Embodiments of the subject matter described herein relate generally to medical devices, and more particularly, embodiments of the subject matter relate to providing therapy information to a user during operation of a fluid infusion device.
Infusion pump devices and systems are relatively well known in the medical arts, for use in delivering or dispensing an agent, such as insulin or another prescribed medication, to a patient. A typical infusion pump includes a pump drive system which typically includes a small motor and drive train components that convert rotational motor motion to a translational displacement of a plunger (or stopper) in a reservoir that delivers medication from the reservoir to the body of a user via a fluid path created between the reservoir and the body of a user. Use of infusion pump therapy has been increasing, especially for delivering insulin for diabetics.
Continuous insulin infusion provides greater control of a diabetic's condition, and hence, control schemes are being developed that allow insulin infusion pumps to monitor and regulate a user's blood glucose level in a substantially continuous and autonomous manner. Regulating blood glucose level is complicated by variations in the response time for the type of insulin being used along with variations in a user's individual insulin response and daily activities (e.g., exercise, carbohydrate consumption, bolus administration, and the like). To compensate for these variations, the amount of insulin being infused in an automated manner may also vary. However, this poses challenges when transitioning from an automated delivery control mode to a more manually-intensive delivery mode where the user desires information or feedback for manually regulating his or her blood glucose level, such as, for example, current amount of active insulin delivered that is still to be metabolized. While techniques exist for calculating active insulin based on manual correction boluses or meal boluses, many current approaches do not accurately account for variable basal deliveries when they are the primary source of insulin or provide a way for the user to conveniently gauge the amount of active insulin.
Infusion systems, infusion devices, and related operating methods are provided. An embodiment of a method of operating an infusion device to deliver fluid to a body of a user is provided. The method involves autonomously operating the infusion device to deliver a variable rate of infusion of the fluid in a first operating mode and determining a residual amount of active fluid in the body of the user based at least in part on the variable rate of infusion delivered by the infusion device in the first operating mode. In response to identifying a change in operating mode from the first operating mode, the method generates a user notification based at least in part on the residual amount of active fluid.
In another embodiment, a method of operating an infusion device to deliver insulin to a body of a user involves operating the infusion device in a closed-loop operating mode to autonomously deliver a variable rate of infusion to the body based on a difference between glucose measurements from the body of the user and a reference glucose value, recursively determining a total active insulin amount based at least in part on the variable rate of infusion, and recursively determining a nominal active insulin amount based at least in part on a constant rate of infusion. Upon exiting the closed-loop operating mode, the method determines a residual active insulin amount based on a difference between the total active insulin amount and the nominal active insulin amount and displays a graphical user notification influenced by the residual active insulin amount.
An embodiment of an infusion system is also provided. The infusion system includes a user interface, an infusion device including a motor operable to deliver fluid to a body of a user and a control system coupled to the motor, and a sensing arrangement to obtain measurement values for a physiological condition influenced by the fluid from the body of the user. The control system is coupled to the user interface and the sensing arrangement to autonomously operate the motor to deliver a variable basal rate of infusion based on the measurement values, determine a residual amount of the fluid that is active in the body of the user based at least in part on the variable basal rate of infusion, and provide a user notification on the user interface that is influenced by the residual amount.
This summary is provided to introduce a selection of concepts in a simplified form that are further described below in the detailed description. This summary is not intended to identify key features or essential features of the claimed subject matter, nor is it intended to be used as an aid in determining the scope of the claimed subject matter.
A more complete understanding of the subject matter may be derived by referring to the detailed description and claims when considered in conjunction with the following figures, wherein like reference numbers refer to similar elements throughout the figures, which may be illustrated for simplicity and clarity and are not necessarily drawn to scale.
The following detailed description is merely illustrative in nature and is not intended to limit the embodiments of the subject matter or the application and uses of such embodiments. As used herein, the word “exemplary” means “serving as an example, instance, or illustration.” Any implementation described herein as exemplary is not necessarily to be construed as preferred or advantageous over other implementations. Furthermore, there is no intention to be bound by any expressed or implied theory presented in the preceding technical field, background, brief summary or the following detailed description.
While the subject matter described herein can be implemented in any electronic device that includes a motor, exemplary embodiments described below are implemented in the form of medical devices, such as portable electronic medical devices. Although many different applications are possible, the following description focuses on a fluid infusion device (or infusion pump) as part of an infusion system deployment. For the sake of brevity, conventional techniques related to infusion system operation, insulin pump and/or infusion set operation, and other functional aspects of the systems (and the individual operating components of the systems) may not be described in detail here. Examples of infusion pumps may be of the type described in, but not limited to, U.S. Pat. Nos. 4,562,751; 4,685,903; 5,080,653; 5,505,709; 5,097,122; 6,485,465; 6,554,798; 6,558,320; 6,558,351; 6,641,533; 6,659,980; 6,752,787; 6,817,990; 6,932,584; and 7,621,893; each of which are herein incorporated by reference.
