Correction factor testing using frequent blood glucose input

Information

  • Patent Grant
  • 10357607
  • Patent Number
    10,357,607
  • Date Filed
    Tuesday, December 8, 2015
    9 years ago
  • Date Issued
    Tuesday, July 23, 2019
    5 years ago
Abstract
An apparatus comprises receiving a user prompt in a blood glucose (BG) management device to start a determination of an effective correction factor, receiving sampled blood glucose data of a patient obtained during a specified time duration, including a time duration after delivery of an initial insulin correction bolus, determining the effective correction factor using the BG management device according to a determined decrease in the blood glucose level of the patient and an amount of insulin in the initial insulin correction bolus, and cancelling the determination of the effective correction factor if a blood glucose level of the patient is outside of a specified range of blood glucose levels.
Description
TECHNICAL FIELD

The field generally relates to patient insulin management devices and, in particular, but not by way of limitation, to systems and methods for adjusting insulin therapy.


BACKGROUND

People who suffer from diabetes require insulin to keep their blood glucose level as close as possible to normal levels. It is essential for people with diabetes to manage their blood glucose level to within a normal range. Complications from diabetes can include heart disease (cardiovascular disease), blindness (retinopathy), nerve damage (neuropathy), and kidney damage (nephropathy). Insulin is a hormone that reduces the level of blood glucose in the body. Normally, insulin is produced by beta cells in the pancreas. In non-diabetic people, the beta cells release insulin to satisfy two types of insulin needs. The first type is a low-level of background insulin that is released throughout the day. The second type is a quick release of a higher-level of insulin in response to eating. Insulin therapy replaces or supplements insulin produced by the pancreas.


Conventional insulin therapy typically involves one or two injections a day. The low number of injections has the disadvantage of allowing larger variations in a person's blood glucose levels. Some people with diabetes manage their blood glucose level with multiple daily injections (MDI). MDI may involve more than three injections a day and four or more blood glucose tests a day. MDI offers better control than conventional therapy. However, insulin injections are inconvenient and require a diabetic person to track the insulin doses, the amount of carbohydrates eaten, and their blood glucose levels among other information critical to control.


Blood glucose (BG) management devices help a diabetic person manage their blood glucose. For example, an insulin pump is a BG management device that provides insulin throughout the day. A glucose monitor (GM) or meter is a BG management device to measure blood glucose levels. Some monitors require a finger-stick to acquire a sample of blood that is applied to a test strip to get a blood glucose reading. Some monitors are able to provide continuous monitoring of blood glucose. Other BG management devices include computers running software to help a diabetic person manage insulin therapy. However, most BG management devices are limited in the control over blood glucose that they offer.


SUMMARY

This document discusses, among other things, apparatuses and methods for managing insulin therapy. An apparatus example includes a user interface configured to generate an electrical signal to begin determination of an effective correction factor when prompted by a user, an input configured to receive sampled blood glucose data of a patient that is obtained during a specified time duration (including a time duration after delivery of an initial insulin correction bolus), and a controller in electrical communication with the input and the user interface. The controller includes a correction factor module configured for determining an effective correction factor according to an amount of insulin in the initial insulin correction bolus and a decrease in the blood glucose level determined using the sampled blood glucose data.


A method example includes receiving a user prompt in a blood glucose (BG) management device to start a determination of an effective correction factor, receiving sampled blood glucose data of a patient obtained during a specified time duration, including a time duration after delivery of an initial insulin correction bolus, and determining the effective correction factor using the BG management device according to a determined decrease in the blood glucose level of the patient and an amount of insulin in the initial insulin correction bolus.


This summary is intended to provide an overview of the subject matter of the present patent application. It is not intended to provide an exclusive or exhaustive explanation of the invention. The detailed description is included to provide further information about the subject matter of the present patent application.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a block diagram of portions of a blood glucose (BG) management device.



FIGS. 2A-B are example illustrations of graphs of blood glucose during a correction factor test.



