{"title":"使用明胶内陷试验的膜降解模型","authors":"Giorgia Ciavolella, Nathalie Ferrand, Michèle Sabbah, Benoît Perthame, Roberto Natalini","doi":"arxiv-2404.05730","DOIUrl":null,"url":null,"abstract":"One of the most crucial and lethal characteristics of solid tumors is\nrepresented by the increased ability of cancer cells to migrate and invade\nother organs during the so-called metastatic spread. This is allowed thanks to\nthe production of matrix metalloproteinases (MMPs), enzymes capable of\ndegrading a type of collagen abundant in the basal membrane separating the\nepithelial tissue from the connective one. In this work, we employ a\nsynergistic experimental and mathematical modelling approach to explore the\ninvasion process of tumor cells. A athematical model composed of\nreaction-diffusion equations describing the evolution of the tumor cells\ndensity on a gelatin substrate, MMPs enzymes concentration and the degradation\nof the gelatin is proposed. This is completed with a calibration strategy. We\nperform a sensitivity analysis and explore a parameter estimation technique\nboth on synthetic and experimental data in order to find the optimal parameters\nthat describe the in vitro experiments. A comparison between numerical and\nexperimental solutions ends the work.","PeriodicalId":501572,"journal":{"name":"arXiv - QuanBio - Tissues and Organs","volume":"84 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A model for membrane degradation using a gelatin invadopodia assay\",\"authors\":\"Giorgia Ciavolella, Nathalie Ferrand, Michèle Sabbah, Benoît Perthame, Roberto Natalini\",\"doi\":\"arxiv-2404.05730\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"One of the most crucial and lethal characteristics of solid tumors is\\nrepresented by the increased ability of cancer cells to migrate and invade\\nother organs during the so-called metastatic spread. This is allowed thanks to\\nthe production of matrix metalloproteinases (MMPs), enzymes capable of\\ndegrading a type of collagen abundant in the basal membrane separating the\\nepithelial tissue from the connective one. In this work, we employ a\\nsynergistic experimental and mathematical modelling approach to explore the\\ninvasion process of tumor cells. A athematical model composed of\\nreaction-diffusion equations describing the evolution of the tumor cells\\ndensity on a gelatin substrate, MMPs enzymes concentration and the degradation\\nof the gelatin is proposed. This is completed with a calibration strategy. We\\nperform a sensitivity analysis and explore a parameter estimation technique\\nboth on synthetic and experimental data in order to find the optimal parameters\\nthat describe the in vitro experiments. A comparison between numerical and\\nexperimental solutions ends the work.\",\"PeriodicalId\":501572,\"journal\":{\"name\":\"arXiv - QuanBio - Tissues and Organs\",\"volume\":\"84 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-02-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuanBio - Tissues and Organs\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2404.05730\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Tissues and Organs","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2404.05730","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A model for membrane degradation using a gelatin invadopodia assay
One of the most crucial and lethal characteristics of solid tumors is
represented by the increased ability of cancer cells to migrate and invade
other organs during the so-called metastatic spread. This is allowed thanks to
the production of matrix metalloproteinases (MMPs), enzymes capable of
degrading a type of collagen abundant in the basal membrane separating the
epithelial tissue from the connective one. In this work, we employ a
synergistic experimental and mathematical modelling approach to explore the
invasion process of tumor cells. A athematical model composed of
reaction-diffusion equations describing the evolution of the tumor cells
density on a gelatin substrate, MMPs enzymes concentration and the degradation
of the gelatin is proposed. This is completed with a calibration strategy. We
perform a sensitivity analysis and explore a parameter estimation technique
both on synthetic and experimental data in order to find the optimal parameters
that describe the in vitro experiments. A comparison between numerical and
experimental solutions ends the work.