment strategies are strongly required, but their development is limited by the paucity of relevant preclinical models. Mutations affecting genes of the SWI/SNF complexes are frequently found in chordomas, suggesting a potential therapeutic effect of epigenetic regulators in this pathology. Twelve PDX models were established and characterized on histological and biomolecular features. Patients whose tumors were able to grow into mice had a statistically significant lower progression-free survival than those whose tumors did not grow after in vivo transplantation (p = 0.007). All PDXs maintained the same histopathological features as patients’ tumors. Homozygous deletions of CDKN2A/2B (58.3%) and PBRM1 (25%) variants were the most common genomic alterations found. In the tazemetostat treated PDX model harboring a PBRM1 variant, an overall survival of 100% was observed. Our panel of chordoma PDXs represents a useful preclinical tool for both pharmacologic and biological assessments. The first demonstration of a high antitumor activity of tazemetostat in a PDX model harboring a PBRM1 variant supports further evaluation for EZH2-inhibitors in this subgroup of chordomas.
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Affiliation(s)
- Thibault Passeri
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
- Department of Genetics, Institut Curie, University of Paris Saclay, 75005 Paris, France; (J.M.-P.); (S.V.); (C.F.); (A.S.); (I.B.)
- Department of Neurosurgery, Lariboisière Hospital, Assistance Publique des Hôpitaux de Paris, University of Paris, 75010 Paris, France;
| | - Ahmed Dahmani
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
| | - Julien Masliah-Planchon
- Department of Genetics, Institut Curie, University of Paris Saclay, 75005 Paris, France; (J.M.-P.); (S.V.); (C.F.); (A.S.); (I.B.)
| | - Adnan Naguez
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
| | - Marine Michou
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
| | - Rania El Botty
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
| | - Sophie Vacher
- Department of Genetics, Institut Curie, University of Paris Saclay, 75005 Paris, France; (J.M.-P.); (S.V.); (C.F.); (A.S.); (I.B.)
| | - Rachida Bouarich
- Integrated Cancer Research Site, Institut Curie, 75005 Paris, France; (R.B.); (F.B.)
| | - André Nicolas
- Department of Tumor Biology, Institut Curie, 75005 Paris, France;
| | - Marc Polivka
- Department of Pathology, Lariboisière Hospital, Assistance Publique des Hôpitaux de Paris, University of Paris, UMR 1141 Inserm, 75010 Paris, France; (M.P.); (H.A.-B.)
| | - Coralie Franck
- Department of Genetics, Institut Curie, University of Paris Saclay, 75005 Paris, France; (J.M.-P.); (S.V.); (C.F.); (A.S.); (I.B.)
| | - Anne Schnitzler
- Department of Genetics, Institut Curie, University of Paris Saclay, 75005 Paris, France; (J.M.-P.); (S.V.); (C.F.); (A.S.); (I.B.)
| | - Fariba Némati
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
| | - Sergio Roman-Roman
- Department of Translational Research, Institut Curie, University of Paris Saclay, 75005 Paris, France;
| | - Franck Bourdeaut
- Integrated Cancer Research Site, Institut Curie, 75005 Paris, France; (R.B.); (F.B.)
| | - Homa Adle-Biassette
- Department of Pathology, Lariboisière Hospital, Assistance Publique des Hôpitaux de Paris, University of Paris, UMR 1141 Inserm, 75010 Paris, France; (M.P.); (H.A.-B.)
| | - Hamid Mammar
- Proton Therapy Center, Institut Curie, 91400 Orsay, France;
| | - Sébastien Froelich
- Department of Neurosurgery, Lariboisière Hospital, Assistance Publique des Hôpitaux de Paris, University of Paris, 75010 Paris, France;
| | - Ivan Bièche
- Department of Genetics, Institut Curie, University of Paris Saclay, 75005 Paris, France; (J.M.-P.); (S.V.); (C.F.); (A.S.); (I.B.)
| | - Didier Decaudin
- Laboratory of Preclinical Investigation, Translational Research Department, Institut Curie, University of Paris Saclay, 75005 Paris, France; (T.P.); (A.D.); (A.N.); (M.M.); (R.E.B.); (F.N.)
