A new approach using Machine Learning and Deep Learning for the prediction of cancer tumor
Subject Areas :
Journal of Simulation and Analysis of Novel Technologies in Mechanical Engineering
Fatemeh Asgari
1
(Department of biomedical engineering, Isfahan (khorasgan)Branch, Islamic Azad University, Isfahan, Iran)
Arian Minooei
2
(Department of biomedical engineering, Isfahan (khorasgan)Branch, Islamic Azad University, Isfahan, Iran)
Somayeh Abdolahi
3
(Department of biomedical engineering Isfahan(Khorasgon) Branch, Islamic Azad University, Isfahan, Iran)
Reza Shokrani Foroushani
4
(School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran)
Atefeh Ghorbani
5
(Biotechnology Department, Falavarjan Branch, Islamic Azad University, Isfahan, Iran)
Received: 2022-02-06
Accepted : 2022-04-16
Published : 2021-11-01
Keywords:
References:
Delaney, G., Jacob, S., Featherstone, C., & Barton, M. (2005). The role of radiotherapy in cancer treatment: estimating optimal utilization from a review of evidence‐based clinical guidelines. Cancer: Interdisciplinary International Journal of the American Cancer Society, 104(6), 1129-1137.
Sodickson, A., Baeyens, P.F., Andriole, K.P., Prevedello, L.M., Nawfel, R.D., Hanson, R. and Khorasani, R., (2009). Recurrent CT, cumulative radiation exposure, and associated radiation-induced cancer risks from CT of adults. Radiology, 251(1), pp. 175-184.
Lambin, Philippe, et al. "Radiomics: extracting more information from medical images using advanced feature analysis." European journal of cancer 48.4 (2012): 441-446.
Sanvicens, Nuria, and M. Pilar Marco. "Multifunctional nanoparticles–properties and prospects for their use in human medicine." Trends in biotechnology 26, no. 8 (2008): 425-433.
Fass, L., 2008. Imaging and cancer: a review. Molecular oncology, 2(2), pp. 115-152.
Weissleder R. Scaling down imaging: molecular mapping of cancer in mice. Nature Reviews Cancer. 2002 Jan;2(1):11-8.
Lee, C.H., Dershaw, D.D., Kopans, D., Evans, P., Monsees, B., Monticciolo, D., Brenner, R.J., Bassett, L., Berg, W., Feig, S. and Hendrick, E., 2010. Breast cancer screening with imaging: recommendations from the Society of Breast Imaging and the ACR on the use of mammography, breast MRI, breast ultrasound, and other technologies for the detection of clinically occult breast cancer. Journal of the American college of radiology, 7(1), pp.18-27.
Stupp, R., Taillibert, S., Kanner, A. A., Kesari, S., Steinberg, D. M., Toms, S. A., ... & Ram, Z. (2015). Maintenance therapy with tumor-treating fields plus temozolomide vs temozolomide alone for glioblastoma: a randomized clinical trial. Jama, 314(23), 2535-2543.
Ron, Elaine, Baruch Modan, John D. Boice Jr, Esther Alfandary, Marilyn Stovall, Angela Chetrit, and Leah Katz. "Tumors of the brain and nervous system after radiotherapy in childhood." New England Journal of Medicine 319, no. 16 (1988): 1033-1039.
Keall, P.J., Mageras, G.S., Balter, J.M., Emery, R.S., Forster, K.M., Jiang, S.B., Kapatoes, J.M., Low, D.A., Murphy, M.J., Murray, B.R. and Ramsey, C.R., (2006). The management of respiratory motion in radiation oncology report of AAPM Task Group 76 a. medical physics, 33(10), pp. 3874-3900.
Amis Jr, E. Stephen, et al. "American College of Radiology white paper on radiation dose in medicine." Journal of the American college of radiology 4.5 (2007): 272-284.
Khandan, A., Abdellahi, M., Ozada, N., & Ghayour, H. (2016). Study of the bioactivity, wettability and hardness behaviour of the bovine hydroxyapatite-diopside bio-nanocomposite coating. Journal of the Taiwan Institute of Chemical Engineers, 60, 538-546.
Karamian, E., Motamedi, M. R. K., Khandan, A., Soltani, P., & Maghsoudi, S. (2014). An in vitro evaluation of novel NHA/zircon plasma coating on 316L stainless steel dental implant. Progress in Natural Science: Materials International, 24(2), 150-156.
Karamian, E., Abdellahi, M., Khandan, A., & Abdellah, S. (2016). Introducing the fluorine doped natural hydroxyapatite-titania nanobiocomposite ceramic. Journal of Alloys and Compounds, 679, 375-383.
