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Wertheim KY, Chisholm R, Richmond P, Walker D. Multicellular model of neuroblastoma proposes unconventional therapy based on multiple roles of p53. PLoS Comput Biol 2024; 20:e1012648. [PMID: 39715281 DOI: 10.1371/journal.pcbi.1012648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Accepted: 11/18/2024] [Indexed: 12/25/2024] Open
Abstract
Neuroblastoma is the most common extra-cranial solid tumour in children. Over half of all high-risk cases are expected to succumb to the disease even after chemotherapy, surgery, and immunotherapy. Although the importance of MYCN amplification in this disease is indisputable, the mechanistic details remain enigmatic. Here, we present a multicellular model of neuroblastoma comprising a continuous automaton, discrete cell agents, and a centre-based mechanical model, as well as the simulation results we obtained with it. The continuous automaton represents the tumour microenvironment as a grid-like structure, where each voxel is associated with continuous variables such as the oxygen level therein. Each discrete cell agent is defined by several attributes, including its cell cycle position, mutations, gene expression pattern, and more with behaviours such as cell cycling and cell death being stochastically dependent on these attributes. The centre-based mechanical model represents the properties of these agents as physical objects, describing how they repel each other as soft spheres. By implementing a stochastic simulation algorithm on modern GPUs, we simulated the dynamics of over one million neuroblastoma cells over a period of months. Specifically, we set up 1200 heterogeneous tumours and tracked the MYCN-amplified clone's dynamics in each, revealed the conditions that favour its growth, and tested its responses to 5000 drug combinations. Our results are in agreement with those reported in the literature and add new insights into how the MYCN-amplified clone's reproductive advantage in a tumour, its gene expression profile, the tumour's other clones (with different mutations), and the tumour's microenvironment are inter-related. Based on the results, we formulated a hypothesis, which argues that there are two distinct populations of neuroblastoma cells in the tumour; the p53 protein is pro-survival in one and pro-apoptosis in the other. It follows that alternating between inhibiting MDM2 to restore p53 activity and inhibiting ARF to attenuate p53 activity is a promising, if unorthodox, therapeutic strategy. The multicellular model has the advantages of modularity, high resolution, and scalability, making it a potential foundation for creating digital twins of neuroblastoma patients.
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Affiliation(s)
- Kenneth Y Wertheim
- Insigneo Institute for in Silico Medicine, University of Sheffield, Sheffield, United Kingdom
- Department of Computer Science, University of Sheffield, Sheffield, United Kingdom
- Centre of Excellence for Data Science, Artificial Intelligence, and Modelling, University of Hull, Kingston upon Hull, United Kingdom
- School of Computer Science, University of Hull, Kingston upon Hull, United Kingdom
| | - Robert Chisholm
- Department of Computer Science, University of Sheffield, Sheffield, United Kingdom
| | - Paul Richmond
- Department of Computer Science, University of Sheffield, Sheffield, United Kingdom
| | - Dawn Walker
- Insigneo Institute for in Silico Medicine, University of Sheffield, Sheffield, United Kingdom
- Department of Computer Science, University of Sheffield, Sheffield, United Kingdom
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Pieniążek B, Cencelewicz K, Bździuch P, Młynarczyk Ł, Lejman M, Zawitkowska J, Derwich K. Neuroblastoma-A Review of Combination Immunotherapy. Int J Mol Sci 2024; 25:7730. [PMID: 39062971 PMCID: PMC11276848 DOI: 10.3390/ijms25147730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2024] [Revised: 07/05/2024] [Accepted: 07/09/2024] [Indexed: 07/28/2024] Open
Abstract
Neuroblastoma is the most common extracranial solid tumor found in childhood and is responsible for 15% of deaths among children with cancer. Although multimodal therapies focused on surgery, chemotherapy, radiotherapy, and stem cell transplants have favorable results in many cases, the use of conventional therapies has probably reached the limit their possibility. Almost half of the patients with neuroblastoma belong to the high-risk group. Patients in this group require a combination of several therapeutic approaches. It has been shown that various immunotherapies combined with conventional methods can work synergistically. Due to the development of such therapeutic methods, we present combinations and forms of combining immunotherapy, focusing on their mechanisms and benefits but also their limitations and potential side effects.