FIG. 3 is an example of a look-up table that includes rate of change of blood glucose.



FIG. 4 is a block diagram of portions of an example of a BG management device that includes a pump mechanism.



FIG. 5 is an illustration of a BG management device that includes an insulin pump.



FIG. 6 is another block diagram of portions of a BG management device that includes a pump mechanism.



FIG. 7 is a block diagram of a BG management device that includes a blood glucose sensor circuit.



FIG. 8 is a block diagram of portions of another example of a BG management device.



FIG. 9 is a flow diagram of a method of automatically determining a correction factor using blood glucose data.





DETAILED DESCRIPTION

In the following detailed description, reference is made to the accompanying drawings which form a part hereof, and specific embodiments in which the invention may be practiced are shown by way of illustration. It is to be understood that other embodiments may be used and structural or logical changes may be made without departing from the scope of the present invention.


It is important for a diabetic person to be treated with the proper amount of insulin. As discussed previously, high blood sugar can lead to serious complications. Conversely, a person with low blood sugar can develop hypoglycemia. Ideally, insulin therapy mimics the way the body works. An insulin pump is one way to mimic the body's insulin production. An insulin pump can provide a background or basal infusion of insulin throughout the day and provide a quick release or bolus of insulin when carbohydrates are eaten. If a person develops high blood sugar, a correction bolus can be delivered by the pump to correct it. While insulin pumps improve convenience and flexibility for a diabetic person, they can be sophisticated devices. Some insulin pumps can be difficult to program. Proper use of an insulin pump requires a user to go through a learning curve to properly use and program the pump.


A correction factor refers to the amount in drop in blood sugar, or blood glucose, for one unit of insulin. It is measured in milligrams per deciliter (mg/dl) per unit in the U.S. and in millimoles (mmol) per unit in other countries. A pump uses the correction factor to automatically determine a bolus amount required for a high reading or a reduction in a meal bolus for a below-target reading. A pump may also use the correction factor to calculate the amount of carbohydrates a patient should eat to bring low blood sugar up to a target blood sugar level. An appropriate correction factor brings a high blood glucose reading down using an automatically determined correction bolus without a risk of going low.


The appropriate correction factor varies from person to person. It is important for a pump to use an effective correction factor. If a correction factor for a pump is set too high, the blood glucose may not actually be dropping as much as estimated and could lead to high blood glucose levels. If the correction factor is set too low, a correction bolus may provide too much insulin and result in a low blood glucose level.


Typically, the correction factor for a pump is initially entered by a clinician based on a total daily dose (TDD) of insulin for the diabetic person. The clinician may use a rule such as the “1800 rule” in setting the correction factor. For example, if a person's TDD is 40 units of insulin, the correction factor would be 1800/40 or 45 mg/dl per unit. (The 1800 rule corresponds to a “100 rule” if mmol are used.) The clinician may also take into account factors such as a person's age, weight, and activity level when setting the correction factor. Other calculations include the 1700 rule (94 rule if mmol) and the 1500 rule (83 rule if mmol). For example, under the 1700 rule the correction factor would be 1700/40 or 42.5 mg/dl. A clinician may prefer one rule over another based on experience including rules that are not based on TDD.


Once an approximate correction factor has been established using TDD or some other method, the patient's actual or most effective correction factor should be determined. However, determining such a correction factor is complicated by the fact that an appropriate correction factor varies from person to person, may be different for a person at various times of the day, and may change for a person over time. A diligent insulin pump user may adjust their correction factor many times as they try to find their appropriate correction factor and determine how it may vary with time and how it may vary under other circumstances. Blood glucose (BG) management devices are more valuable to a diabetic person if the device conveniently assists them in determining their appropriate correction factor.