Najafinezhad, A., Abdellahi, M., Ghayour, H., Soheily, A., Chami, A., & Khandan, A. (2017). A comparative study on the synthesis mechanism, bioactivity and mechanical properties of three silicate bioceramics. Materials Science and Engineering: C, 72, 259-267.
Ghayour, H., Abdellahi, M., Ozada, N., Jabbrzare, S., & Khandan, A. (2017). Hyperthermia application of zinc doped nickel ferrite nanoparticles. Journal of Physics and Chemistry of Solids, 111, 464-472.
Kazemi, A., Abdellahi, M., Khajeh-Sharafabadi, A., Khandan, A., & Ozada, N. (2017). Study of in vitro bioactivity and mechanical properties of diopside nano-bioceramic synthesized by a facile method using eggshell as raw material. Materials Science and Engineering: C, 71, 604-610.
Khandan, A., & Ozada, N. (2017). Bredigite-Magnetite (Ca7MgSi4O16-Fe3O4) nanoparticles: A study on their magnetic properties. Journal of Alloys and Compounds, 726, 729-736.
Khandan, A., Jazayeri, H., Fahmy, M. D., & Razavi, M. (2017). Hydrogels: Types, structure, properties, and applications. Biomat Tiss Eng, 4(27), 143-69.
Sharafabadi, A. K., Abdellahi, M., Kazemi, A., Khandan, A., & Ozada, N. (2017). A novel and economical route for synthesizing akermanite (Ca2MgSi2O7) nano-bioceramic. Materials Science and Engineering: C, 71, 1072-1078.
Khandan, A., Abdellahi, M., Ozada, N., & Ghayour, H. (2016). Study of the bioactivity, wettability and hardness behaviour of the bovine hydroxyapatite-diopside bio-nanocomposite coating. Journal of the Taiwan Institute of Chemical Engineers, 60, 538-546.
Shayan, A., Abdellahi, M., Shahmohammadian, F., Jabbarzare, S., Khandan, A., & Ghayour, H. (2017). Mechanochemically aided sintering process for the synthesis of barium ferrite: Effect of aluminum substitution on microstructure, magnetic properties and microwave absorption. Journal of Alloys and Compounds, 708, 538-546
Heydary, H. A., Karamian, E., Poorazizi, E., Khandan, A., & Heydaripour, J. (2015). A novel nano-fiber of Iranian gum tragacanth-polyvinyl alcohol/nanoclay composite for wound healing applications. Procedia Materials Science, 11, 176-182.
Khandan, A., Karamian, E., & Bonakdarchian, M. (2014). Mechanochemical synthesis evaluation of nanocrystalline bone-derived bioceramic powder using for bone tissue engineering. Dental Hypotheses, 5(4), 155.
Karamian, E., Khandan, A., Kalantar Motamedi, M. R., & Mirmohammadi, H. (2014). Surface characteristics and bioactivity of a novel natural HA/zircon nanocomposite coated on dental implants. BioMed research international, 2014.
Jabbarzare, S., Abdellahi, M., Ghayour, H., Arpanahi, A., & Khandan, A. (2017). A study on the synthesis and magnetic properties of the cerium ferrite ceramic. Journal of Alloys and Compounds, 694, 800-807.
Razavi, M., & Khandan, A. (2017). Safety, regulatory issues, long-term biotoxicity, and the processing environment. In Nanobiomaterials Science, Development and Evaluation(pp. 261-279). Woodhead Publishing.
Khandan, A., Ozada, N., & Karamian, E. (2015). Novel microstructure mechanical activated nano composites for tissue engineering applications. J Bioeng Biomed Sci, 5(1), 1.
Ghayour, H., Abdellahi, M., Bahmanpour, M., & Khandan, A. (2016). Simulation of dielectric behavior in RFeO $$ _ {3} $$3 orthoferrite ceramics (R= rare earth metals). Journal of Computational Electronics, 15(4), 1275-1283.
Saeedi, M., Abdellahi, M., Rahimi, A., & Khandan, A. (2016). Preparation and characterization of nanocrystalline barium ferrite ceramic. Functional Materials Letters, 9(05), 1650068.
Khandan, A., Karamian, E., Faghih, M., & Bataille, A. (2014). Formation of AlN Nano Particles Precipitated in St-14 Low Carbon Steel by Micro and Nanoscopic Observations. Journal of Iron and Steel Research International, 21(9), 886-890.
Karamian, E. B., Motamedi, M. R., Mirmohammadi, K., Soltani, P. A., & Khandan, A. M. (2014). Correlation between crystallographic parameters and biodegradation rate of natural hydroxyapatite in physiological solutions. Indian J Sci Res, 4(3), 092-9.
Khandan, A., & Esmaeili, S. (2019). Fabrication of polycaprolactone and polylactic acid shapeless scaffolds via fused deposition modelling technology. Journal of Advanced Materials and Processing, 7(4), 16-29.