Embodiments of the subject matter described herein generally relate to fluid infusion devices including a motor that is operable to linearly displace a plunger (or stopper) of a reservoir provided within the fluid infusion device to deliver a dosage of fluid, such as insulin, to the body of a user. Dosage commands that govern operation of the motor may be generated in an automated manner in accordance with the delivery control scheme associated with a particular operating mode, and the dosage commands may be generated in a manner that is influenced by a current (or most recent) measurement of a physiological condition in the body of the user. For example, in a closed-loop operating mode, dosage commands may be generated based on a difference between a current (or most recent) measurement of the interstitial fluid glucose level in the body of the user and a target (or reference) glucose value. In this regard, the rate of infusion may vary as the difference between a current measurement value and the target measurement value fluctuates. For purposes of explanation, the subject matter is described herein in the context of the infused fluid being insulin for regulating a glucose level of a user (or patient); however, it should be appreciated that many other fluids may be administered through infusion, and the subject matter described herein is not necessarily limited to use with insulin.
As described in greater detail below, primarily in the context of
In response to identifying a change in operating mode (e.g., transitioning from the automated operating mode to a more manually-intensive operating mode), the residual amount of active insulin is utilized to automatically generate one or more graphical indications or notifications for the patient, which, in turn, may be utilized by the patient in determining how to manually control his or her therapy going forward. For example, the current residual active insulin may be presented or otherwise displayed to the patient for manual assessment. By accounting for variable basal delivery rates and the patient's total daily dose, the residual amount of active insulin provides a more accurate representation of the patient's current and future glycemic state relative to traditional insulin-on-board calculations based solely on boluses (e.g., meal, correction, or other manually-initiated boluses). Additionally or alternatively, in some embodiments, based on the magnitude of the current residual active insulin, the infusion device may automatically generate or otherwise provide a graphical recommendation that the user consume carbohydrates, engage in (or disengage from) exercise or other physical activity, administer a correction bolus, or the like.
Turning now to
In the illustrated embodiment of
The sensing arrangement 104 generally represents the components of the infusion system 100 configured to sense, detect, measure or otherwise quantify a condition of the user, and may include a sensor, a monitor, or the like, for providing data indicative of the condition that is sensed, detected, measured or otherwise monitored by the sensing arrangement. In this regard, the sensing arrangement 104 may include electronics and enzymes reactive to a biological condition, such as a blood glucose level, or the like, of the user, and provide data indicative of the blood glucose level to the infusion device 102, the CCD 106 and/or the computer 108. For example, the infusion device 102, the CCD 106 and/or the computer 108 may include a display for presenting information or data to the user based on the sensor data received from the sensing arrangement 104, such as, for example, a current glucose level of the user, a graph or chart of the user's glucose level versus time, device status indicators, alert messages, or the like. In other embodiments, the infusion device 102, the CCD 106 and/or the computer 108 may include electronics and software that are configured to analyze sensor data and operate the infusion device 102 to deliver fluid to the body of the user based on the sensor data and/or preprogrammed delivery routines. Thus, in exemplary embodiments, one or more of the infusion device 102, the sensing arrangement 104, the CCD 106, and/or the computer 108 includes a transmitter, a receiver, and/or other transceiver electronics that allow for communication with other components of the infusion system 100, so that the sensing arrangement 104 may transmit sensor data or monitor data to one or more of the infusion device 102, the CCD 106 and/or the computer 108.
Still referring to
As described above, in some embodiments, the CCD 106 and/or the computer 108 may include electronics and other components configured to perform processing, delivery routine storage, and to control the infusion device 102 in a manner that is influenced by sensor data measured by and/or received from the sensing arrangement 104. By including control functions in the CCD 106 and/or the computer 108, the infusion device 102 may be made with more simplified electronics. However, in other embodiments, the infusion device 102 may include all control functions, and may operate without the CCD 106 and/or the computer 108. In various embodiments, the CCD 106 may be a portable electronic device. In addition, in various embodiments, the infusion device 102 and/or the sensing arrangement 104 may be configured to transmit data to the CCD 106 and/or the computer 108 for display or processing of the data by the CCD 106 and/or the computer 108.
In some embodiments, the CCD 106 and/or the computer 108 may provide information to the user that facilitates the user's subsequent use of the infusion device 102. For example, the CCD 106 may provide information to the user to allow the user to determine the rate or dose of medication to be administered into the user's body. In other embodiments, the CCD 106 may provide information to the infusion device 102 to autonomously control the rate or dose of medication administered into the body of the user. In some embodiments, the sensing arrangement 104 may be integrated into the CCD 106. Such embodiments may allow the user to monitor a condition by providing, for example, a sample of his or her blood to the sensing arrangement 104 to assess his or her condition. In some embodiments, the sensing arrangement 104 and the CCD 106 may be used for determining glucose levels in the blood and/or body fluids of the user without the use of, or necessity of, a wire or cable connection between the infusion device 102 and the sensing arrangement 104 and/or the CCD 106.