- Department of Medical Oncology, Institut Curie, 75005 Paris, France
- Correspondence: ; Tel.: +33-1-56-24-62-40
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Heft Neal ME, Michmerhuizen NL, Kovatch KJ, Owen JHJ, Zhai J, Jiang H, McKean EL, Prince ME, Brenner JC. Advancement of PI3 Kinase Inhibitor Combination Therapies for PI3K-Aberrant Chordoma. J Neurol Surg B Skull Base 2022; 83:87-98. [PMID: 35155075 PMCID: PMC8824629 DOI: 10.1055/s-0040-1716694] [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: 05/05/2020] [Accepted: 07/19/2020] [Indexed: 10/23/2022] Open
Abstract
Objectives Targeted inhibitors of the PI3 kinase (PI3K) pathway have shown promising but incomplete antitumor activity in preclinical chordoma models. The aim of this study is to advance methodology for a high-throughput drug screen using chordoma models to identify new combination therapies for chordoma. Study Design Present work is an in vitro study. Setting The study conducted at an academic research laboratory. Materials and Methods An in vitro study on automated high-throughput screening of chordoma cells was performed using a library of 1,406 drugs as both mono- and combination therapies with PI3K inhibitors. Combination indices were determined for dual therapies and synergistic outliers were identified as potential therapeutic agents. T (brachyury) siRNA knockdown in combination with PI3K pathway inhibition was also assessed. Results Fifty-nine combination therapies were identified as having potential therapeutic efficacy. Effective combinations included PI3K inhibitors with GSK1838705A (ALK/IGF-1R inhibitor), LY2874455 (VEGFR/FGFR inhibitor), El1 (selective Ezh2 inhibitor), and (-)-p-bromotetramisole oxalate (alkaline phosphatase inhibitor). The top ranking targets identified included ALK, PDGFR, VEGFR, aurora kinase, and BCL-2. T (brachyury) inhibition produced significant reduction in cell viability and growth; however PI3K inhibition in combination with T (brachyury) knockdown did not result in further reduction in growth and viability in vitro. Conclusion High throughput with in vitro combination screening is feasible with chordoma cells and allows for rapid identification of synergistic dual-therapies. Potential combination therapies and targetable pathways were identified. T (brachyury) knockdown produced significant reduction in cell viability, but did not show additional benefit with PI3K pathway inhibition in this model. Further in vitro and in vivo validation of these therapeutic combinations is warranted.
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Affiliation(s)
- Molly E. Heft Neal
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
| | - Nicole L. Michmerhuizen
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
- Department of Pharmacology, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Kevin J. Kovatch
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
| | - John Henry J. Owen
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
| | - Jingyi Zhai
- Department of Biostatistics, School of Public Heath, University of Michigan, Ann Arbor, Michigan, United States
| | - Hui Jiang
- Department of Biostatistics, School of Public Heath, University of Michigan, Ann Arbor, Michigan, United States
- Rogel Cancer Center, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Erin L. McKean
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
| | - Mark E.P. Prince
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
| | - J. Chad Brenner
- Department of Otolaryngology—Head and Neck Surgery, University of Michigan, Ann Arbor, Michigan, United States
- Department of Pharmacology, University of Michigan Medical School, Ann Arbor, Michigan, United States
- Rogel Cancer Center, University of Michigan Medical School, Ann Arbor, Michigan, United States
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Inducing substances for chondrogenic differentiation of dental pulp stem cells in the conditioned medium of a novel chordoma cell line. Hum Cell 2022; 35:745-755. [DOI: 10.1007/s13577-021-00662-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Accepted: 12/11/2021] [Indexed: 01/14/2023]
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9
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Hoke AT, Padget MR, Fabian KP, Nandal A, Gallia GL, Bilusic M, Soon-Shiong P, Hodge JW, London NR. Combinatorial Natural Killer Cell-based Immunotherapy Approaches Selectively Target Chordoma Cancer Stem Cells. CANCER RESEARCH COMMUNICATIONS 2021; 1:127-139. [PMID: 35765577 PMCID: PMC9236084 DOI: 10.1158/2767-9764.crc-21-0020] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
