1
|
Bilous M, Serdjebi C, Boyer A, Tomasini P, Pouypoudat C, Barbolosi D, Barlesi F, Chomy F, Benzekry S. Quantitative mathematical modeling of clinical brain metastasis dynamics in non-small cell lung cancer. Sci Rep 2019; 9:13018. [PMID: 31506498 PMCID: PMC6736889 DOI: 10.1038/s41598-019-49407-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 08/23/2019] [Indexed: 12/25/2022] Open
Abstract
Brain metastases (BMs) are associated with poor prognosis in non-small cell lung cancer (NSCLC), but are only visible when large enough. Therapeutic decisions such as whole brain radiation therapy would benefit from patient-specific predictions of radiologically undetectable BMs. Here, we propose a mathematical modeling approach and use it to analyze clinical data of BM from NSCLC. Primary tumor growth was best described by a gompertzian model for the pre-diagnosis history, followed by a tumor growth inhibition model during treatment. Growth parameters were estimated only from the size at diagnosis and histology, but predicted plausible individual estimates of the tumor age (2.1-5.3 years). Multiple metastatic models were further assessed from fitting either literature data of BM probability (n = 183 patients) or longitudinal measurements of visible BMs in two patients. Among the tested models, the one featuring dormancy was best able to describe the data. It predicted latency phases of 4.4-5.7 months and onset of BMs 14-19 months before diagnosis. This quantitative model paves the way for a computational tool of potential help during therapeutic management.
Collapse
Affiliation(s)
- M Bilous
- MONC team, Inria Bordeaux Sud-Ouest, Talence, France
- Institut de Mathématiques de Bordeaux, Bordeaux University, Talence, France
| | - C Serdjebi
- SMARTc Unit, Center for Research on Cancer of Marseille (CRCM), Inserm UMR 1068, CNRS UMR 7258, Aix-Marseille University U105, Marseille, France
| | - A Boyer
- SMARTc Unit, Center for Research on Cancer of Marseille (CRCM), Inserm UMR 1068, CNRS UMR 7258, Aix-Marseille University U105, Marseille, France
- Multidisciplinary Oncology and Therapeutic Innovations Department and CRCM, Inserm UMR 1068, CNRS UMR 7258, Assistance Publique Hôpitaux de Marseille, Aix Marseille University, Marseille, France
| | - P Tomasini
- Multidisciplinary Oncology and Therapeutic Innovations Department and CRCM, Inserm UMR 1068, CNRS UMR 7258, Assistance Publique Hôpitaux de Marseille, Aix Marseille University, Marseille, France
| | - C Pouypoudat
- Radiation oncology department, Haut-Lévêque Hospital, Pessac, France
| | - D Barbolosi
- SMARTc Unit, Center for Research on Cancer of Marseille (CRCM), Inserm UMR 1068, CNRS UMR 7258, Aix-Marseille University U105, Marseille, France
| | - F Barlesi
- SMARTc Unit, Center for Research on Cancer of Marseille (CRCM), Inserm UMR 1068, CNRS UMR 7258, Aix-Marseille University U105, Marseille, France
- Multidisciplinary Oncology and Therapeutic Innovations Department and CRCM, Inserm UMR 1068, CNRS UMR 7258, Assistance Publique Hôpitaux de Marseille, Aix Marseille University, Marseille, France
| | - F Chomy
- Clinical oncology department, Institut Bergonié, Bordeaux, France
| | - S Benzekry
- MONC team, Inria Bordeaux Sud-Ouest, Talence, France.
- Institut de Mathématiques de Bordeaux, Bordeaux University, Talence, France.