In some embodiments, the sensing arrangement 104 and/or the infusion device 102 are cooperatively configured to utilize a closed-loop system for delivering fluid to the user. Examples of sensing devices and/or infusion pumps utilizing closed-loop systems may be found at, but are not limited to, the following U.S. Pat. Nos. 6,088,608, 6,119,028, 6,589,229, 6,740,072, 6,827,702, 7,323,142, and 7,402, 153, all of which are incorporated herein by reference in their entirety. In such embodiments, the sensing arrangement 104 is configured to sense or measure a condition of the user, such as, blood glucose level or the like. The infusion device 102 is configured to deliver fluid in response to the condition sensed by the sensing arrangement 104. In turn, the sensing arrangement 104 continues to sense or otherwise quantify a current condition of the user, thereby allowing the infusion device 102 to deliver fluid continuously in response to the condition currently (or most recently) sensed by the sensing arrangement 104 indefinitely. In some embodiments, the sensing arrangement 104 and/or the infusion device 102 may be configured to utilize the closed-loop system only for a portion of the day, for example only when the user is asleep or awake.
As best illustrated in
The housing 202 is formed from a substantially rigid material having a hollow interior 214 adapted to allow an electronics assembly 204, a sliding member (or slide) 206, a drive system 208, a sensor assembly 210, and a drive system capping member 212 to be disposed therein in addition to the reservoir 205, with the contents of the housing 202 being enclosed by a housing capping member 216. The opening 220, the slide 206, and the drive system 208 are coaxially aligned in an axial direction (indicated by arrow 218), whereby the drive system 208 facilitates linear displacement of the slide 206 in the axial direction 218 to dispense fluid from the reservoir 205 (after the reservoir 205 has been inserted into opening 220), with the sensor assembly 210 being configured to measure axial forces (e.g., forces aligned with the axial direction 218) exerted on the sensor assembly 210 responsive to operating the drive system 208 to displace the slide 206. In various embodiments, the sensor assembly 210 may be utilized to detect one or more of the following: an occlusion in a fluid path that slows, prevents, or otherwise degrades fluid delivery from the reservoir 205 to a user's body; when the reservoir 205 is empty; when the slide 206 is properly seated with the reservoir 205; when a fluid dose has been delivered; when the infusion pump 200 is subjected to shock or vibration; when the infusion pump 200 requires maintenance.
Depending on the embodiment, the fluid-containing reservoir 205 may be realized as a syringe, a vial, a cartridge, a bag, or the like. In certain embodiments, the infused fluid is insulin, although many other fluids may be administered through infusion such as, but not limited to, HIV drugs, drugs to treat pulmonary hypertension, iron chelation drugs, pain medications, anti-cancer treatments, medications, vitamins, hormones, or the like. As best illustrated in
In the illustrated embodiment of
As best shown in
As illustrated in
The motor assembly 207 includes one or more electrical leads 236 adapted to be electrically coupled to the electronics assembly 204 to establish communication between the control electronics 224 and the motor assembly 207. In response to command signals from the control electronics 224 that operate a motor driver (e.g., a power converter) to regulate the amount of power supplied to the motor from a power supply, the motor actuates the drive train components of the drive system 208 to displace the slide 206 in the axial direction 218 to force fluid from the reservoir 205 along a fluid path (including tubing 221 and an infusion set), thereby administering doses of the fluid contained in the reservoir 205 into the user's body. Preferably, the power supply is realized one or more batteries contained within the housing 202. Alternatively, the power supply may be a solar panel, capacitor, AC or DC power supplied through a power cord, or the like. In some embodiments, the control electronics 224 may operate the motor of the motor assembly 207 and/or drive system 208 in a stepwise manner, typically on an intermittent basis; to administer discrete precise doses of the fluid to the user according to programmed delivery profiles.
Referring to
Referring to
In exemplary embodiments, the sensing arrangement 504 includes one or more interstitial glucose sensing elements that generate or otherwise output electrical signals having a signal characteristic that is correlative to, influenced by, or otherwise indicative of the relative interstitial fluid glucose level in the body 501 of the user. The output electrical signals are filtered or otherwise processed to obtain a measurement value indicative of the user's interstitial fluid glucose level. In exemplary embodiments, a blood glucose meter 530, such as a finger stick device, is utilized to directly sense, detect, measure or otherwise quantify the blood glucose in the body 501 of the user. In this regard, the blood glucose meter 530 outputs or otherwise provides a measured blood glucose value that may be utilized as a reference measurement for calibrating the sensing arrangement 504 and converting a measurement value indicative of the user's interstitial fluid glucose level into a corresponding calibrated blood glucose value. For purposes of explanation, the calibrated blood glucose value calculated based on the electrical signals output by the sensing element(s) of the sensing arrangement 504 may alternatively be referred to herein as the sensor glucose value, the sensed glucose value, or variants thereof.