Chordoma is a rare tumor derived from notochord remnants that has a propensity to recur and metastasize despite conventional multimodal treatment. Cancer stem cells (CSC) are implicated in chordoma's resistant and recurrent behavior; thus strategies that target CSCs are of particular interest. Using in vitro cytotoxicity models, we demonstrated that anti-programmed death-ligand 1 (N-601) and anti-epidermal growth factor receptor (cetuximab) antibodies enhanced lysis of chordoma cells by healthy donor and chordoma patient NK cells through antibody-dependent cellular cytotoxicity (ADCC). Treatment of NK cells with an IL-15 superagonist complex (N-803) increased their cytotoxicity against chordoma cells, which was further enhanced by treatment with N-601 and/or cetuximab. PD-L1-targeted chimeric antigen receptor NK cells (PD-L1 t-haNKs) were also effective against chordoma cells. CSCs were preferentially vulnerable to NK cell killing in the presence of N-601 and N-803. Flow cytometric analysis of a chordoma CSC population showed that CSCs expressed significantly more NK activating ligand B7-H6 and PD-L1 than non-CSCs, thus explaining a potential mechanism of selective targeting. These data suggest that chordoma may be effectively targeted by combinatorial NK cell-mediated immunotherapeutic approaches and that the efficacy of these approaches in chordoma and other CSC-driven tumor types should be investigated further in clinical studies.
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Affiliation(s)
- Austin T.K. Hoke
- Sinonasal and Skull Base Tumor Program, National Institutes on Deafness and Other Communication Disorders, NIH, Bethesda, Maryland
- University of North Carolina at Chapel Hill, School of Medicine, Chapel Hill, North Carolina
| | - Michelle R. Padget
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, NCI, NIH, Bethesda, Maryland
| | - Kellsye P. Fabian
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, NCI, NIH, Bethesda, Maryland
| | - Anjali Nandal
- Sinonasal and Skull Base Tumor Program, National Institutes on Deafness and Other Communication Disorders, NIH, Bethesda, Maryland
| | - Gary L. Gallia
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Marijo Bilusic
- Genitourinary Malignancies Branch, Center for Cancer Research, NCI, NIH, Bethesda, Maryland
| | | | - James W. Hodge
- Laboratory of Tumor Immunology and Biology, Center for Cancer Research, NCI, NIH, Bethesda, Maryland
| | - Nyall R. London
- Sinonasal and Skull Base Tumor Program, National Institutes on Deafness and Other Communication Disorders, NIH, Bethesda, Maryland
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Corresponding Author: Nyall R. London Jr., Sinonasal and Skull Base Tumor Program, National Institute on Deafness and Other Communications Disorders (NIDCD), NIH, 10 Center Drive Room #7N256, Bethesda, MD USA 20892-2320. Phone: 301-402-4216; E-mail:
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10
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Locquet MA, Dechaume AL, Berchard P, Abbes L, Pissaloux D, Tirode F, Ramos I, Bedoucha J, Valantin J, Karanian M, Perret R, Gille O, Blay JY, Dutour A. Aldehyde Dehydrogenase, a Therapeutic Target in Chordoma: Analysis in 3D Cellular Models. Cells 2021; 10:cells10020399. [PMID: 33672032 PMCID: PMC7919493 DOI: 10.3390/cells10020399] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 01/29/2021] [Accepted: 02/08/2021] [Indexed: 12/12/2022] Open
Abstract
Chordomas are rare, slow-growing tumors of the axial skeleton. These tumors are locally aggressive and refractory to conventional therapies. Radical surgery and radiation remain the first-line treatments. Despite these aggressive treatments, chordomas often recur and second-line treatment options are limited. The mechanisms underlying chordoma radioresistance remain unknown, although several radioresistant cancer cells have been shown to respond favorably to aldehyde dehydrogenase (ALDH) inhibition. The study of chordoma has been delayed by small patient cohorts and few available models due to the scarcity of these tumors. We thus created cellular 3D models of chordoma by using low-adherence culture systems. Then, we evaluated their radiosensitivity using colony-forming and spheroid size assays. Finally, we determined whether pharmacologically inhibiting ALDH increased their radiosensitivity. We found that 3D cellular models of chordoma (derived from primary, relapse, and metastatic tumors) reproduce the histological and gene expression features of the disease. The metastatic, relapse, and primary spheroids displayed high, medium, and low radioresistance, respectively. Moreover, inhibiting ALDH decreased the radioresistance in all three models.