Fang, Y., Bokov, D. O., Hachem, K., Sabetvand, R., Alsultany, F. H., Suksatan, W., ... & Toghraie, D. (2022). The computational investigation of thermal conductivity of 11S globulin protein for biological applications: Molecular dynamics simulation. Journal of Molecular Liquids, 346, 118267.
Toghraie Semiromi, D., & Azimian, A. R. (2010). Nanoscale Poiseuille flow and effects of modified Lennard–Jones potential function. Heat and mass transfer, 46(7), 791-801.
Semiromi, D. T., & Azimian, A. R. (2011). Molecular dynamics simulation of nonodroplets with the modified Lennard-Jones potential function. Heat and mass transfer, 47(5), 579-588.
Toghraie Semironi, D., & Azimian, A. R. (2010). Molecular dynamics simulation of liquid–vapor phase equilibrium by using the modified Lennard-Jones potential function. Heat and mass transfer, 46(3), 287-294.
Noorian, H., Toghraie, D., & Azimian, A. R. (2014). The effects of surface roughness geometry of flow undergoing Poiseuille flow by molecular dynamics simulation. Heat and Mass Transfer, 50(1), 95-104.
Semiromi, D. T., & Azimian, A. R. (2012). Molecular dynamics simulation of annular flow boiling with the modified Lennard-Jones potential function. Heat and Mass Transfer, 48(1), 141-152.
Oveissi, S., Eftekhari, S. A., & Toghraie, D. (2016). Longitudinal vibration and instabilities of carbon nanotubes conveying fluid considering size effects of nanoflow and nanostructure. Physica E: Low-dimensional Systems and Nanostructures, 83, 164-173.
Saeedi, M. R., Morovvati, M. R., & Mollaei-Dariani, B. (2020). Experimental and numerical investigation of impact resistance of aluminum–copper cladded sheets using an energy-based damage model. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 42(6), 1-24.
Kardan-Halvaei, M., Morovvati, M. R., & Mollaei-Dariani, B. (2020). Crystal plasticity finite element simulation and experimental investigation of the micro-upsetting process of OFHC copper. Journal of Micromechanics and Microengineering, 30(7), 075005.
Fazlollahi, M., Morovvati, M. R., & Mollaei Dariani, B. (2019). Theoretical, numerical and experimental investigation of hydro-mechanical deep drawing of steel/polymer/steel sandwich sheets. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 233(5), 1529-1546.
Saeedi, M. R., Morovvati, M. R., & Alizadeh-Vaghasloo, Y. (2018). Experimental and numerical study of mode-I and mixed-mode fracture of ductile U-notched functionally graded materials. International Journal of Mechanical Sciences, 144, 324-340.
Morovvati, M. R., & Mollaei-Dariani, B. (2018). The formability investigation of CNT-reinforced aluminum nano-composite sheets manufactured by accumulative roll bonding. The International Journal of Advanced Manufacturing Technology, 95(9), 3523-3533.
Morovvati, M. R., & Dariani, B. M. (2017). The effect of annealing on the formability of aluminum 1200 after accumulative roll bonding. Journal of Manufacturing Processes, 30, 241-254.
Morovvati, M. R., Lalehpour, A., & Esmaeilzare, A. (2016). Effect of nano/micro B4C and SiC particles on fracture properties of aluminum 7075 particulate composites under chevron-notch plane strain fracture toughness test. Materials Research Express, 3(12), 125026.
Fatemi, A., Morovvati, M. R., & Biglari, F. R. (2013). The effect of tube material, microstructure, and heat treatment on process responses of tube hydroforming without axial force. The International Journal of Advanced Manufacturing Technology, 68(1), 263-276.
Pourmoghadam, M. N., Esfahani, R. S., Morovvati, M. R., & Rizi, B. N. (2013). Bifurcation analysis of plastic wrinkling formation for anisotropic laminated sheets (AA2024–Polyamide–AA2024). Computational materials science, 77, 35-43.
Morovvati, M. R., Mollaei-Dariani, B., & Haddadzadeh, M. (2010). Initial blank optimization in multilayer deep drawing process using GONNS. Journal of manufacturing science and engineering, 132(6).
Fatemi, A., Biglari, F., & Morovvati, M. R. (2010). Influences of inner pressure and tube thickness on process responses of hydroforming copper tubes without axial force. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 224(12), 1866-1878.
Anarestani, S. S., Morovvati, M. R., & Vaghasloo, Y. A. (2015). Influence of anisotropy and lubrication on wrinkling of circular plates using bifurcation theory. International Journal of Material Forming, 8(3), 439-454.