In the illustrated embodiment, the pump control system 520 generally represents the electronics and other components of the infusion device 502 that control operation of the fluid infusion device 502 according to a desired infusion delivery program in a manner that is influenced by the sensed glucose value indicative of a current glucose level in the body 501 of the user. For example, to support a closed-loop operating mode, the pump control system 520 maintains, receives, or otherwise obtains a target or commanded glucose value, and automatically generates or otherwise determines dosage commands for operating the motor 507 to displace the plunger 517 and deliver insulin to the body 501 of the user based on the difference between a sensed glucose value and the target glucose value. In other operating modes, the pump control system 520 may generate or otherwise determine dosage commands configured to maintain the sensed glucose value below an upper glucose limit, above a lower glucose limit, or otherwise within a desired range of glucose values. In practice, the infusion device 502 may store or otherwise maintain the target value, upper and/or lower glucose limit(s), and/or other glucose threshold value(s) in a data storage element accessible to the pump control system 520.
The target glucose value and other threshold glucose values may be received from an external component (e.g., CCD 106 and/or computing device 108) or be input by a user via a user interface element 540 associated with the infusion device 502. In practice, the one or more user interface element(s) 540 associated with the infusion device 502 typically include at least one input user interface element, such as, for example, a button, a keypad, a keyboard, a knob, a joystick, a mouse, a touch panel, a touchscreen, a microphone or another audio input device, and/or the like. Additionally, the one or more user interface element(s) 540 include at least one output user interface element, such as, for example, a display element (e.g., a light-emitting diode or the like), a display device (e.g., a liquid crystal display or the like), a speaker or another audio output device, a haptic feedback device, or the like, for providing notifications or other information to the user. It should be noted that although
Still referring to
In exemplary embodiments, the energy source 503 is realized as a battery housed within the infusion device 502 (e.g., within housing 202) that provides direct current (DC) power. In this regard, the motor driver module 514 generally represents the combination of circuitry, hardware and/or other electrical components configured to convert or otherwise transfer DC power provided by the energy source 503 into alternating electrical signals applied to respective phases of the stator windings of the motor 507 that result in current flowing through the stator windings that generates a stator magnetic field and causes the rotor of the motor 507 to rotate. The motor control module 512 is configured to receive or otherwise obtain a commanded dosage from the pump control system 520, convert the commanded dosage to a commanded translational displacement of the plunger 517, and command, signal, or otherwise operate the motor driver module 514 to cause the rotor of the motor 507 to rotate by an amount that produces the commanded translational displacement of the plunger 517. For example, the motor control module 512 may determine an amount of rotation of the rotor required to produce translational displacement of the plunger 517 that achieves the commanded dosage received from the pump control system 520. Based on the current rotational position (or orientation) of the rotor with respect to the stator that is indicated by the output of the rotor sensing arrangement 516, the motor control module 512 determines the appropriate sequence of alternating electrical signals to be applied to the respective phases of the stator windings that should rotate the rotor by the determined amount of rotation from its current position (or orientation). In embodiments where the motor 507 is realized as a BLDC motor, the alternating electrical signals commutate the respective phases of the stator windings at the appropriate orientation of the rotor magnetic poles with respect to the stator and in the appropriate order to provide a rotating stator magnetic field that rotates the rotor in the desired direction. Thereafter, the motor control module 512 operates the motor driver module 514 to apply the determined alternating electrical signals (e.g., the command signals) to the stator windings of the motor 507 to achieve the desired delivery of fluid to the user.
When the motor control module 512 is operating the motor driver module 514, current flows from the energy source 503 through the stator windings of the motor 507 to produce a stator magnetic field that interacts with the rotor magnetic field. In some embodiments, after the motor control module 512 operates the motor driver module 514 and/or motor 507 to achieve the commanded dosage, the motor control module 512 ceases operating the motor driver module 514 and/or motor 507 until a subsequent dosage command is received. In this regard, the motor driver module 514 and the motor 507 enter an idle state during which the motor driver module 514 effectively disconnects or isolates the stator windings of the motor 507 from the energy source 503. In other words, current does not flow from the energy source 503 through the stator windings of the motor 507 when the motor 507 is idle, and thus, the motor 507 does not consume power from the energy source 503 in the idle state, thereby improving efficiency.