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Affiliation(s)
- Marie-Anaïs Locquet
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
| | - Anne-Lise Dechaume
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
| | - Paul Berchard
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
| | - Lhorra Abbes
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
| | - Daniel Pissaloux
- Department of Biopathology, Centre Leon Berard, F-69008 Lyon, France;
- Team Genetics, Epigenetics and Biology of Sarcomas, Univ Lyon, Université Claude Bernard Lyon 1, INSERM1052, CNRS5286, Cancer Research Center of Lyon, Centre Leon Berard, F-69008 Lyon, France; (F.T.); (M.K.)
| | - Franck Tirode
- Team Genetics, Epigenetics and Biology of Sarcomas, Univ Lyon, Université Claude Bernard Lyon 1, INSERM1052, CNRS5286, Cancer Research Center of Lyon, Centre Leon Berard, F-69008 Lyon, France; (F.T.); (M.K.)
| | - Inès Ramos
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
| | - Julie Bedoucha
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
| | - Julie Valantin
- Research Pathology Platform, Department of Translational Research and Innovation, Centre Leon Berard, F-69008 Lyon, France;
- Fondation Synergie Lyon Cancer, F-69008 Lyon, France
| | - Marie Karanian
- Department of Biopathology, Centre Leon Berard, F-69008 Lyon, France;
- Team Genetics, Epigenetics and Biology of Sarcomas, Univ Lyon, Université Claude Bernard Lyon 1, INSERM1052, CNRS5286, Cancer Research Center of Lyon, Centre Leon Berard, F-69008 Lyon, France; (F.T.); (M.K.)
| | - Raul Perret
- Department of Biopathology, Institut Bergonié, F-33000 Bordeaux, France;
| | - Olivier Gille
- Orthopedic Spinal Surgery Unit 1, Bordeaux University Hospital, F-33000 Bordeaux, France;
| | - Jean-Yves Blay
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
- Medical Oncology Department, Centre Leon Berard, F-69008 Lyon, France
| | - Aurélie Dutour
- Team Cell Death and Pediatric Cancer, Cancer Initiation and Tumor Cell Identity Department, INSERM1052, CNRS5286, Cancer Research Center of Lyon, F-69008 Lyon, France; (M.-A.L.); (A.-L.D.); (P.B.); (L.A.); (I.R.); (J.B.); (J.-Y.B.)
