Patient-specific simulation of Retinal Hemangioblastoma provides new perspectives on the role of antiangiogenic therapy

Retinal Hemangioblastoma (RH) is the most frequent manifestation of the von Hippel-Lindau syndrome (VHL), a rare disease associated with the germline mutation of the von Hippel-Lindau protein (pVHL). An emblematic feature of RH is the high vascularity, which is easily explained by the overexpression of angiogenic factors (AFs) arising from the pVHL impairment. The introduction of Optical Coherence Tomography Angiography (OCTA) allowed observing this feature with exceptional detail. However, our understanding of RH is limited by the absence of an animal model fully recapitulating the tumor. Here, we exploit a cancer mathematical model as an alternative way to explore RH development and angiogenesis. We derived our model from the agreed pathology for this tumor and compared our results with patient-specific OCTA images. Our simulations closely resemble the medical images, proving the capability of our model to recapitulate RH pathology. Our results also suggest that angiogenesis in RH occurs suddenly when the tumor reaches a critical mass, with full capillary invasion in the order of days. These findings open a new perspective on the critical role of time in antiangiogenic therapy in RH, which has resulted ineffective. Indeed, it might be that when RH is diagnosed, angiogenesis is already too advanced to be effectively targeted with this mean.

[1]  S. Tosatto,et al.  Mocafe: a comprehensive Python library for simulating cancer development with Phase Field Models , 2022, Bioinform..

[2]  G. Vilanova,et al.  Inverting angiogenesis with interstitial flow and chemokine matrix-binding affinity , 2022, Scientific reports.

[3]  R. Rosen,et al.  3-D OCT angiographic evidence of Anti-VEGF therapeutic effects on retinal capillary hemangioma , 2022, American journal of ophthalmology case reports.

[4]  Ananya Goswami,et al.  Optical Coherence Tomography Angiography of Early Stage 1a Retinal Hemangioblastoma in Von-Hippel-Lindau , 2021, Journal of kidney cancer and VHL.

[5]  E. Chew,et al.  Intravitreous treatment of severe ocular von Hippel–Lindau disease using a combination of the VEGF inhibitor, ranibizumab and PDGF inhibitor, E10030: Results from a phase 1/2 clinical trial , 2021, Clinical & experimental ophthalmology.

[6]  J. Duker,et al.  Retinal hemangioblastoma vascular detail elucidated on swept source optical coherence tomography angiography , 2020, American journal of ophthalmology case reports.

[7]  Peter B. McGarvey,et al.  UniProt: the universal protein knowledgebase in 2021 , 2020, Nucleic Acids Res..

[8]  S. MacNeil,et al.  Sprouting Angiogenesis: A Numerical Approach with Experimental Validation , 2020, Annals of biomedical engineering.

[9]  P. Rosenfeld,et al.  Longitudinal Swept Source OCT Angiography of Juxtapapillary Retinal Capillary Hemangioblastoma. , 2020, Ophthalmology. Retina.

[10]  Amy Brock,et al.  A hybrid model of tumor growth and angiogenesis: In silico experiments , 2020, PloS one.

[11]  S. Safi,et al.  Von Hippel-Lindau Disease and the Eye , 2020, Journal of ophthalmic & vision research.

[12]  Hector Gomez,et al.  Phase-field model of vascular tumor growth: Three-dimensional geometry of the vascular network and integration with imaging data , 2020 .

[13]  Misty D Ruppert,et al.  Ocular Manifestations of von Hippel-Lindau Disease , 2019, Cureus.

[14]  C. Shields,et al.  MANAGEMENT OF RETINAL HEMANGIOBLASTOMA IN VON HIPPEL-LINDAU DISEASE. , 2019, Retina.

[15]  A. Friedman,et al.  Mathematical modeling in scheduling cancer treatment with combination of VEGF inhibitor and chemotherapy drugs. , 2019, Journal of theoretical biology.

[16]  Alessandro Reali,et al.  Computer simulations suggest that prostate enlargement due to benign prostatic hyperplasia mechanically impedes prostate cancer growth , 2019, Proceedings of the National Academy of Sciences.

[17]  M. Shanmugam,et al.  Comparison of optical coherence tomography angiography and fundus fluorescein angiography features of retinal capillary hemangioblastoma , 2018, Indian journal of ophthalmology.

[18]  L. Jampol,et al.  Solitary retinal hemangioblastoma findings in OCTA pre- and post-laser therapy , 2018, American journal of ophthalmology case reports.

[19]  E. Chew,et al.  Deletion of the von Hippel-Lindau Gene in Hemangioblasts Causes Hemangioblastoma-like Lesions in Murine Retina. , 2018, Cancer research.

[20]  D. Pignatelli,et al.  Von Hippel–Lindau disease: a single gene, several hereditary tumors , 2017, Journal of Endocrinological Investigation.

[21]  Guillermo Lorenzo,et al.  Tissue-scale, personalized modeling and simulation of prostate cancer growth , 2016, Proceedings of the National Academy of Sciences.

[22]  Hector Gomez,et al.  A Mathematical Model Coupling Tumor Growth and Angiogenesis , 2016, PloS one.