Depending on the embodiment, the motor control module 512 may be implemented or realized with a general purpose processor, a microprocessor, a controller, a microcontroller, a state machine, a content addressable memory, an application specific integrated circuit, a field programmable gate array, any suitable programmable logic device, discrete gate or transistor logic, discrete hardware components, or any combination thereof, designed to perform the functions described herein. In exemplary embodiments, the motor control module 512 includes or otherwise accesses a data storage element or memory, including any sort of random access memory (RAM), read only memory (ROM), flash memory, registers, hard disks, removable disks, magnetic or optical mass storage, or any other short or long term storage media or other non-transitory computer-readable medium, which is capable of storing programming instructions for execution by the motor control module 512. The computer-executable programming instructions, when read and executed by the motor control module 512, cause the motor control module 512 to perform or otherwise support the tasks, operations, functions, and processes described herein.
It should be appreciated that
Referring to
The pump control module 602 generally represents the hardware, circuitry, logic, firmware and/or other component of the pump control system 600 that is coupled to the communications interface 604 and configured to determine dosage commands for operating the motor 506 to deliver fluid to the body 501 based on data received from the sensing arrangement 504 and perform various additional tasks, operations, functions and/or operations described herein. For example, in exemplary embodiments, pump control module 602 implements or otherwise executes a command generation application 610 that supports one or more autonomous operating modes and calculates or otherwise determines dosage commands for operating the motor 506 of the infusion device 502 in an autonomous operating mode based at least in part on a current measurement value for a condition in the body 501 of the user. For example, in a closed-loop operating mode, the command generation application 610 may determine a dosage command for operating the motor 506 to deliver insulin to the body 501 of the user based at least in part on the current glucose measurement value most recently received from the sensing arrangement 504 to regulate the user's blood glucose level to a target reference glucose value. Additionally, the command generation application 610 may generate dosage commands for boluses that are manually-initiated or otherwise instructed by a user via a user interface element 608. For example, regardless of the operating mode being implemented, the command generation application 610 may determine a dosage command for operating the motor 506 to deliver a bolus insulin to the body 501 of the user corresponding to a correction bolus amount selected or otherwise indicated by the user via the user interface element 230, 540, 608.
In exemplary embodiments, pump control module 602 also implements or otherwise executes an active insulin application 612 that calculates or otherwise determines one or more active insulin metrics based on the dosage commands generated by the command generation application 610 and generates or otherwise provides user notifications or alerts via a user interface element 608 based at least in part on a current value for an active insulin metric. As described in greater detail below in the context of
Still referring to
It should be understood that
In exemplary embodiments, the control system 700 receives or otherwise obtains a target glucose value at input 702. In some embodiments, the target glucose value may be stored or otherwise maintained by the infusion device 502 (e.g., in memory 606), however, in some alternative embodiments, the target value may be received from an external component (e.g., CCD 106 and/or computer 108). In one or more embodiments, the target glucose value may be dynamically calculated or otherwise determined prior to entering the closed-loop operating mode based on one or more patient-specific control parameters. For example, the target blood glucose value may be calculated based at least in part on a patient-specific reference basal rate and a patient-specific daily insulin requirement, which are determined based on historical delivery information over a preceding interval of time (e.g., the amount of insulin delivered over the preceding 24 hours). The control system 700 also receives or otherwise obtains a current glucose measurement value from the sensing arrangement 504 at input 704. The illustrated control system 700 implements or otherwise provides proportional-integral-derivative (PID) control to determine or otherwise generate delivery commands for operating the motor 510 based at least in part on the difference between the target glucose value and the current glucose measurement value. In this regard, the PID control attempts to minimize the difference between the measured value and the target value, and thereby regulates the measured value to the desired value. PID control parameters are applied to the difference between the target glucose level at input 702 and the measured glucose level at input 704 to generate or otherwise determine a dosage (or delivery) command provided at output 730. Based on that delivery command, the motor control module 512 operates the motor 510 to deliver insulin to the body of the user to influence the user's glucose level, and thereby reduce the difference between a subsequently measured glucose level and the target glucose level.
The illustrated control system 700 includes or otherwise implements a summation block 706 configured to determine a difference between the target value obtained at input 702 and the measured value obtained from the sensing arrangement 504 at input 704, for example, by subtracting the target value from the measured value. The output of the summation block 706 represents the difference between the measured and target values, which is then provided to each of a proportional term path, an integral term path, and a derivative term path. The proportional term path includes a gain block 720 that multiplies the difference by a proportional gain coefficient, KP, to obtain the proportional term. The integral term path includes an integration block 708 that integrates the difference and a gain block 722 that multiplies the integrated difference by an integral gain coefficient, KI, to obtain the integral term. The derivative term path includes a derivative block 710 that determines the derivative of the difference and a gain block 724 that multiplies the derivative of the difference by a derivative gain coefficient, KD, to obtain the derivative term. The proportional term, the integral term, and the derivative term are then added or otherwise combined to obtain a delivery command that is utilized to operate the motor at output 730. Various implementation details pertaining to closed-loop PID control and determine gain coefficients are described in greater detail in U.S. Pat. No. 7,402,153, which is incorporated by reference.