Apparatus Embodiments


FIG. 1 is a block diagram of portions of a BG management device 100. Examples of a BG management device 100 include, among other devices, an insulin pump, a blood glucose monitor (GM) or meter, and a computing device running software to assist a diabetic patient in managing insulin therapy. The BG management device 100 includes a user interface 105, an input 110, and a controller 115 in electrical communication with the input 110 and the user interface 105. The user interface 105 generates an electrical signal to begin determination of an effective correction factor when prompted by a user. The user interface may include a pushbutton, keypad, or a computer mouse. The user interface may include a display to provide instructions to the user. The display may include a touch-screen. The user of the device may be a clinician or a diabetic patient. The user prompts the BG management device 100 using the user interface 105 to begin a correction factor test. The correction factor test assists the patient in determining an effective correction factor.


As part of the correction factor test, the patient receives an initial insulin correction bolus. If the BG management device 100 includes an insulin pump, the insulin correction bolus may be delivered using the BG management device 100. If the BG management device 100 does not include an insulin pump, the insulin correction bolus may be delivered using a separate device that includes an insulin pump or may be delivered by injection.


The input 110 is configured to receive sampled blood glucose data of the patient as part of the correction factor test. The blood glucose data is obtained during a specified time duration. The specified time duration includes a time after delivery of the initial insulin correction bolus, but may include a time prior to the delivery of the initial insulin correction bolus as well. The configuration of the input 110 may depend on the type of BG management device 100. If the BG management device 100 is an insulin pump, the input 110 may be coupled to a GM included in the pump or the input 110 may include a communication port to receive the blood glucose data from a second device. In some embodiments, the input 110 is coupled to the user interface 105, and the user may manually input the data into the pump through a keypad or keyboard included in the user interface.


If the BG management device 100 includes a GM, the input 110 may be coupled to blood glucose sensor circuit. The blood glucose sensor circuit includes a blood glucose sensor to produce a blood glucose signal representative of a blood glucose level of the patient. The blood glucose sensor circuit may include a sensor interface circuit to sample the blood glucose signal and may provide additional signal processing such as filtering for example. The blood glucose sensor circuit provides the sampled blood glucose data to the input 110. If the device includes neither a pump nor a GM, such as if the BG management device 100 is a computing device, the input 110 may include a communication port to receive the blood glucose data from a second device.


The controller 115 can be implemented using hardware circuits, firmware, software or any combination of hardware, firmware and software. Examples, include a microcontroller, a logical state machine, and a processor such as a microprocessor, application specific integrated circuit (ASIC), or other type of processor. The controller 115 includes a correction factor module 120. Modules can be software, hardware, firmware or any combination of software, hardware, and firmware. Multiple functions can be performed in one or more modules. The correction factor module 120 determines the effective correction factor according to an amount of insulin in the initial insulin correction bolus and a decrease in the blood glucose level determined using the sampled blood glucose data.



FIGS. 2A-B are example illustrations of graphs 200 of blood glucose during a correction factor test. Assume, as shown in the waveform 205 of FIG. 2A, that at the start of the test the patient's blood glucose level is 200 mg/dl. Also assume that the target blood glucose level is about 120 mg/dl. The target could also be a range such as 150 mg/dl to 100 mg/dl. If a current correction factor before the test was 80 mg/dl per unit, it would be expected that one unit of insulin would reduce the blood glucose of the patient to 120 mg/dl. If at the end of the specified time duration for the test, the blood glucose of the patient was above 120 mg/dl, the correction factor is too high. For example, if after the specified time duration for the test the blood glucose level was 140 mg/dl, the correction factor module 120 would determine the effective correction factor to be 60 mg/dl per unit.


In some embodiments, the controller 115 includes an insulin calculation module 125. The insulin calculation module 125 calculates the amount of insulin in the initial insulin correction bolus to decrease a blood glucose level of the patient within a first specified percentage of a target blood glucose baseline. The insulin calculation module 125 calculates the amount of insulin using a pre-bolus correction factor. The pre-bolus correction is the correction factor that is present in the BG management device 100 before the correction factor test.