- Correspondence:
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11
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Traylor JI, Sheppard HE, Ravikumar V, Breshears J, Raza SM, Lin CY, Patel SR, DeMonte F. Computational Drug Repositioning Identifies Potentially Active Therapies for Chordoma. Neurosurgery 2021; 88:428-436. [PMID: 33017025 PMCID: PMC7803434 DOI: 10.1093/neuros/nyaa398] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Accepted: 06/28/2020] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Chordomas are aggressive bone tumors that often recur despite maximal resection and adjuvant radiation. To date there are no Food and Drug Administration (FDA)-approved chemotherapies. Computational drug repositioning is an expanding approach to identify pharmacotherapies for clinical trials. OBJECTIVE To identify FDA-approved compounds for repurposing in chordoma. METHODS Previously identified highly differentially expressed genes from chordoma tissue samples at our institution were compared with pharmacogenomic interactions in the Comparative Toxicogenomics Database (CTD) using ksRepo, a drug-repositioning platform. Compounds selected by ksRepo were then validated in CH22 and UM-Chor1 human chordoma cells in Vitro. RESULTS A total of 13 chemical compounds were identified in silico from the CTD, and 6 were selected for preclinical validation in human chordoma cell lines based on their clinical relevance. Of these, 3 identified drugs are FDA-approved chemotherapies for other malignancies (cisplatin, cytarabine, and lucanthone). Cytarabine, a deoxyribonucleic acid polymerase inhibitor approved for the treatment of various leukemias, exhibited a significant concentration-dependent effect against CH22 and UM-Chor1 cells when compared to positive (THZ1) and negative (venetoclax) controls. Tretinoin exhibited a significant concentration-dependent cytotoxic effect in CH22, sacral chordoma-derived cell lines but to a much lesser extent in UM-Chor1, a cell line derived from skull base chordoma. CONCLUSION Cytarabine administration reduces the viability of human chordoma cells. The equally effective reduction in viability seen with tretinoin seems to be cell line dependent. Based on our findings, we recommend the evaluation of cytarabine and tretinoin in an expanded set of human chordoma cell lines and animal models.
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Affiliation(s)
- Jeffrey I Traylor
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Hadley E Sheppard
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas
| | - Visweswaran Ravikumar
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jonathan Breshears
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Shaan M Raza
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Charles Y Lin
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas
- Kronos Bio, Cambridge, Massachusetts
| | - Shreyaskumar R Patel
- Department of Sarcoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Franco DeMonte
- Department of Neurosurgery, The University of Texas MD Anderson Cancer Center, Houston, Texas
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Cao X, Lu Y, Liu Y, Zhou Y, Song H, Zhang W, Davis D, Cui J, Hao S, Jung J, Wu Q, Park DM, Yang C. Combination of PARP inhibitor and temozolomide to suppress chordoma progression. J Mol Med (Berl) 2019; 97:1183-1193. [PMID: 31201471 DOI: 10.1007/s00109-019-01802-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2018] [Revised: 05/15/2019] [Accepted: 05/21/2019] [Indexed: 01/22/2023]
Abstract
Chordoma, a malignant bone cancer, is highly resistant to conventional therapeutic approaches; this greatly limits radio- and chemotherapeutic options and disease management. In the present study, we investigated three patient-derived chordoma cell lines to elucidate the molecular mechanism of resistance to therapeutics. An in vitro high-throughput chemical screening assay and an in vivo xenograft model were used to identify novel chemosensitizers for chordoma. We found that patient-derived chordoma cell lines recapitulated disease phenotypes, which were highlighted by robust resistance to medical therapy manifested as lack of DNA damage accumulation. Mechanistically, the PARP DNA repair pathway was found to play a central role in this resistance. Chemical screening confirmed that PARP inhibitors could strikingly enhance temozolomide (TMZ) therapy in chordoma cells. Combining the FDA-approved PARP inhibitor, olaparib, with chemotherapeutics not only potentiated DNA damage accumulation, cell cycle arrest, and apoptosis in vitro but also suppressed chordoma xenograft expansion in vivo. We conclude that combining PARP inhibition with TMZ could be an effective therapeutic approach for the clinical management of chordoma. KEY MESSAGES: The PARP DNA repair pathway enhances chemoresistance in chordoma cells. Combining PARP inhibitors with genotoxic agents induces chordoma cell cytotoxicity. PARP inhibitor combining with temozolomide suppresses growth of chordoma in vivo.