In one or more exemplary embodiments, the PID gain coefficients are user-specific (or patient-specific) and dynamically calculated or otherwise determined prior to entering the closed-loop operating mode based on historical insulin delivery information (e.g., amounts and/or timings of previous dosages, historical correction bolus information, or the like), historical sensor measurement values, historical reference blood glucose measurement values, user-reported or user-input events (e.g., meals, exercise, and the like), and the like. In this regard, one or more patient-specific control parameters (e.g., an insulin sensitivity factor, a daily insulin requirement, an insulin limit, a reference basal rate, a reference fasting glucose, an active insulin action duration, pharmodynamical time constants, or the like) may be utilized to compensate, correct, or otherwise adjust the PID gain coefficients to account for various operating conditions experienced and/or exhibited by the infusion device 502. The PID gain coefficients may be maintained by the memory 606 accessible to the pump control module 602. In this regard, the memory 606 may include a plurality of registers associated with the control parameters for the PID control. For example, a first parameter register may store the target glucose value and be accessed by or otherwise coupled to the summation block 706 at input 702, and similarly, a second parameter register accessed by the proportional gain block 720 may store the proportional gain coefficient, a third parameter register accessed by the integration gain block 722 may store the integration gain coefficient, and a fourth parameter register accessed by the derivative gain block 724 may store the derivative gain coefficient.
The various tasks performed in connection with the active insulin notification process 800 may be performed by hardware, firmware, software executed by processing circuitry, or any combination thereof. For illustrative purposes, the following description refers to elements mentioned above in connection with
Referring to
Referring again to
In exemplary embodiments, the active insulin notification process 800 obtains closed-loop delivery data including the variable basal rate dosages autonomously determined by the closed-loop control system and recursively calculating or otherwise determining a total amount of active insulin in the body of the patient based on the closed-loop delivery data (tasks 808, 810). The active insulin application 612 may receive or otherwise obtain the dosage commands (or the corresponding dosage amounts) from the command generation application 610 and recursively calculate the current total amount of active insulin in the body of the patient based on the current dosage command and one or more preceding amounts of active insulin for each iteration of the loop defined by tasks 804, 806, 808, 810, 812 and 814 of the active insulin notification process 800. For example, the active insulin application 612 may utilize the initial dosage command obtained from the command generation application 610 and the initial active insulin amounts for the respective pharmacokinetics compartments to determine an updated amount of active insulin for each of the respective pharmacokinetics compartments. Thereafter, the active insulin application 612 calculates the total active insulin amount based on the amount of insulin delivered minus the active insulin amount for the effect-site compartment. The active insulin application 612 may store or otherwise maintain the closed-loop delivery data along with the active insulin amounts for the respective pharmacokinetics compartments in memory 606 to support iteratively and recursively calculating an updated total active insulin amount upon each iteration of the loop defined by tasks 804, 806, 808, 810, 812 and 814 of the active insulin notification process 800.
In exemplary embodiments, the active insulin amounts for the respective pharmacokinetics compartments in the closed-loop operating mode are calculated using the following equation:
where Ip(k) represents the current amount of insulin in the plasma compartment, Is(k) represents the current amount of insulin in the subcutaneous compartment, Ie(k) represents the current amount of insulin in the effect-site compartment, u(k) represents the current (or most recent) dosage amount, and Ip(k−1), Is(k−1), and Ie(k−1) are the amounts of insulin in the respective compartments from the preceding iteration. Thus, for an initial iteration (k=1), the current amount of insulin in the plasma compartment (Ip(1)) is equal to A11Ip (0)+A12Is(0)+B1u(1), where Ip(0) and Is(0) are the initial active insulin in the plasma and subcutaneous compartments, respectively, upon entering the closed-loop mode (e.g., from task 802) and u(1) is the amount of insulin delivered in the first basal delivery (e.g., the amount of insulin corresponding to the initial closed-loop basal dosage command determined by the command generation application 610). Similarly, the current amount of active insulin in the effect-site compartment for the first iteration (Ie(1)) is equal to A31Ip(0)+A33Ie(0), where Ip (0) and Ie(0) are the initial active insulin in the plasma and effect-site compartments upon entering the closed-loop mode.
As described above, it should be noted that the u(k) term varies according to the variable basal rate implemented by the command generation application 610. Additionally, the u(k) term includes any manually-initiated bolus amounts that were delivered during the closed-loop operating mode, which may be superimposed over the basal rate dosage command at a particular iteration (k) or administered in lieu of the basal rate dosage command at that particular iteration. After determining the current amount of insulin in the effect-site compartment, the current total amount of active insulin (TI(k)) is calculated using the equation TI(k)=Σi=1ku(i)−Σi=1kIe(i). As described above, the active insulin application 612 may store or otherwise maintain the closed-loop delivery data (e.g., the values for u(k) along with the insulin amounts for the effect-site compartment to support iteratively and recursively calculating an updated total active insulin amount TI(k) upon each iteration of the loop defined by tasks 804, 806, 808, 810, 812 and 814 of the active insulin notification process 800.