| |
Collapse
|
2
|
Sinclair G, Benmakhlouf H, Martin H, Brigui M, Maeurer M, Dodoo E. The role of radiosurgery in the acute management of fourth ventricle compression due to brain metastases. Surg Neurol Int 2018; 9:112. [PMID: 29930878 PMCID: PMC5991270 DOI: 10.4103/sni.sni_387_17] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2017] [Accepted: 12/26/2017] [Indexed: 11/16/2022] Open
Abstract
Background: Approximately 20–30% of all intracranial metastases are located in the posterior fossa. The clinical evolution hinges on factors such as tumor growth dynamics, local topographic conditions, performance status, and prompt intervention. Fourth ventricle (V4) compression with secondary life-threatening obstructive hydrocephalus remains a major concern, often requiring acute surgical intervention. We have previously reported on the application of adaptive hypofractionated Gamma Knife Radiosurgery in the acute management of critically located metastases, a technique known to us as rapid rescue radiosurgery (3R). We report the results of 3R in the management of posterior fossa lesions and ensuing V4 decompression. Case Descriptions: Four patients with V4 compression due to posterior fossa metastases were treated with 3R by three separate gamma knife radiosurgical sessions (GKRS) over a period of seven days. Mean V4 volume was 1.02 cm3 at GKRS 1, 1.13 cm3 at GKRS 2, and 1.12 cm3 at GKRS 3. Mean tumor volume during the week of treatment was 10 cm3 at both GKRS 1 and 2 and 9 cm3 at GKRS 3. On average, we achieved a tumor volume reduction of 52% and a V4 size increase of 64% at the first follow-up (4 weeks after GKRS 3). Long-term follow-up showed continued local tumor control, stable V4 volume, and absence of hydrocephalus. Conclusion: For this series, 3R was effective in terms of rapid tumor ablation, V4 decompression, and limited radiation-induced toxicity. This surgical procedure may become an additional tool in the management of intractable posterior fossa metastasis with V4 compression.
Collapse
Affiliation(s)
- G Sinclair
- Department of Neurosurgery, Karolinska University Hospital, Stockholm, Sweden
| | - H Benmakhlouf
- Department of Medical Radiation Physics and Nuclear Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - H Martin
- Department of Neuroradiology, Karolinska University Hospital, Stockholm, Sweden
| | - M Brigui
- Department of Neurosurgery, Karolinska University Hospital, Stockholm, Sweden
| | - M Maeurer
- Division of Therapeutic Immunology, Department of Laboratory Medicine, Karolinska Institute, Centre for Allogeneic Stem Cell Transplantation, Karolinska University Hospital, Stockholm, Sweden
| | - E Dodoo
- Department of Neurosurgery, Karolinska University Hospital, Stockholm, Sweden
| |
Collapse
|
3
|
Patla A, Walasek T, Jakubowicz J, Blecharz P, Mituś JW, Mucha-Małecka A, Reinfuss M. Methods and results of locoregional treatment of brain metastases in patients with non-small cell lung cancer. Contemp Oncol (Pozn) 2016; 20:358-364. [PMID: 28373816 PMCID: PMC5371699 DOI: 10.5114/wo.2015.51825] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2014] [Accepted: 07/01/2014] [Indexed: 11/17/2022] Open
Abstract
This article presents methods and results of surgery and radiotherapy of brain metastases from non-small cell lung cancer (BMF-NSCLC). Patients with single BMF-NSCLC, with Karnofsky score ≥ 70 and controlled extracranial disease are the best candidates for surgery. Stereotactic radiosurgery (SRS) is recommended in patients with 1-3 BMF-NSCLC below 3-3.5 cm, with minor neurological symptoms, located in parts of the brain not accessible to surgery, with controlled extracranial disease. Whole brain radiotherapy (WBRT) following SRS reduces the risk of local relapse; in selected patients median survival reaches more than 10 months. Whole brain radiotherapy alone is a treatment in patients with multiple metastases, poor performance status, uncontrolled extracranial disease, disqualified from surgery or SRS with median survival 3 to 6 months. There is no doubt that there are patients with BMF-NSCLC who should receive only the best supportive care. There is a debate in the literature on how to select these patients.