[23]  D. Mooney,et al.  Vasculogenic dynamics in 3D engineered tissue constructs , 2015, Scientific Reports.

[24]  Anders Logg,et al.  The FEniCS Project Version 1.5 , 2015 .

[25]  S. Tosatto,et al.  Isoform-specific interactions of the von Hippel-Lindau tumor suppressor protein , 2015, Scientific Reports.

[26]  K. Damji,et al.  Optic Disk Size Assessment Techniques: Photo Essay , 2015 .

[27]  E. Maher,et al.  VHL, the story of a tumour suppressor gene , 2014, Nature Reviews Cancer.

[28]  Emmanuelle Gouillart,et al.  scikit-image: image processing in Python , 2014, PeerJ.

[29]  Aleksander S Popel,et al.  Extracellular regulation of VEGF: isoforms, proteolysis, and vascular patterning. , 2014, Cytokine & growth factor reviews.

[30]  A. Reynolds,et al.  Anti-angiogenic therapy for cancer: current progress, unresolved questions and future directions , 2014, Angiogenesis.

[31]  J. Miyake,et al.  Measurement of Biomolecular Diffusion in Extracellular Matrix Condensed by Fibroblasts Using Fluorescence Correlation Spectroscopy , 2013, PloS one.

[32]  Stacey D. Finley,et al.  Compartment Model Predicts VEGF Secretion and Investigates the Effects of VEGF Trap in Tumor-Bearing Mice , 2013, Front. Oncol..

[33]  S. Richard,et al.  Von Hippel-Lindau: how a rare disease illuminates cancer biology. , 2013, Seminars in cancer biology.

[34]  R. Lonser,et al.  Effect of pregnancy on hemangioblastoma development and progression in von Hippel-Lindau disease. , 2012, Journal of neurosurgery.

[35]  Stanley Park,et al.  Von Hippel-Lindau disease (VHL): a need for a murine model with retinal hemangioblastoma. , 2012, Histology and histopathology.

[36]  Johannes E. Schindelin,et al.  Fiji: an open-source platform for biological-image analysis , 2012, Nature Methods.

[37]  Anders Logg,et al.  Automated Solution of Differential Equations by the Finite Element Method: The FEniCS Book , 2012 .

[38]  Eugenia Corvera Poiré,et al.  Tumor Angiogenesis and Vascular Patterning: A Mathematical Model , 2011, PloS one.

[39]  A. Popel,et al.  Quantification and cell-to-cell variation of vascular endothelial growth factor receptors. , 2011, Experimental cell research.

[40]  R. Travasso,et al.  The phase-field model in tumor growth , 2011 .

[41]  Vittorio Cristini,et al.  Mathematical Oncology: How Are the Mathematical and Physical Sciences Contributing to the War on Breast Cancer? , 2010, Current breast cancer reports.

[42]  M. Poo,et al.  Endothelial cell polarization and chemotaxis in a microfluidic device. , 2008, Lab on a chip.

[43]  Jonas Jarvius,et al.  Endothelial Cell Migration in Stable Gradients of Vascular Endothelial Growth Factor A and Fibroblast Growth Factor 2 , 2008, Journal of Biological Chemistry.

[44]  F. M. Gabhann,et al.  Where is VEGF in the body? A meta-analysis of VEGF distribution in cancer , 2007, British Journal of Cancer.

[45]  John D. Hunter,et al.  Matplotlib: A 2D Graphics Environment , 2007, Computing in Science & Engineering.

[46]  E. Chew,et al.  MOLECULAR PATHOLOGY OF EYES WITH VON HIPPEL–LINDAU (VHL) DISEASE: A Review , 2007, Retina.

[47]  A. Kroll,et al.  Retinal Capillary Hemangiomas and von Hippel-Lindau Disease , 2006, Seminars in ophthalmology.

[48]  C. C. Law,et al.  ParaView: An End-User Tool for Large-Data Visualization , 2005, The Visualization Handbook.

[49]  W. Kaelin,et al.  Role of VHL gene mutation in human cancer. , 2004, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[50]  Cathy H. Wu,et al.  UniProt: the Universal Protein knowledgebase , 2004, Nucleic Acids Res..

[51]  E. Messing,et al.  Overproduction of vascular endothelial growth factor related to von Hippel-Lindau tumor suppressor gene mutations and hypoxia-inducible factor-1 alpha expression in renal cell carcinomas. , 2003, The Journal of urology.

[52]  B. Sleeman,et al.  Mathematical modeling of capillary formation and development in tumor angiogenesis: Penetration into the stroma , 2001, Bulletin of mathematical biology.

[53]  A. Harris von Hippel-Lindau syndrome: target for anti-vascular endothelial growth factor (VEGF) receptor therapy. , 2000, The oncologist.

[54]  E. Voest,et al.  Elevated ocular levels of vascular endothelial growth factor in patients with von Hippel-Lindau disease. , 1997, Annals of oncology : official journal of the European Society for Medical Oncology.

[55]  Y. Saad,et al.  GMRES: a generalized minimal residual algorithm for solving nonsymmetric linear systems , 1986 .