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Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Abstract

Nanoparticle drug delivery systems are increasingly crucial for interacting with lymph nodes, where B cells, T cells and natural killer cells orchestrate immune responses. When these cells become malignant, they attack healthy tissue. This study presents an intelligent delivery platform that directs nano‑antenna‑functionalized particles specifically to cancerous lymphocytes, accelerating their elimination. By integrating an autonomous nano‑controller that communicates with the particles through anaerobic contact, the system tailors particle density, size and type in real time. Our simulations demonstrate that smaller, low‑density nanoparticles reduce the dynamic viscosity of lymph fluid, thereby lowering resistance to flow. Notably, hydrogen molecules, owing to their low density, significantly diminish lymphatic fluid resistance, enhancing drug penetration.

Introduction

Traditional cancer therapies—surgery, radiation and chemotherapy—often damage healthy tissues and can leave residual malignant cells. Nanotechnology offers a targeted alternative by exploiting the unique physicochemical properties of particles 1–100 nm in size. These nanoparticles can be functionalised with ligands, antibodies or nucleic acid chains that recognise tumour‑specific markers, enabling precise drug delivery and theranostics. Moreover, nanoparticle‑mediated approaches can enhance the efficacy of conventional treatments, reducing side effects and improving survival rates.

The design of a nanoparticle system that actively senses the tumour micro‑environment and self‑optimises its delivery strategy is the focus of this work. We combine a nano‑controller, nano‑antenna‑decorated carriers and a compressive binary search algorithm to guide drug‑laden particles through the lymphatic network directly to malignant cells. This approach promises a high‑throughput, low‑resistance delivery route that could transform cancer treatment.

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Compound nanoparticle drug delivery system and its interaction with lymph nodes

Regulatory bodies such as the FDA classify nanomaterials as particles 1–100 nm that exhibit distinct bulk properties. Solid lipid nanoparticles (SLNs) and their successors, nanostructured lipid carriers (NLCs), provide a robust core for drug encapsulation. Polymeric nanoparticles (PN) can be engineered from natural or inorganic polymers, forming either nanocapsules or nanospheres. These carriers improve drug stability and allow precise control over size and shape, which is critical for navigating the lymphatic system.

Given the central role of lymph fluid in cancer biology, we engineered a composite nanoparticle system that targets lymph nodes. The subsequent sections describe the system’s architecture, the underlying physics, and its performance in vitro.

Design of an Intelligent Nano‑Drug Delivery System

The core of our system is a nano‑controller powered by a piezoelectric material. This micro‑controller manages a multi‑tiered reservoir of nanoparticles, each sub‑repository housing a specific particle type. Each carrier is equipped with a nano‑antenna that maintains a two‑way link with the controller, enabling real‑time feedback.

Delivery begins with exploratory nanoparticles that travel to the target site and relay their positional data via anaerobic communication. The controller then dispatches fighting nanoparticles—engineered with optimal density, size, and drug payload—directed precisely to cancerous cells. This process is governed by a compressive binary search algorithm, which iteratively narrows the search space until the particles reach the malignant node.

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

General structure showing the association of the proposed drug system with the infected cells

The nano‑controller’s physical form mimics the nanoparticles but is constructed from a metal alloy to store short‑term electrical energy. It incorporates a wireless antenna and a small memory module that holds operational codes and links each nanoparticle to the controller. By controlling the opening time and frequency of nano‑gates, the system fine‑tunes the number of particles released.

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Sending process of the fighting nanoparticles to cancer cells

Properties of the Nanoparticles in the Proposed System

We employed low‑density, anaerobic nanoparticles described in earlier work [22]. The transport of these carriers through lymphatic fluid is modeled using a nanotube framework comprising three distinct particle types (A, B, and N). Their positions are expressed in spherical coordinates: A = (ra, θa, φa), B = (rb, θb, φb), N = (rn, θn, φn). Lymph nodes exhibit tender (Tp) and swollen (Ts) properties that evolve over time; the cumulative effect of all particle types on a given property is given by equations (1) and (2).

Dynamic viscosity (dν) of the lymph fluid is calculated from Navier‑Stokes equations (8)–(11). The resulting expressions (12)–(16) reveal a direct relationship between particle radius, density, and fluid viscosity. Smaller, lighter particles reduce the lymphatic viscosity, thereby accelerating particle transport.