Talebi, M., Abbasi‐Rad, S., Malekzadeh, M., Shahgholi, M., Ardakani, A. A., Foudeh, K., & Rad, H. S. (2021). Cortical bone mechanical assessment via free water relaxometry at 3 T. Journal of Magnetic Resonance Imaging, 54(6), 1744-1751.
Lucchini, R., Carnelli, D., Gastaldi, D., Shahgholi, M., Contro, R., & Vena, P. (2012). A damage model to simulate nanoindentation tests of lamellar bone at multiple penetration depth. In 6th European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS 2012(pp. 5919-5924).
SHAHGHOLI GHAHFAROKHI, M. O. H. A. M. A. D. (2014). Experimental and numerical characterization of native bone tissue and glass ceramic bone scaffold at small scale.
Fada, R., Farhadi Babadi, N., Azimi, R., Karimian, M., & Shahgholi, M. (2021). Mechanical properties improvement and bone regeneration of calcium phosphate bone cement, Polymethyl methacrylate and glass ionomer. Journal of Nanoanalysis, 8(1), 60-79.
Monfared, R. M., Ayatollahi, M. R., & Isfahani, R. B. (2018). Synergistic effects of hybrid MWCNT/nanosilica on the tensile and tribological properties of woven carbon fabric epoxy composites. Theoretical and Applied Fracture Mechanics, 96, 272-284.
Ayatollahi, M. R., Barbaz Isfahani, R., & Moghimi Monfared, R. (2017). Effects of multi-walled carbon nanotube and nanosilica on tensile properties of woven carbon fabric-reinforced epoxy composites fabricated using VARIM. Journal of Composite Materials, 51(30), 4177-4188.
Kamarian, S., Bodaghi, M., Isfahani, R. B., Shakeri, M., & Yas, M. H. (2021). Influence of carbon nanotubes on thermal expansion coefficient and thermal buckling of polymer composite plates: Experimental and numerical investigations. Mechanics Based Design of Structures and Machines, 49(2), 217-232.
Ayatollahi, M. R., Moghimi Monfared, R., & Barbaz Isfahani, R. (2019). Experimental investigation on tribological properties of carbon fabric composites: effects of carbon nanotubes and nano-silica. Proceedings of the Institution of Mechanical Engineers, Part L: Journal of Materials: Design and Applications, 233(5), 874-884.
Kamarian, S., Bodaghi, M., Isfahani, R. B., & Song, J. I. (2020). A comparison between the effects of shape memory alloys and carbon nanotubes on the thermal buckling of laminated composite beams. Mechanics Based Design of Structures and Machines, 1-24.
Mirsasaani, S. S., Bahrami, M., & Hemati, M. (2016). Effect of Argon laser Power Density and Filler content on Physico-mechanical properties of Dental nanocomposites. Env. Pharmacol. Life Sci, 5, 28-36.
Ghomi, F., Daliri, M., Godarzi, V., & Hemati, M. (2021). A novel investigation on characterization of bioactive glass cement and chitosan-gelatin membrane for jawbone tissue engineering. Journal of Nanoanalysis.
Mirsasaani, S. S., Hemati, M., Dehkord, E. S., Yazdi, G. T., & Poshtiri, D. A. (2019). Nanotechnology and nanobiomaterials in dentistry. In Nanobiomaterials in clinical dentistry(pp. 19-37). Elsevier.
Mahale, R. S., Shamanth, V., Sharath, P. C., Shashanka, R., & Hemanth, K. (2021). A review on spark plasma sintering of duplex stainless steels. Materials Today: Proceedings, 45, 138-144.
Chaudhari, V., Bodkhe, V., Deokate, S., Mali, B., & Mahale, R. (2019). Parametric optimization of TIG welding on SS 304 and MS using Taguchi approach. Res. J. Eng. Technol, 6(5), 880-885.
Kamble, P., & Mahale, R. (2016). Simulation and parametric study of clinched joint. Int Res J Eng Technol, 3(05), 2730-2734.
Patil, A., Banapurmath, N., Hunashyal, A. M., Meti, V., & Mahale, R. (2022). Development and Performance analysis of Novel Cast AA7076-Graphene Amine-Carbon Fiber Hybrid Nanocomposites for Structural Applications. Biointerface Research in Applied Chemistry, 12(2), 1480-1489.
Yadav, R. R., More, S. S., Mutekar, O. N., Mogal, A. L., & Mahale, R. S. (2019). Multilevel object sorting system using PLC controller. Int Res J Eng Technol (IRJET), 6(05), 1910.
Ravishankar, S., & Mahale, R. (2015). A study on magneto rheological fluids and their applications. International Research Journal of Engineering and Technology, 2, 2023-2028.
Nithin, S. K., Hemanth, K., Shamanth, V., Mahale, R. S., Sharath, P. C., & Patil, A. (2021). Importance of condition monitoring in mechanical domain. Materials Today: Proceedings.