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Affiliation(s)
- Xiaoyu Cao
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, People's Republic of China.,Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Yanxin Lu
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA.,Basic Medical Science Department, Zunyi Medical College-Zhuhai Campus, Zhuhai, Guangdong, 519041, People's Republic of China.,Shenzhen Key Laboratory of Genitourinary Tumor, Shenzhen Second People's Hospital, First Affiliated Hospital of Shenzhen University, Shenzhen, 518000, Guangdong, China
| | - Yang Liu
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Yiqiang Zhou
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Hua Song
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Wei Zhang
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Dionne Davis
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Jing Cui
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Shuyu Hao
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, People's Republic of China
| | - Jinkyu Jung
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Qixin Wu
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA
| | - Deric M Park
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA. .,Department of Neurology and the Committee on Clinical Pharmacology and Pharmacogenomics, The University of Chicago, Chicago, IL, 60637, USA.
| | - Chunzhang Yang
- Neuro-Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Building 37, Room 1142E, Bethesda, MD, 20892, USA.
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Buizza G, Molinelli S, D'Ippolito E, Fontana G, Pella A, Valvo F, Preda L, Orecchia R, Baroni G, Paganelli C. MRI-based tumour control probability in skull-base chordomas treated with carbon-ion therapy. Radiother Oncol 2019; 137:32-37. [PMID: 31051372 DOI: 10.1016/j.radonc.2019.04.018] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Revised: 03/30/2019] [Accepted: 04/18/2019] [Indexed: 12/22/2022]
Abstract
PURPOSE To derive personalized tumour control probability (TCP) models, using diffusion-weighted (DW-) MRI for defining initial tumour cellular density in skull-base chordoma patients undergoing carbon-ion radiotherapy (CIRT). MATERIALS AND METHODS 67 patients affected by skull-base chordoma were enrolled for a standardized CIRT treatment (70.4 Gy (RBE) prescription dose). Local control information was clinically assessed. For 20 of them, apparent diffusion coefficient (ADC) maps were computed from DW-MRI and then converted into cellular density. Radiosensitivity parameters (α, β) were estimated from the available data through an optimization procedure, taking advantage of a relationship observed between local control and the dose received by at least the 98% of the gross tumour volume. These parameters were fed into two poissonian TCP models, based on the LQ model, being the first (TCPLIT) computed from literature parameters and the second (TCPADC) enriched by a personalized initial cellular density derived from ADC maps. RESULTS The inclusion of the cellular density derived from ADC into TCPADC yielded slightly higher dose values at which TCP = 0.5 (D50 = 38.91 Gy (RBE)) with respect to TCPLIT (D5034.16 Gy (RBE)). This suggested a more conservative approach, even if the prognostic power of TCPADC and TCPLIT, tested with respect to local control, was equivalent in terms of sensitivity (0.867) and specificity (0.600). CONCLUSIONS Both TCPADC and TCPLIT exhibited good agreement with a clinically validated information of local control, the former providing more conservative predictions.
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Affiliation(s)
- Giulia Buizza
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Italy.
| | - Silvia Molinelli
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Emma D'Ippolito
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Giulia Fontana
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Andrea Pella
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Francesca Valvo
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Lorenzo Preda
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy; Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, Italy
| | - Roberto Orecchia
- National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Guido Baroni
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Italy; National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy
| | - Chiara Paganelli
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Italy
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Characterization of a Clival Chordoma Xenograft Model Reveals Tumor Genomic Instability. THE AMERICAN JOURNAL OF PATHOLOGY 2018; 188:2902-2911. [DOI: 10.1016/j.ajpath.2018.08.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Revised: 07/28/2018] [Accepted: 08/02/2018] [Indexed: 01/24/2023]
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