The A11, A12, A22, A31, A33, B1, and B2, terms represent absorption coefficients for the respective compartments. In one or more embodiments, the coefficients may be governed by the following equations: A11=e−Ts/50, A12=2.5(e−Ts/70−e−Ts/50), A22=e−Ts/70, A31=Ts/55, A33=−Ts/70, B1=60(1−e−Ts/50), and B2=3[70(1−e−Ts/70)−50(1−e−Ts/50)], where Ts the sampling time (in minutes) associated with the closed-loop operating mode. In this regard, Ts corresponds to the difference in time between successive closed-loop basal dosage commands generated by the command generation application 610.
Referring again to
where TDD represents a patient-specific total daily dose and Ts is the sampling time associated with the closed-loop operating mode as described above. In one or more embodiments, the patient-specific total daily dose is determined based on historical delivery information over a preceding interval of time (e.g., the amount of insulin delivered by the infusion device 502 over the preceding 24 hours). In this regard, the total amount of insulin delivered by the infusion device 502 over the preceding interval may be stored or otherwise maintained in the memory 606 of the infusion device 502 and dynamically updated over time. In other embodiments, the total daily dose may be a configurable user setting that is manually set to a fixed value by the patient or other user via a user interface element 540, 608, and then stored as a patient setting in the memory 606.
In exemplary embodiments, after determining the reference basal delivery rate based on the patient's total daily dose, the active insulin application 612 iteratively and recursively determines the current nominal active insulin amounts for the respective pharmacokinetics compartments using the equation:
In this regard, the set of coefficient variables used in calculating nominal insulin amounts in the respective pharmacokinetics compartments are identical to the coefficient variables used in calculating the current active insulin amounts in the respective pharmacokinetics compartments. As described above, it should be noted that the v(k) term is constant (or fixed) and corresponds to the patient's total daily dose for achieving a desired fasting glucose level. After determining the current nominal amount of insulin in the effect-site compartment, the current nominal amount of active insulin (NI(k)) is calculated using the equation NI(k)=Σi=1kv(i)−Σi=1kINe(i).
By way of example, for an initial iteration (k=1), the nominal amount of active insulin in the plasma compartment (INp(1)) is equal to A11INp(0)+A12INs(0)+B1v(1), where INp(0) and INs(0) are the initial active insulin in the plasma and subcutaneous compartments, respectively, upon entering the closed-loop mode (e.g., Ip(0)=INp (0)) and v(1) is the amount of insulin that would be delivered in each basal delivery according to the reference basal rate of infusion. Similarly, the nominal amount of active insulin in the effect-site compartment for the first iteration (INe(1)) is equal to A31INp(0)+A33INe(0), where INe(0)=Ie(0), and the nominal amount of active insulin is equal to v(1)−INe(1).
The loop defined by tasks 804, 806, 808, 810, 812 and 814 of the active insulin notification process 800 repeats during operation of the infusion device 502 in the closed-loop operating mode to dynamically vary the basal infusion rate based on updated glucose measurements from the sensing arrangement 504 to autonomously regulate the patient's glucose level to a reference glucose level, and iteratively and recursively calculate the current total amount of active insulin (TI(k)) and the current nominal amount of active insulin (NI(k)). Thus, for a second iteration (k=2), the current amount of insulin in the plasma compartment (Ip(2)) is equal to A11Ip(1)+A12Is(1)+B1u(2), where u(2) is the amount of insulin delivered in the second basal delivery. It should be noted that the preceding instance of the amount of insulin in the subcutaneous compartment (Is(1)) is equal to A22Is(0)+B2u(1), and thus, is also influenced by the variable basal rate. The current amount of insulin in the effect-site compartment for the second iteration (Ie(2)) is equal to A31Ip(1)+A33Ie(1), where Ip(1) and Ie(1) are the preceding instances of the insulin in the plasma and effect-site compartments, and the current total amount of active insulin for the second iteration is determined by T1(2)=(1)+u(2))−(Ie(1)+Ie(2)).
Similarly, the nominal amount of active insulin in the plasma compartment for the second iteration (INp(2)) is equal to A11INp(1)+A12INs(1)+B1v(2), the nominal amount of insulin in the effect-site compartment for the second iteration is equal to A31INp(1)+A33INe(1), and the current nominal amount of active insulin for the second iteration is determined as N1(2)=(v(1)+v(2))−(INe(1)+INe(2)). Again, it should be noted that v(2)=v(1), because v(k) is constant.
