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Journal of Pharmacy & Bioallied Sciences logoLink to Journal of Pharmacy & Bioallied Sciences
. 2026 Jan 12;18(Suppl 1):S4–S6. doi: 10.4103/jpbs.jpbs_1491_25

Closed-Loop Anesthesia: Advances in Automated Drug Delivery and Perioperative Monitoring

Rahul G Daga 1,, Anitabh Sukhadeve 1, Amit Suthar 1
PMCID: PMC12995145  PMID: 41853001

Abstract

Closed-loop anesthesia is an advanced system that uses real-time monitoring to automatically adjust anesthetic drug delivery during surgery. It helps maintain stable anesthesia levels by continuously analyzing data such as heart rate, blood pressure, and brain activity. These systems improve patient safety, reduce drug fluctuations, and lessen the manual workload of anesthesiologists. Closed-loop anesthesia is especially useful for patients undergoing major surgeries, as well as those with special needs like children, the elderly, and individuals with health conditions. Various technologies and drugs, including propofol, remifentanil, and sevoflurane, support its function. As technology progresses, future systems may combine control of anesthesia, fluids, and blood pressure medications, working closely with electronic health records. Despite automation, human supervision remains essential for safe and effective anesthesia care.

KEYWORDS: Anesthetic safety, automated drug delivery, closed-loop anesthesia, patient monitoring, precision anesthesia

INTRODUCTION

Anesthesia has come a long way and changes that have occurred its path have seen the simplicity of the manually administered agents transformed to extremely advanced devices able to achieve perfectly optimized drug potency. The closed-loop anesthesia system can be viewed as one of the most promising innovations in the delivery of anesthetics. These systems are able to continuously observe physiological parameters and control changes in anesthetic regimens automatically, resulting in a reduced level of variability, improved safety, and clinical performance of the patient. An example of a system that combines all the components of artificial intelligence, pharmacology, and real-time monitoring is closed-loop anesthesia that helps anesthesiologists provide patients with personalized care.[1]

LAW OF CLOSED-LOOP ANESTHESIA

Closed-loop anesthesia is a type of automatic control whose control output is a modified delivery of drugs, responding to feedback of instant physiological information. Closed-loop systems continuously take data input to control the depth of anesthetic and analgesia as opposed to open-loop systems that take only manual data adjustments.[2] The common inputs used are the heart rate, blood pressure, oxygenation, and electroencephalographic (EEG) activity.[2] The control algorithms implemented in the feedback mechanism are used to control the drug concentrations in the target values so they are not exceeded (e.g., proportional-integral-derivative (PID) or model predictive control).[3]

CLOSED-LOOP SYSTEMS MODE

Automated drug delivery

Continuous control of drug delivery that constitutes closed-loop anesthesia employs an automated drug-delivery system. The systems are based on the target-controlled infusion (TCI) systems that are dependent on pharmacokinetic and pharmacodynamics models to manipulate the doses of the anesthetics. The use of TCI systems is typical of many agents, such as propofol and remifentanil, where an accurate control of both plasma and effect-site concentrations is required.[4]

Real-time monitoring

Closed-loop systems are based on realization of real-time monitoring that measures many parameters including the different parameters like bispectral index (BIS) to evaluate the depth of anesthesia. BIS is a result of EEG measurements which gives a numerical index ranging between 0 (deep anesthesia) and 100 (fully awake) where the system tries to ensure that the patient is well sedated.[5] Additional parameters will be heart rate variability, end-tidal CO2 and mean arterial pressure.

Control algorithms feedback

A closed-loop system is anchored upon a control algorithm. PID controllers are very common because of their simplicity and robustness. These controllers control drug delivery according to the deviation of a target value by the use of proportional, integral and derivative components.[6] In advanced systems, the fuzzy logic or machine learning algorithms are also used to deal with complex physiological changes and inter-individual differences.

Multimodal integration

In contemporary closed-loops, anesthetics drugs, analgesics and relaxants are tending toward multimodal integrations. This kind of integration offers more thorough management and an improved patient outcome because of compromised sedation, alleviation of pain, and hemodynamic stability.[7]

CLINICAL APPLICATIONS

High-risk surgical patients

Closed-loop systems also have a great value in patients who have major or lengthy surgeries, like heart surgery or surgery in the brain. These patients need a constant level of anesthesia and reduced hemodynamic variation. Automation has enabled titration to be more stable and decreased post-surgery complications.[8]

There are obese and elderly patients

The elderly and obese patients may pose problems in anesthetic management since their pharmacokinetics are altered, and so are the comorbidities. The role of closed-loop systems in drug dosing optimization can be used in these groups since these approaches continually readjust to the physiological reactions and reduce the risk of overdosing or underdosing.[9]

Pediatric patients

Drug metabolism and sensitivity are variable in pediatric anesthesia, which makes it rather complicated. These will be closed-loop systems, which would allow highly precise dosing to quickly respond to changes in the physiological status of this vulnerable population and enhance both safety and efficacy.[10]

Comorbidities patients

Patients with heart conditions, lung conditions, or metabolic diseases usually need careful anesthetic care. Closed-loop systems have great control over vital signs, thus limiting the occurrence of intraoperative adverse events, in addition to the quick recovery of the patient.[11]

A LIST OF FEATURES AND WIDELY USED PHARMACOLOGICAL SUBSTANCES FOLLOWS

Propofol

The speed of onset of the action and duration of propofol are the major strengths of propofol, which render it the core of many closed-loop systems. The induction and maintenance of anesthesia in TCI systems can be used it quite often. It is ideal with regard to its pharmacokinetic profile, making it precise to control.[12]

Remifentanil

The remifentanil is a powerful and ultra-quick working opioid, which gets oxidized by the plasma esterases. It has good analgesic effects that are easy to accumulate, thus it is effective in automated titration with closed-loop opioid delivery systems.[13]

Dexmedetomidine

Dexmedetomidine is a sedative and analgesic due to being an alpha-2 adrenergic agonist that is not associated with any clinically relevant respiratory depression. It is frequently employed in closed-loop sedation systems, particularly in the intensive care unit.[14]

Inhalational agents

Sevoflurane and desflurane are high-potency, fast-acting volatile agents often applied in automated systems, which redistribute the vaporizer output in BIS-only or end-tidal concentrations. The agents also facilitate fast emergence and are the best fit in ambulatory surgeries.[15]

Adjuncts and analgesics

Multimodal closed-loop approaches, which include, in addition to opioids, drugs such as gabapentinoids, ketamine, and local anesthetics such as ropivacaine, work to increase analgesia and lessen opioid demands.[16]

Advantages of Closed-Loop Anesthesia

  • Improved Precision: Continuous feedback allows for precise drug titration, resulting in more stable anesthetic levels.[17]

  • Reduced Human Error: Automation reduces the likelihood of dose-related errors, especially in complex cases.

  • Optimized Drug Use: Reduced consumption of anesthetic agents and shorter recovery times contribute to better resource utilization.

  • Enhanced Patient Safety: Real-time monitoring prevents oversedation, hypoxia, or hemodynamic instability.

  • Decreased Workload: Anesthesiologists can focus more on clinical decision-making and crisis management, improving overall care.

CONCLUSION

Closed-loop anesthesia represents a significant advancement in perioperative medicine, offering improved precision, safety, and efficiency. By integrating pharmacologic knowledge with real-time monitoring and automation, these systems enhance patient outcomes while reducing clinician burden. While technology continues to evolve, human expertise remains central to ensuring safe and effective anesthesia care.

Conflicts of interest

There are no conflicts of interest.

Funding Statement

Nil.

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