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Affiliation(s)
- Barbara Pieniążek
- Student Scientific Society of Department of Pediatric Hematology, Oncology and Transplantology, Medical University of Lublin, 20-093 Lublin, Poland; (B.P.); (K.C.); (P.B.)
| | - Katarzyna Cencelewicz
- Student Scientific Society of Department of Pediatric Hematology, Oncology and Transplantology, Medical University of Lublin, 20-093 Lublin, Poland; (B.P.); (K.C.); (P.B.)
| | - Patrycja Bździuch
- Student Scientific Society of Department of Pediatric Hematology, Oncology and Transplantology, Medical University of Lublin, 20-093 Lublin, Poland; (B.P.); (K.C.); (P.B.)
| | - Łukasz Młynarczyk
- Department of Pediatric Oncology, Hematology and Transplantology, Poznan University of Medical Sciences, 60-572 Poznań, Poland; (Ł.M.); (K.D.)
| | - Monika Lejman
- Independent Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland;
| | - Joanna Zawitkowska
- Department of Pediatric Hematology, Oncology and Transplantation, Medical University of Lublin, 20-093 Lublin, Poland
| | - Katarzyna Derwich
- Department of Pediatric Oncology, Hematology and Transplantology, Poznan University of Medical Sciences, 60-572 Poznań, Poland; (Ł.M.); (K.D.)
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Raiser P, Schleiermacher G, Gambart M, Dumont B, Defachelles AS, Thebaud E, Tandonnet J, Pasqualini C, Proust S, Entz-Werle N, Aerts I, Ndounga-Diakou LA, Petit A, Puiseux C, Khanfar C, Rouger J, Mansuy L, Benadiba J, Millot F, Pluchart C, Laghouati S, Geoerger B, Vassal G, Valteau-Couanet D, Berlanga P. Chemo-immunotherapy with dinutuximab beta in patients with relapsed/progressive high-risk neuroblastoma: does chemotherapy backbone matter? Eur J Cancer 2024; 202:114001. [PMID: 38489858 DOI: 10.1016/j.ejca.2024.114001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 02/27/2024] [Accepted: 02/28/2024] [Indexed: 03/17/2024]
Abstract
BACKGROUND Addition of anti-GD2 antibodies to temozolomide-based chemotherapy has demonstrated increased antitumor activity and progression-free survival in patients with relapsed/progressive high-risk neuroblastoma. However, chemo-immunotherapy is not yet approved for this indication. This study presents the chemo-immunotherapy experience in patients with relapsed/progressive high-risk neuroblastoma treated within the off-label use program of the Neuroblastoma Committee of the French Society of Pediatric Oncology (SFCE). METHODS Dinutuximab beta (dB) was administered alongside temozolomide-topotecan (TOTEM) or temozolomide-irinotecan (TEMIRI) at first disease relapse/progression or topotecan-cyclophosphamide (TopoCyclo) at further relapse/progression. Real-world data on demographics, treatment, antitumor activity and safety was collected from all patients after inclusion in SACHA-France (NCT04477681), a prospective national registry, which documents safety and efficacy data on innovative anticancer therapies prescribed to patients ≤ 25 years old as compassionate or off-label use. RESULTS Between February 2021 and July 2023, 39 patients with confirmed relapsed/progressive high-risk neuroblastoma (median age 6 years, range 1-24) were treated with dB+TopoCyclo (n = 24) or dB+TOTEM/TEMIRI (n = 15) across 17 centers. In total, 163 chemo-immunotherapy cycles were administered, main toxicities were mild or moderate, with higher incidence of hematological adverse drug reactions with dB+TopoCyclo than dB+TOTEM/TEMIRI. Objective response rate was 42% for dB+TopoCyclo (CI95% 22-63%) and 40% for dB+TOTEM/TEMIRI (CI95% 16-68%). CONCLUSION Similar objective response rates for dB+TopoCyclo and dB+TOTEM/TEMIRI in patients with relapsed/progressive high-risk neuroblastoma emphasize the importance of chemo-immunotherapy, irrespective of the chemotherapy backbone.
