[1] Topol, E. J. (2019). High-performance medicine: the convergence of human and artificial intelligence. Nature medicine, 25(1), 44-56.
[2] Haleem, A., Javaid, M., Singh, R. P., & Suman, R. (2021). Telemedicine for healthcare: Capabilities, features, barriers, and applications. Sensors international, 2, 100117.
[3] Attaran, S., & Attaran, M. (2024). Advancing healthcare through the integration of digital twins technology: Personalized medicine’s next frontier. Future Internet, 16(12), 477.
[4] Steinhubl, S. R., Muse, E. D., & Topol, E. J. (2013). Can mobile health technologies transform health care?. Jama, 310(22).
[5] Krittanawong, C., Rogers, A. J., Johnson, K. W., Wang, Z., Turakhia, M. P., Halperin, J. L., & Narayan, S. M. (2021). Integration of novel monitoring devices with machine learning technology for scalable cardiovascular management. Nature Reviews Cardiology, 18(2), 75-91.
[6] Yetisen, A. K., Martinez‐Hurtado, J. L., Ünal, B., Khademhosseini, A., & Butt, H. (2018). Wearables in medicine. Advanced Materials, 30(33), 1706910.
[7] Hays, P. (2026). Artificial Intelligence in Precision Oncology. In Personalized Medicine in Oncology: Precision Oncology and Transformative Technologies (pp. 349-359). Cham: Springer Nature Switzerland.
[8] Mitchell, M. J., Billingsley, M. M., Haley, R. M., Wechsler, M. E., Peppas, N. A., & Langer, R. (2021). Engineering precision nanoparticles for drug delivery. Nature reviews drug discovery, 20(2), 101-124.
[9] Wang, A. Z., Langer, R., & Farokhzad, O. C. (2012). Nanoparticle delivery of cancer drugs. Annual review of medicine, 63(1), 185-198.
[10] Kuscu, M., & Unluturk, B. D. (2021). Internet of bio-nano things: A review of applications, enabling technologies and key challenges. arXiv preprint arXiv:2112.09249.
[11] Dissanayake, M. B., & Ekanayake, N. (2021). On the exact performance analysis of molecular communication via diffusion for internet of bio-nano things. IEEE Transactions on NanoBioscience, 20(3), 291-295.
[12] Zafar, S., Nazir, M., Bakhshi, T., Khattak, H. A., Khan, S., Bilal, M., ... & Sabah, A. (2021). A systematic review of bio-cyber interface technologies and security issues for internet of bio-nano things. IEEE Access, 9, 93529-93566.
[13] Shen, M. D., Chen, S. B., & Ding, X. D. (2024). The effectiveness of digital twins in promoting precision health across the entire population: a systematic review. NPJ Digital Medicine, 7(1), 145.
[14] Katsoulakis, E., Wang, Q., Wu, H., Shahriyari, L., Fletcher, R., Liu, J., ... & Deng, J. (2024). Digital twins for health: a scoping review. NPJ digital medicine, 7(1), 77.
[15] Ahmadi, H., Arji, G., Shahmoradi, L., Safdari, R., Nilashi, M., & Alizadeh, M. (2019). The application of internet of things in healthcare: a systematic literature review and classification. Universal Access in the Information Society, 18(4), 837-869.
[16] Shin, Y., & Kim, C. J. (2024). The government should play a role greater than that of construction supervisor in the national bio-big data infrastructure. Journal of Korean medical science, 39(36).
[17] Ashour, A. A., Tayeb, F. J., Felemban, M. F., & Shafie, A. (2025). Nanomaterial-based biosensors for cancer diagnosis: Trends and innovations (2022–2025). Microchimica Acta, 192(7), 404.
[18] Civas, M., Kuscu, M., Cetinkaya, O., Ortlek, B. E., & Akan, O. B. (2023). Graphene and related materials for the Internet of Bio-Nano Things. APL Materials, 11(8).
[19] Wan, J. C., Massie, C., Garcia-Corbacho, J., Mouliere, F., Brenton, J. D., Caldas, C., ... & Rosenfeld, N. (2017). Liquid biopsies come of age: towards implementation of circulating tumour DNA. Nature Reviews Cancer, 17(4), 223-238.
[20] Novoselov, K. S., Mishchenko, A., Carvalho, A., & Castro Neto, A. H. (2016). 2D materials and van der Waals heterostructures. Science, 353(6298), aac9439.
[21] Kumar, C., Shrivastav, M., Kashyap, V., Sankhla, M. S., Escrig, J., & Saxena, K. (2024). Surface-enhanced Raman Scattering (SERS)-based Sensors for Biomarkers.
[22] Ju, J., Liu, Z., Gao, X., Sun, W., Fu, W., & Wang, Y. (2026). Quantum Dots for Biomedical Biosensing, NIR‐II Bioimaging, and Phototherapy: Materials Design, Signal Transduction, and Translational Barriers. Advanced Science, e75491.
[23] Bruch, R., Baaske, J., Chatelle, C., Meirich, M., Madlener, S., Weber, W., ... & Urban, G. A. (2019). CRISPR/Cas13a‐powered electrochemical microfluidic biosensor for nucleic acid amplification‐free miRNA diagnostics. Advanced materials, 31(51), 1905311.