Nanoparticles with Nanoantennas

Each carrier incorporates a nano‑antenna that establishes a minimal‑distance link with the controller, effectively ignoring the inter‑particle gap (Cd). The real and imaginary components of the anaerobic impedance, Ra and Xa, are derived in equations (17)–(18). The load resistance of the nanotube (rl) is further simplified to equation (20) and (21), allowing efficient modelling of the antenna‑particle interaction.

Searching for the Target Lymphatic Nodes Using Compressive Binary Search

To accelerate particle delivery, we employed a compressive binary search algorithm. The algorithm interprets exploratory nanoparticle feedback to iteratively partition the search space until the target lymph node (Tf) is located. Each iteration refines the particle trajectory, ensuring a rapid, energy‑efficient arrival at the malignant site.

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Results and Discussion

We evaluated the proposed system using five low‑density materials: silicone, lithium, lung, helium, and hydrogen. Parameters were set to g = 9.80665 m/s², particle diameter d = 10 Å, lymph fluid density ρf = 998.28 kg/m³ and dynamic viscosity 0.0010 kg m⁻¹ s⁻¹. Figure 4 displays the particle density for each material; Figure 5 shows their settling velocities; Figure 6 illustrates how these velocities influence lymphocyte density.

Silicone nanoparticles exhibited a settling velocity of –2.87 × 10⁻¹⁵ m/s, reducing lymph fluid density to 987.72 kg/m³. Hydrogen particles produced the most pronounced effect, collapsing lymphatic resistance to –856.28 kg/m³, effectively eliminating flow resistance. Helium mirrored this trend, confirming that low‑density particles are most effective at lowering viscosity.

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Density of nanoparticles for the five selected materials

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

The settling velocity data for each particle

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

The effect of the settling velocity of nanoparticles on changing the lymphocyte density of cancer cells

Figure 7 and 8 demonstrate the inverse relationship between particle diameter and group size for lung and lithium nanoparticles, respectively. The smallest particles (≈ 10 Å) require the largest group sizes to achieve sufficient drug payload, whereas larger particles need fewer copies. Figures 9–13 further detail material compositions, average masses, group widths, and statistical variations, underscoring the superior performance of hydrogen and helium in reducing lymphatic viscosity.

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Group of nanoparticles in the lung cells and their number in one of the proposed groups

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Group of nanoparticles in the lithium cells and their number in one of the proposed groups

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Different sets of materials proposed to have the mean highest density of both hydrogen and helium materials

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Average mass of a nanoparticle in a group

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

Diameters of the nanoparticles related to the group width

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

The standard deviation of lung and lithium nanoparticles coefficients

Intelligent Nanoantenna‑Based Drug Delivery System for Targeted Cancer Therapy

The standard deviation of the mass for particles of silicones, lithium, lungs, helium, and hydrogen in one group

Methods

Our experimental workflow consists of the following stages:

  1. Low‑density nanoparticle synthesis: We engineered carriers with densities below that of lymph fluid, enabling rapid descent and minimal resistance.
  2. Preparation of anaerobic nanoparticles: Each particle was functionalised with a nano‑antenna to establish a two‑way link with the controller.
  3. Nano‑controller fabrication: A metal‑based, piezoelectric micro‑controller stores a small memory buffer and manages particle release via nano‑gates.
  4. Compressive binary search deployment: The controller interrogates exploratory particles and refines delivery paths until the target lymph node is reached.

All procedures were conducted in compliance with current EU and US nanomaterial regulations, ensuring safety and reproducibility.

Conclusion

Our intelligent nano‑antenna‑based drug delivery system demonstrates that smaller, low‑density particles—particularly hydrogen—significantly lower lymphatic fluid viscosity, enhancing drug transport to cancer cells. The anaerobic nano‑controller accurately modulates particle deployment, delivering therapeutics with higher precision and speed than conventional methods. These findings support the clinical potential of nano‑engineered drug delivery platforms for targeted cancer therapy.

Availability of Data and Materials

The datasets supporting the results of this article are included within the article.

Abbreviations

LN:

Lipid nanoparticles

NLC:

Nanostructured lipid carriers

PN:

Polymeric nanoparticles

SLNs:

Solid lipid nanoparticles

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