Collapse
Affiliation(s)
- Anna Patla
- Department of Radiotherapy, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| | - Tomasz Walasek
- Department of Radiotherapy, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| | - Jerzy Jakubowicz
- Department of Oncology, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| | - Paweł Blecharz
- Department of Gynaecological Oncology, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| | - Jerzy Władysław Mituś
- Department of Surgical Oncology, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| | - Anna Mucha-Małecka
- Department of Oncology, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| | - Marian Reinfuss
- Department of Radiotherapy, Maria Sklodowska-Curie Memorial Cancer Centre and Institute of Oncology, Krakow Branch, Poland
| |
Collapse
|
4
|
Joubert C, Boissonneau S, Fina F, Figarella-Branger D, Ouafik L, Fuentes S, Dufour H, Gonçalves A, Charaffe-Jauffret E, Metellus P. [Immunohistochemical hormonal mismatch and human epidermal growth factor type 2 [HER2] phenotype of brain metastases in breast cancer carcinoma compared to primary tumors]. Neurochirurgie 2016; 62:151-6. [PMID: 27236733 DOI: 10.1016/j.neuchi.2016.01.007] [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: 01/05/2015] [Revised: 01/22/2016] [Accepted: 01/29/2016] [Indexed: 11/29/2022]
Abstract
INTRODUCTION Phenotype changes between primary tumor and the corresponding brain metastases are recent reported data. Breast cancer, with biological markers predicting prognosis and guiding therapeutic strategy remains an interesting model to observe and evaluate theses changes. The objective of our study was to compare molecular features (estrogen receptor [ER], progesterone receptor [PR], and human epidermal growth factor receptor type 2, [HER2]) between brain metastases and its primary tumor in patients presenting with pathologically confirmed breast cancer. MATERIAL AND METHODS This retrospective study was based on the immunohistochemical analysis of the brain metastases paraffin embedded samples stored in our institutional tumor bank, after surgical resection. The level of expression of hormonal receptors and HER2 on brain metastases were centrally reviewed and compared to the expression status in primary breast cancer from medical records. RESULTS Forty-four samples of brain metastases were available for analysis. Hormonal receptor modification status was observed in 11/44 brain metastases (25%) for ER and 6/44 (13.6%) for PR. A modification of HER2 overexpression was observed in brain metastases in 6/44 (13.6%). Molecular subtype modification was shown in 17 cases (38.6%). A significant difference was demonstrated between time to develop brain metastases in cases without status modification (HER2, ER and PR) (med=49.5months [7.8-236.4]) and in cases in which brain metastases status differs from primary tumor (med=27.5months [0-197.3]), (P=0.0244, IC95=3.09-51.62, Mann and Whitney test). CONCLUSION the main interest of this study was to focus on the molecular feature changes between primary tumor and their brain metastases. Time to develop brain metastases was correlated to phenotypic changes in brain metastases.
Collapse
Affiliation(s)
- C Joubert
- Département de neurochirurgie, Aix-Marseille université, CHU Timone, AP-HM, 264, rue Saint-Pierre, 13005 Marseille cedex 05, France
| | - S Boissonneau
- Département de neurochirurgie, Aix-Marseille université, CHU Timone, AP-HM, 264, rue Saint-Pierre, 13005 Marseille cedex 05, France
| | - F Fina
- Inserm UMR 911, CRO2, Aix-Marseille université, Marseille, France; Laboratoire de transfert d'oncologie biologique, Aix-Marseille université, AP-HM, Marseille, France
| | - D Figarella-Branger
- Laboratoire de transfert d'oncologie biologique, Aix-Marseille université, AP-HM, Marseille, France; Département d'anatomie pathologique, Aix-Marseille Université, CHU Timone, AP-HM, Marseille, France
| | - L Ouafik
- Inserm UMR 911, CRO2, Aix-Marseille université, Marseille, France; Laboratoire de transfert d'oncologie biologique, Aix-Marseille université, AP-HM, Marseille, France
| | - S Fuentes
- Département de neurochirurgie, Aix-Marseille université, CHU Timone, AP-HM, 264, rue Saint-Pierre, 13005 Marseille cedex 05, France
| | - H Dufour
- Département de neurochirurgie, Aix-Marseille université, CHU Timone, AP-HM, 264, rue Saint-Pierre, 13005 Marseille cedex 05, France
| | - A Gonçalves
- Département d'oncologie moléculaire, centre de lutte contre le cancer, institut Paoli-Calmettes, Marseille, France
| | - E Charaffe-Jauffret
- Département d'anatomie pathologique, centre de lutte contre le cancer, institut Paoli-Calmettes, Marseille, France
| | - P Metellus
- Département de neurochirurgie, Aix-Marseille université, CHU Timone, AP-HM, 264, rue Saint-Pierre, 13005 Marseille cedex 05, France; Inserm UMR 911, CRO2, Aix-Marseille université, Marseille, France.
| |
Collapse
|
5
|
La conscience autonoétique dans les métastases cérébrales : regards croisés sur le voyage mental dans le temps. PSYCHO-ONCOLOGIE 2016. [DOI: 10.1007/s11839-016-0563-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
|
6
|
Abstract
Brain metastases from primary lung cancer represent 40% of all brain metastases. On the other hand, 10 to 80% of primary lung cancer patients will present with synchronous or metachronous brain metastases. Management of these patients is therefore a big challenge. The management will depend on the circumstances of diagnosis (symptomatic or not), the cancer history (synchronous or metachronous brain metastases), the histology and the number of lesions.
Collapse
|