Evidence map›Paper›PMID 42466339›Full record

ReviewFrontiers in endocrinology2026

Smart thyroid-regulated drug delivery systems: a review of intelligent biosensor-integrated therapeutics for precision thyroxine replacement.

Rahul Ingle, Gajanan M Sonwane

Abstract readReview
In one paragraph

Review in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Rahul IngleDepartment of Pharmaceutical Chemistry, Datta Meghe College of Pharmacy, Datta Meghe Institute of Higher Education and Research (Deemed to be University), Sawangi (M), Wardha, Maharashtra, India.
Gajanan M SonwaneDepartment of Drug Discovery, Morepen Proprietary Drug Research Pvt Ltd, Hyderabad, Telangana, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Levothyroxine (L-T4) replacement therapy has remained the standard treatment for post-thyroidectomy hypothyroidism since the mid-twentieth century. The drug works, but the delivery method has a basic flaw: it cannot adjust. A patient swallows the same dose every morning regardless of whether she is pregnant, fighting a fever, fasting, or sleeping. The healthy thyroid gland, by contrast, constantly tunes its output in response to signals from the hypothalamic-pituitary-thyroid (HPT) axis, adjusting on a timescale of minutes to hours. This mismatch between static pills and dynamic physiology leaves most thyroidectomized patients oscillating between mild over- and under-replacement for much of their lives. Recent meta-analyses confirm that only about 34% of these patients hit target euthyroidism at their first post-operative follow-up. The consequences are not trivial: cardiac arrhythmias, bone mineral loss, cognitive fog, metabolic disruption, and impaired fertility all track with even mild thyroid hormone imbalance. This review makes the case that we now have the pieces to build something better. Advances in nanomaterial-based biosensors already permit picomolar-range detection of TSH, free T3, and free T4. Machine learning pharmacokinetic models predict individual L-T4 requirements with R-squared values exceeding 0.85. The artificial pancreas has demonstrated that closed-loop drug delivery can work safely in humans at scale. We propose an Intelligent Medicine Bot (IMB): a wearable or implantable closed-loop platform that continuously senses thyroid hormone levels, computes optimal doses through adaptive AI algorithms, and delivers precisely titrated levothyroxine through a MEMS micro-pump. We review the clinical problem in detail, survey the enabling technologies, present the system architecture, and outline a phased development roadmap toward clinical translation.

Indexed as

Biosensing TechniquesDrug Delivery SystemsHormone Replacement TherapyHypothyroidismPrecision MedicineThyroid GlandThyroxineHumansThyroxineartificial intelligencebiosensorclosed-loop drug deliverylevothyroxineMEMS micro-pumpprecision medicinethyroidectomythyroid hormone replacement

Identifiers

PMID42466339
PMCPMC13372598

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.