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Affiliation(s)
- Patricia Raiser
- Department of Pediatric and Adolescent Oncology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Gudrun Schleiermacher
- RTOP (Recherche Translationelle en Oncologie Pediatrique), U830 INSERM, Institut Curie, PSL Research University, 75005 Paris, France; SIREDO Oncology Center (Care, Innovation and Research for Children and AYA with Cancer), U830 INSERM, Institut Curie, PSL Research University, 75005 Paris, France
| | - Marion Gambart
- Department of Pediatric Oncology, Toulouse University Hospital, 31300 Toulouse, France
| | - Benoit Dumont
- Department of Pediatric Oncology, Institut d'Hématologie et d'Oncologie Pédiatrique/Centre Léon Bérard, 69008 Lyon, France
| | | | - Estelle Thebaud
- Pediatric Immuno-Hemato-Oncology Unit, CHU Nantes, 44000 Nantes, France
| | - Julie Tandonnet
- Pediatric Hematology-Oncology Department, Centre Hospitalier Universitaire (CHU), 33000 Bordeaux, France
| | - Claudia Pasqualini
- Department of Pediatric and Adolescent Oncology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Stéphanie Proust
- Department of Pediatric Oncology, University Hospital, 49100 Angers, France
| | - Natacha Entz-Werle
- Pediatric Onco-Hematology Unit, University Hospital of Strasbourg, 67200 Strasbourg, France
| | - Isabelle Aerts
- RTOP (Recherche Translationelle en Oncologie Pediatrique), U830 INSERM, Institut Curie, PSL Research University, 75005 Paris, France; SIREDO Oncology Center (Care, Innovation and Research for Children and AYA with Cancer), U830 INSERM, Institut Curie, PSL Research University, 75005 Paris, France
| | - Lee A Ndounga-Diakou
- Pharmacovigilance Unit, Clinical Research Direction, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Arnaud Petit
- Department of Pediatric Hematology and Oncology, Hôpital Armand Trousseau, 75012 Paris, France
| | - Chloe Puiseux
- Department of Pediatric Hemato-Oncology, University Hospital of Rennes, 35200 Rennes, France
| | - Camille Khanfar
- Department of Pediatric Oncology, CHU Amiens Picardie, 80054 Amiens, France
| | - Jeremie Rouger
- Department of Pediatric Hematology and Oncology, University Hospital of Caen, 14000 Caen, France
| | - Ludovic Mansuy
- Department of Pediatric Hematology-Oncology, Children's Hospital of Brabois, 54500 Vandoeuvre Les Nancy, France
| | - Joy Benadiba
- Department of Hemato-Oncology Pediatric, Nice University Hospital, 06000 Nice, France
| | - Frédéric Millot
- Department of Paediatric Haematology and Oncology, Centre Hospitalo-Universitaire de Poitiers, 86000 Poitiers, France
| | - Claire Pluchart
- Department of Paediatric Haematology and Oncology, Centre Hospitalo-Universitaire de Reims, 51100 Reims, France
| | - Salim Laghouati
- Pharmacovigilance Unit, Clinical Research Direction, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Birgit Geoerger
- Department of Pediatric and Adolescent Oncology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France; INSERM U1015, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Gilles Vassal
- Department of Pediatric and Adolescent Oncology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Dominique Valteau-Couanet
- Department of Pediatric and Adolescent Oncology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France
| | - Pablo Berlanga
- Department of Pediatric and Adolescent Oncology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France.
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Muñoz JP, Larrosa C, Chamorro S, Perez-Jaume S, Simao M, Sanchez-Sierra N, Varo A, Gorostegui M, Castañeda A, Garraus M, Lopez-Miralles S, Mora J. Early Salvage Chemo-Immunotherapy with Irinotecan, Temozolomide and Naxitamab Plus GM-CSF (HITS) for Patients with Primary Refractory High-Risk Neuroblastoma Provide the Best Chance for Long-Term Outcomes. Cancers (Basel) 2023; 15:4837. [PMID: 37835531 PMCID: PMC10571514 DOI: 10.3390/cancers15194837] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 09/26/2023] [Accepted: 10/01/2023] [Indexed: 10/15/2023] Open
Abstract
Patients with high-risk neuroblastoma (HR-NB) who are unable to achieve a complete response (CR) to induction therapy have worse outcomes. We investigated the combination of humanized anti-GD2 mAb naxitamab (Hu3F8), irinotecan (I), temozolomide (T), and sargramostim (GM-CSF)-HITS-against primary resistant HR-NB. Eligibility criteria included having a measurable chemo-resistant disease at the end of induction (EOI) treatment. Patients were excluded if they had progressive disease (PD) during induction. Prior anti-GD2 mAb and/or I/T therapy was permitted. Each cycle, administered four weeks apart, comprised Irinotecan 50 mg/m2/day intravenously (IV) plus Temozolomide 150 mg/m2/day orally (days 1-5); naxitamab 2.25 mg/kg/day IV on days 2, 4, 8 and 10, (total 9 mg/kg or 270 mg/m2 per cycle), and GM-CSF 250 mg/m2/day subcutaneously was used (days 6-10). Toxicity was measured using CTCAE v4.0 and responses through the modified International Neuroblastoma Response Criteria (INRC). Thirty-four patients (median age at treatment initiation, 4.9 years) received 164 (median 4; 1-12) HITS cycles. Toxicities included myelosuppression and diarrhea, which was expected with I/T, and pain and hypertension, expected with naxitamab. Grade ≥3-related toxicities occurred in 29 (85%) of the 34 patients; treatment was outpatient. The best responses were CR = 29% (n = 10); PR = 3% (n = 1); SD = 53% (n = 18); PD = 5% (n = 5). For cohort 1 (early treatment), the best responses were CR = 47% (n = 8) and SD = 53% (n = 9). In cohort 2 (late treatment), the best responses were CR = 12% (n = 2); PR = 6% (n = 1); SD = 53% (n = 9); and PD = 29% (n = 5). Cohort 1 had a 3-year OS of 84.8% and EFS 54.4%, which are statistically significant improvements (EFS p = 0.0041 and OS p = 0.0037) compared to cohort 2. In conclusion, naxitamab-based chemo-immunotherapy is effective against primary chemo-resistant HR-NB, increasing long-term outcomes when administered early during the course of treatment.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | - Jaume Mora
- Pediatric Cancer Center Barcelona, Hospital Sant Joan de Déu, 08950 Barcelona, Spain; (J.P.M.); (C.L.); (S.C.); (S.P.-J.); (M.S.); (N.S.-S.); (A.V.); (M.G.); (A.C.); (M.G.); (S.L.-M.)