As illustrated in
In exemplary embodiments, the active insulin application 612 determines the residual amount of active insulin by subtracting the current nominal amount of active insulin from the current total amount of active insulin. In this regard, the residual amount of active insulin corresponds to the current active insulin that is in excess of the estimated amount of active insulin expected to produce the desired fasting glucose level. In exemplary embodiments, the residual insulin is bounded so that is nonnegative, for example, using the equation RI(k)=max(0, TI(k)−NI(k)), where RI(k) represents the current residual active insulin. Thus, if the closed-loop operating mode is exited after the second iteration, the current residual active insulin may be represented by the equation RI(2)=max(0, TI(2)−NI(2)). It should be appreciated that as the variable basal rate of infusion (u(k)) varies with respect to the reference basal rate of infusion (v(k)), the residual active insulin varies in a corresponding manner as influenced by the variable coefficient values (A11, A12, A22, A31, A33, B1, and B2).
The active insulin application 612 generates or otherwise provides a graphical representation of the current residual active insulin on a user interface element 540, 608 associated with the infusion device 502 (e.g., display 226), thereby apprising the patient of the current amount of insulin-on-board that exceeds the expected amount of insulin required to achieve a desired steady-state fasting glucose level corresponding to the patient's total daily dose. Thus, upon transitioning to another operating mode, the patient may readily ascertain the current state of the insulin in his or her body and determine whether any actions should be performed to account for the residual amount of active insulin. For example, if the patient is about to consume a meal, the patient may determine he or she can forgo a meal bolus based on the residual amount of active insulin exceeding the meal bolus amount the patient would otherwise administer. Conversely, if the patient is about to engage in exercise, the patient may determine he or she should consume carbohydrates first based on the residual amount of active insulin being relatively low (or less than desired).
In the illustrated embodiment, the active insulin notification process 800 identifies or otherwise determines a recommended remedial action based on the current residual active insulin and generates or otherwise provides an indication of the recommended remedial action (tasks 820, 822). Based on the magnitude of the current residual active insulin amount, the active insulin application 612 may determine one or more remedial actions that should be performed by the patient to mitigate the effects of the residual insulin and display the recommended remedial action(s) on a display 226, 540, 608 associated with the infusion device 502. For example, if the current residual active insulin amount is greater than a threshold value, the active insulin application 612 may determine that the patient should consume carbohydrates to prevent a potential hypoglycemic condition. The active insulin application 612 may convert the difference between the current residual active insulin amount and the threshold residual active insulin value to a corresponding amount of carbohydrates, which may then be displayed or otherwise indicated on the display 226, 540, 608. That said, when the infusion device 502 transitions from an autonomous closed-loop operating mode to another operating mode due to an anomalous condition with respect to the autonomous operation of the infusion device 502, the active insulin notification process 800 may forego providing recommended actions to the patient (e.g., by skipping tasks 820 and 822) and simply display the residual insulin amount and allow the patient to best determine how to proceed in view of the anomalous condition.
To briefly summarize, the subject matter described herein allows for a patient to be apprised of the current amount of active insulin when transitioning from an autonomous operating mode in a manner that allows the patient to readily ascertain how to proceed managing his or her glycemic state. The residual active insulin amount determined based on the variable basal rate of infusion provided in accordance with a closed-loop operating mode (or another autonomous operating mode) relative to a reference basal rate of infusion provides an accurate picture of the patient's current active insulin that allows the patient or another user to readily ascertain what, if any, actions are required. Moreover, in some embodiments, the residual active insulin amount may be utilized to automatically identify recommended remedial actions and provide corresponding notifications to the patient, thereby further aiding the patient in managing his or her condition.
For the sake of brevity, conventional techniques related to glucose sensing and/or monitoring, closed-loop glucose control, and other functional aspects of the subject matter may not be described in detail herein. In addition, certain terminology may also be used in the herein for the purpose of reference only, and thus is not intended to be limiting. For example, terms such as “first”, “second”, and other such numerical terms referring to structures do not imply a sequence or order unless clearly indicated by the context. The foregoing description may also refer to elements or nodes or features being “connected” or “coupled” together. As used herein, unless expressly stated otherwise, “coupled” means that one element/node/feature is directly or indirectly joined to (or directly or indirectly communicates with) another element/node/feature, and not necessarily mechanically.
While at least one exemplary embodiment has been presented in the foregoing detailed description, it should be appreciated that a vast number of variations exist. It should also be appreciated that the exemplary embodiment or embodiments described herein are not intended to limit the scope, applicability, or configuration of the claimed subject matter in any way. For example, the subject matter described herein is not necessarily limited to the infusion devices and related systems described herein. Moreover, the foregoing detailed description will provide those skilled in the art with a convenient road map for implementing the described embodiment or embodiments. It should be understood that various changes can be made in the function and arrangement of elements without departing from the scope defined by the claims, which includes known equivalents and foreseeable equivalents at the time of filing this patent application. Accordingly, details of the exemplary embodiments or other limitations described above should not be read into the claims absent a clear intention to the contrary.