For example, assume as in FIG. 2A, that the patient's initial blood glucose level is 200 mg/dl, the pre-bolus correction factor is 80 mg/dl per unit and a goal is to get the patient's blood glucose to 120 mg/dl. The insulin calculation module 125 determines that the amount of insulin in the initial insulin correction bolus should be one unit of insulin.


In some embodiments, the pre-bolus correction is calculated using a formula such as the 1800 rule and the correction factor is manually entered by a user through the user interface. In some embodiments, the BG management device calculates the pre-bolus correction factor. For example, the insulin calculation module 125 may be configured for receiving daily injection information (e.g., MDI information) entered by a user through the user interface 105. The daily injection information provides a measure of TDD. The insulin calculation module 125 estimates the pre-bolus correction factor using the daily injection information. For example, a clinician may prefer to program the insulin calculation module 125 to use a calculation such as the 1800 rule. The insulin calculation module 125 then estimates the pre-bolus correction factor using the TDD and the 1800 rule. In other examples, the insulin calculation module 125 may use a rule desired by a clinician that is different from the 1800 rule, 1700 rule, or 1500 rule.


The blood glucose level of the patient should be a reasonable amount above the target blood glucose level before a correction factor test to avoid a risk of going too low. In some embodiments, a conservative approach is used to make sure the blood glucose level does not go too low. For example, the controller 115 may cancel the correction factor test if a blood glucose level of the patient is outside of a specified range of blood glucose levels when the user wants to run the test. As another example, the user may elect to use a higher value for the pre-bolus correction factor to provide less risk of low blood glucose. Another conservative approach is for the controller 115 to run the test in two parts.


In the first part, the insulin calculation module 125 calculates a first insulin correction bolus to bring the blood glucose level to within a conservative percentage of the blood glucose target, such as 50% of the target for example.


This is shown by the waveform 210 in FIG. 2B. The insulin calculation module 125 uses the pre-bolus correction factor in determining the amount of insulin in the first insulin correction bolus. For example, assume the initial blood glucose level is 200 mg/dl, the pre-bolus correction factor is 80 mg/dl per unit, and the target blood glucose level is 120 mg/dl. The insulin calculation module 125 calculates a bolus of one unit. If the first specified percentage is 50% of the calculated bolus, the insulin calculation module 125 calculates the first insulin correction bolus to be 0.5 units. At the conclusion of the first part of the test, the correction factor module 120 then calculates the effective correction factor. For example, if after the first bolus, the patient's BG dropped 30 mg/dl from 200 mg/dl to 170 mg/dl, the correction factor module 125 would calculate the effective correction factor as 30 mg/dl divided by 0.5 units, or 60 mg/unit.


In the second part of the test, the insulin calculation module 125 uses the effective correction factor to calculate the amount of insulin to use in a second insulin correction bolus. The second bolus is to decrease the blood glucose level of the patient to the target blood glucose baseline. The correction factor module 120 may then recalculate the effective correction factor using the decrease in blood glucose after the second correction bolus. The two-part approach includes less risk in overshooting the target blood glucose level and may be useful if the user does not have a lot of confidence in the pre-bolus correction factor. The two-part approach also allows the correction factor module to determine if there is a difference in the effective correction factor when the absolute blood glucose value of the patient is in a higher range and when the blood glucose value of the patient is in a lower range.


In some embodiments, the insulin calculation module 125 determines an amount of carbohydrates for the patient to consume if the blood glucose level goes below the target level. For example, assume that after a correction factor test, the blood glucose level of a patient is 40 mg/dl below the target level and correction factor module 120 determines during the test that the effective correction factor was 1 unit per 80 mg/dl. The insulin calculation module 125 determines that −0.5 units of insulin (−40/80) are required to bring the blood glucose level back to the target blood glucose level. Further assume that the carbohydrate ratio of the patient is 20 grams of carbohydrates per unit of insulin (20 g/u). A carbohydrate ratio refers to the amount of carbohydrates reduced, or covered, by one unit of insulin. The insulin calculation module 125 multiplies the amount of insulin by the carbohydrate ratio to determine that the patient should eat 10 grams of carbohydrates [(0.5)(20)]. The insulin calculation module 125 may take into account additional factors such as the health status of the patient and the activity level of the patient in recommending the carbohydrate amount.


