Literature DB >> 31286573

Integrating Artificial Intelligence and Nanotechnology for Precision Cancer Medicine.

Omer Adir1,2, Maria Poley1, Gal Chen1, Sahar Froim3, Nitzan Krinsky1, Jeny Shklover1, Janna Shainsky-Roitman1, Twan Lammers4, Avi Schroeder1.   

Abstract

Artificial intelligence (AI) and nanotechnology are two fields that are instrumental in realizing the goal of precision medicine-tailoring the best treatment for each cancer patient. Recent conversion between these two fields is enabling better patient data acquisition and improved design of nanomaterials for precision cancer medicine. Diagnostic nanomaterials are used to assemble a patient-specific disease profile, which is then leveraged, through a set of therapeutic nanotechnologies, to improve the treatment outcome. However, high intratumor and interpatient heterogeneities make the rational design of diagnostic and therapeutic platforms, and analysis of their output, extremely difficult. Integration of AI approaches can bridge this gap, using pattern analysis and classification algorithms for improved diagnostic and therapeutic accuracy. Nanomedicine design also benefits from the application of AI, by optimizing material properties according to predicted interactions with the target drug, biological fluids, immune system, vasculature, and cell membranes, all affecting therapeutic efficacy. Here, fundamental concepts in AI are described and the contributions and promise of nanotechnology coupled with AI to the future of precision cancer medicine are reviewed.
© 2019 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim.

Entities:  

Keywords:  artificial intelligence; big data; cancer; nanotechnology; precision medicine

Mesh:

Year:  2019        PMID: 31286573      PMCID: PMC7124889          DOI: 10.1002/adma.201901989

Source DB:  PubMed          Journal:  Adv Mater        ISSN: 0935-9648            Impact factor:   30.849


  153 in total

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Journal:  N Engl J Med       Date:  2012-03-08       Impact factor: 91.245

2.  Covalently functionalized cobalt nanoparticles as a platform for magnetic separations in organic synthesis.

Authors:  Robert N Grass; Evagelos K Athanassiou; Wendelin J Stark
Journal:  Angew Chem Int Ed Engl       Date:  2007       Impact factor: 15.336

3.  Gold-nanoshelled microcapsules: a theranostic agent for ultrasound contrast imaging and photothermal therapy.

Authors:  Hengte Ke; Jinrui Wang; Zhifei Dai; Yushen Jin; Enze Qu; Zhanwen Xing; Caixin Guo; Xiuli Yue; Jibin Liu
Journal:  Angew Chem Int Ed Engl       Date:  2011-02-25       Impact factor: 15.336

Review 4.  Theranostics: combining imaging and therapy.

Authors:  Sneha S Kelkar; Theresa M Reineke
Journal:  Bioconjug Chem       Date:  2011-08-29       Impact factor: 4.774

Review 5.  Clinical Translation of Nanomedicine.

Authors:  Yuanzeng Min; Joseph M Caster; Michael J Eblan; Andrew Z Wang
Journal:  Chem Rev       Date:  2015-06-19       Impact factor: 60.622

6.  Effective targeting of solid tumors in patients with locally advanced cancers by radiolabeled pegylated liposomes.

Authors:  K J Harrington; S Mohammadtaghi; P S Uster; D Glass; A M Peters; R G Vile; J S Stewart
Journal:  Clin Cancer Res       Date:  2001-02       Impact factor: 12.531

7.  Using nano-QSAR to predict the cytotoxicity of metal oxide nanoparticles.

Authors:  Tomasz Puzyn; Bakhtiyor Rasulev; Agnieszka Gajewicz; Xiaoke Hu; Thabitha P Dasari; Andrea Michalkova; Huey-Min Hwang; Andrey Toropov; Danuta Leszczynska; Jerzy Leszczynski
Journal:  Nat Nanotechnol       Date:  2011-02-13       Impact factor: 39.213

8.  Artificial sensing intelligence with silicon nanowires for ultraselective detection in the gas phase.

Authors:  Bin Wang; John C Cancilla; Jose S Torrecilla; Hossam Haick
Journal:  Nano Lett       Date:  2014-01-21       Impact factor: 11.189