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Lode HN, Ladenstein R, Troschke-Meurer S, Struppe L, Siebert N, Zumpe M, Ehlert K, Huber S, Glogova E, Hundsdoerfer P, Eggert A, Zaniewska-Tekieli A, Balwierz W, Wieczorek A. Effect and Tolerance of N5 and N6 Chemotherapy Cycles in Combination with Dinutuximab Beta in Relapsed High-Risk Neuroblastoma Patients Who Failed at Least One Second-Line Therapy. Cancers (Basel) 2023; 15:3364. [PMID: 37444475 DOI: 10.3390/cancers15133364] [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: 05/26/2023] [Revised: 06/21/2023] [Accepted: 06/24/2023] [Indexed: 07/15/2023] Open
Abstract
The anti-disialoganglioside (GD2) monoclonal antibody dinutuximab beta is approved for the maintenance treatment of high-risk neuroblastoma. Dinutuximab beta combined with different chemotherapy regimens is being investigated in various clinical settings. We conducted a retrospective clinical chart review of 25 patients with relapsed/refractory neuroblastoma who had failed ≥1 second-line therapy and received compassionate use treatment with dinutuximab beta long-term infusion combined with the induction chemotherapy regimens N5 (cisplatin, etoposide, vindesine) and N6 (vincristine, dacarbazine, ifosfamide, doxorubicin) recommended by the German Pediatric Oncology and Hematology Group [GPOH] guidelines. The treatment did not result in any unexpected severe toxicities or in any major treatment delays. Grade 3/4 pain was reported by 4/25 patients in cycle 1, decreasing to 0/9 patients in cycles 3 and 4. The median follow-up was 0.6 years. The best response in this group was 48% (12/25 patients), which included three patients with minor responses. At 1 year, the estimated event-free survival was 27% (95% confidence interval [CI] 8-47) and overall survival was 44% (95% CI 24-65). Combining long-term infusion of dinutuximab beta with N5 and N6 chemotherapy demonstrated an acceptable safety profile and encouraging objective response rates in heavily pretreated patients with high-risk neuroblastoma, warranting further evaluation in clinical trials.
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Affiliation(s)
- Holger N Lode
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Ruth Ladenstein
- Department of Paediatrics, St. Anna Children's Hospital, Medical University of Vienna, 1090 Vienna, Austria
- Department for Studies and Statistics and Integrated Research and Project, Children's Cancer Research Institute (CCRI), St. Anna Kinderkrebsforschung GmbH, 1090 Vienna, Austria
| | - Sascha Troschke-Meurer
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Linda Struppe
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Nikolai Siebert
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Maxi Zumpe
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Karoline Ehlert
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Stefanie Huber
- Department of Pediatric Hematology and Oncology, University Medicine Greifswald, 17475 Greifswald, Germany
| | - Evgenia Glogova
- Department of Paediatrics, St. Anna Children's Hospital, Medical University of Vienna, 1090 Vienna, Austria
- Department for Studies and Statistics and Integrated Research and Project, Children's Cancer Research Institute (CCRI), St. Anna Kinderkrebsforschung GmbH, 1090 Vienna, Austria
| | | | - Angelika Eggert
- Clinic for Pediatric Hematology and Oncology, Charité University Medicine Berlin, 13353 Berlin, Germany
| | - Anna Zaniewska-Tekieli
- Department of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 31-008 Krakow, Poland
| | - Walentyna Balwierz
- Department of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 31-008 Krakow, Poland
| | - Aleksandra Wieczorek
- Department of Pediatric Oncology and Hematology, Jagiellonian University Medical College, 31-008 Krakow, Poland
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