[24] Bandodkar, A. J., & Wang, J. (2014). Non-invasive wearable electrochemical sensors: a review. Trends in biotechnology, 32(7), 363-371.
[25] Liu, J., Huang, Y., Kumar, A., Tan, A., Jin, S., Mozhi, A., & Liang, X. J. (2014). pH-sensitive nano-systems for drug delivery in cancer therapy. Biotechnology advances, 32(4), 693-710.
[26] Zhang, R., Song, X., Liang, C., Yi, X., Song, G., Chao, Y., ... & Liu, Z. (2017). Catalase-loaded cisplatin-prodrug-constructed liposomes to overcome tumor hypoxia for enhanced chemo-radiotherapy of cancer. Biomaterials, 138, 13-21.
[27] Esteva, A., Robicquet, A., Ramsundar, B., Kuleshov, V., DePristo, M., Chou, K., ... & Dean, J. (2019). A guide to deep learning in healthcare. Nature medicine, 25(1), 24-29.
[28] Chen, X. Z., Jang, B., Ahmed, D., Hu, C., De Marco, C., Hoop, M., ... & Pané, S. (2018). Small‐scale machines driven by external power sources. Advanced Materials, 30(15), 1705061.
[29] Xiao, M., Lai, W., Man, T., Chang, B., Li, L., Chandrasekaran, A. R., & Pei, H. (2019). Rationally engineered nucleic acid architectures for biosensing applications. Chemical reviews, 119(22), 11631-11717.
[30] Labanieh, L., Majzner, R. G., & Mackall, C. L. (2018). Programming CAR-T cells to kill cancer. Nature biomedical engineering, 2(6), 377-391.
[31] Akyildiz, I. F., Pierobon, M., Balasubramaniam, S., & Koucheryavy, Y. (2015). The internet of bio-nano things. IEEE Communications Magazine, 53(3), 32-40.
[32] Kim, D. H., Lu, N., Ma, R., Kim, Y. S., Kim, R. H., Wang, S., ... & Rogers, J. A. (2011). Epidermal electronics. science, 333(6044), 838-843.
[33] Jornet, J. M., & Akyildiz, I. F. (2014). Graphene-based plasmonic nano-antenna for terahertz band communication in nanonetworks. IEEE Journal on selected areas in communications, 31(12), 685-694.
[34] Moor, M., Banerjee, O., Abad, Z. S. H., Krumholz, H. M., Leskovec, J., Topol, E. J., & Rajpurkar, P. (2023). Foundation models for generalist medical artificial intelligence. Nature, 616(7956), 259-265.
[35] Bruynseels, K., Santoni de Sio, F., & Van den Hoven, J. (2018). Digital twins in health care: ethical implications of an emerging engineering paradigm. Frontiers in genetics, 9, 31.
[36] Corral-Acero, J., Margara, F., Marciniak, M., Rodero, C., Loncaric, F., Feng, Y., ... & Lamata, P. (2020). The ‘Digital Twin’to enable the vision of precision cardiology. European heart journal, 41(48), 4556-4564.
[37] Hanahan, D. (2022). Hallmarks of cancer: new dimensions. Cancer discovery, 12(1), 31-46.
[38] Dagogo-Jack, I., & Shaw, A. T. (2018). Tumour heterogeneity and resistance to cancer therapies. Nature reviews Clinical oncology, 15(2), 81-94.
[39] Acosta, J. N., Falcone, G. J., Rajpurkar, P., & Topol, E. J. (2022). Multimodal biomedical AI. Nature medicine, 28(9), 1773-1784.
[40] Lee, H., Song, C., Hong, Y. S., Kim, M., Cho, H. R., Kang, T., ... & Kim, D. H. (2017). Wearable/disposable sweat-based glucose monitoring device with multistage transdermal drug delivery module. Science advances, 3(3), e1601314.
[41] Fadeel, B., Farcal, L., Hardy, B., Vázquez-Campos, S., Hristozov, D., Marcomini, A., ... & Savolainen, K. (2018). Advanced tools for the safety assessment of nanomaterials. Nature nanotechnology, 13(7), 537-543.
[42] Dagdeviren, C., Yang, B. D., Su, Y., Tran, P. L., Joe, P., Anderson, E., ... & Rogers, J. A. (2014). Conformal piezoelectric energy harvesting and storage from motions of the heart, lung, and diaphragm. Proceedings of the National Academy of Sciences, 111(5), 1927-1932.
[43] Malgieri, G., & Niklas, J. (2020). Vulnerable data subjects. Computer Law & Security Review, 37, 105415.
[44] Roozbahani M. H. A Review of Digital Twins’ Applications and Challenges in Healthcare and Medicine. Arman Process Journal (APJ). 2025;6(4):25-49.
[45] Abdollahi S. F., Dashti S. E. Optimizing Video Coding Using Neural Networks: A Comprehensive Review of Methods and Applications. Arman Process Journal (APJ). 2025;6(1):67-84.