9.  Circulating tumor cells, disease progression, and survival in metastatic breast cancer.

Authors:  Massimo Cristofanilli; G Thomas Budd; Matthew J Ellis; Alison Stopeck; Jeri Matera; M Craig Miller; James M Reuben; Gerald V Doyle; W Jeffrey Allard; Leon W M M Terstappen; Daniel F Hayes
Journal:  N Engl J Med       Date:  2004-08-19       Impact factor: 91.245

10.  OncodriveROLE classifies cancer driver genes in loss of function and activating mode of action.

Authors:  Michael P Schroeder; Carlota Rubio-Perez; David Tamborero; Abel Gonzalez-Perez; Nuria Lopez-Bigas
Journal:  Bioinformatics       Date:  2014-09-01       Impact factor: 6.937

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  27 in total

Review 1.  Applications of artificial intelligence in nuclear medicine image generation.

Authors:  Zhibiao Cheng; Junhai Wen; Gang Huang; Jianhua Yan
Journal:  Quant Imaging Med Surg       Date:  2021-06

2.  Magnetic Nanoparticle-Mediated Heating for Biomedical Applications.

Authors:  Elyahb Allie Kwizera; Samantha Stewart; Md Musavvir Mahmud; Xiaoming He
Journal:  J Heat Transfer       Date:  2022-01-18       Impact factor: 2.021

Review 3.  Nanotechnology-Assisted RNA Delivery: From Nucleic Acid Therapeutics to COVID-19 Vaccines.

Authors:  Chiara Rinoldi; Seyed Shahrooz Zargarian; Pawel Nakielski; Xiaoran Li; Anna Liguori; Francesca Petronella; Dario Presutti; Qiusheng Wang; Marco Costantini; Luciano De Sio; Chiara Gualandi; Bin Ding; Filippo Pierini
Journal:  Small Methods       Date:  2021-07-28

4.  Differentiation and classification of bacterial endotoxins based on surface enhanced Raman scattering and advanced machine learning.

Authors:  Yanjun Yang; Beibei Xu; James Haverstick; Nabil Ibtehaz; Artur Muszyński; Xianyan Chen; Muhammad E H Chowdhury; Susu M Zughaier; Yiping Zhao
Journal:  Nanoscale       Date:  2022-06-23       Impact factor: 8.307

Review 5.  Involvement of Phytochemical-Encapsulated Nanoparticles' Interaction with Cellular Signalling in the Amelioration of Benign and Malignant Brain Tumours.

Authors:  Sidharth Mehan; Navneet Arora; Sonalika Bhalla; Andleeb Khan; Muneeb U Rehman; Badrah S Alghamdi; Torki Al Zughaibi; Ghulam Md Ashraf
Journal:  Molecules       Date:  2022-06-01       Impact factor: 4.927

Review 6.  Tailoring Materials for Modulation of Macrophage Fate.

Authors:  Jinhua Li; Xinquan Jiang; Hongjun Li; Michael Gelinsky; Zhen Gu
Journal:  Adv Mater       Date:  2021-02-09       Impact factor: 32.086

Review 7.  Imaging-guided nanomedicine development.

Authors:  Aurora Bernal; Claudia Calcagno; Willem J M Mulder; Carlos Pérez-Medina
Journal:  Curr Opin Chem Biol       Date:  2021-03-15       Impact factor: 8.972

8.  Inorganic Nanomaterial-Mediated Gene Therapy in Combination with Other Antitumor Treatment Modalities.

Authors:  Guanyou Lin; Richard A Revia; Miqin Zhang
Journal:  Adv Funct Mater       Date:  2020-10-13       Impact factor: 18.808

Review 9.  Enhancing Clinical Translation of Cancer Using Nanoinformatics.

Authors:  Madjid Soltani; Farshad Moradi Kashkooli; Mohammad Souri; Samaneh Zare Harofte; Tina Harati; Atefeh Khadem; Mohammad Haeri Pour; Kaamran Raahemifar
Journal:  Cancers (Basel)       Date:  2021-05-19       Impact factor: 6.639

Review 10.  Intelligent Nanoparticle-Based Dressings for Bacterial Wound Infections.

Authors:  Lai Jiang; Say Chye Joachim Loo
Journal:  ACS Appl Bio Mater       Date:  2020-12-09
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