The graphs 200 in FIG. 2 show a blood glucose level of a patient at a substantial plateau before the initial insulin correction bolus is delivered. In some cases the blood glucose level of the patient may be changing when a user wants to start a correction factor test. In some embodiments, the insulin calculation module 125 determines the amount of insulin in an insulin correction bolus using a rate of change of the blood glucose level. In some embodiments, the insulin calculation module 125 uses a table look-up method.


An example of a look-up table that includes rate of change of blood glucose is shown in FIG. 3. The rows of the table correspond to pre-defined blood glucose values and an identified target blood glucose value. In the example table shown, the blood glucose values correspond to a difference between a blood glucose concentration of a patient (in mg/dl) and the target blood glucose concentration. The columns of the table correspond to pre-defined ranges of rate of change of blood glucose. In the example table, the rate of change is measured in milligrams per deciliter per minute (mg/dl/min). Each block of the table includes a multiplication factor corresponding to a blood glucose concentration and a blood glucose rate of change. In some embodiments, the blocks of the table include logic that determines a therapy action based the blood glucose concentration and the blood glucose rate of change.


If the blood glucose concentration is above the target blood glucose value and the calculated correction bolus is a positive number, the insulin calculation module 125 first calculates an amount of insulin in the insulin correction bolus without the rate of change. The insulin calculation module 125 then adjusts the insulin amount using the multiplication factor. For example, if the current correction factor is 1 u per 80 mg/dl, and the blood glucose level of the patient is 50 mg/dl above the target, the insulin correction bolus is determined to be (50/80) units or about 0.63 units. If the rate of change of the blood glucose of the patient is in the range of +1 to +2 mg/dl/min, the insulin calculation module 125 multiplies the amount by 1.2 to arrive at an adjusted amount of about 0.75 units. In some embodiments, the insulin dose is displayed as a recommendation to the user and the user accepts the recommendation, modifies the recommendation, or commands a different delivery action.


If the blood glucose concentration is below the target blood glucose value, a correction factor test will not be run. In some embodiments, the insulin calculation module 125 calculates a negative amount of insulin to required to bring the blood glucose level back to the target blood glucose value. The insulin calculation module 125 determines an amount of carbohydrates for the patient to consume using the negative insulin amount and the carbohydrate ratio as described above.


In some cases, a correction factor test will not be run if the rate of change of the blood glucose is a large and negative value, even though the blood glucose concentration is above the target blood glucose value. This situation corresponds to the shaded blocks with negative multiplication factors. Because of the negative multiplication factor, the insulin calculation module 125 will calculate a negative amount of insulin. The insulin calculation module 125 determines an amount of carbohydrates for the patient to consume using the negative insulin amount and the carbohydrate ratio as described above. For example, if the current correction factor is 1 u per 80 mg/dl, and the blood glucose level of the patient is 50 mg/dl above the target as before, the insulin correction bolus is determined to be (50/80) units or about 0.63 units. This time assume the rate of change of the blood glucose of the patient is in the range of −2 to −4 mg/dl/min. The insulin calculation module 125 multiplies the amount by −0.5 to arrive at an adjusted amount of about −0.31 units. The insulin calculation module 125 multiplies the amount of insulin by the carbohydrate ratio (20 g/u) and determines that the patient should eat 6.2 grams of carbohydrates. In some embodiments, a carbohydrate amount is displayed as a recommendation to the user.


Another example of a look-up table that includes rate of change of blood glucose is shown in Table 1 below.












TABLE 1







BG Rate of change
Correction bolus adjustment









>+3.0 mg/dl/min
+8%



Between +2.1 and +3.0 mg/dl/min
+6%



Between +1.1 and +2.0 mg/dl/min
+4%



Between +.1 and +1.0 mg/dl/min
+2%



<+/−.1 mg/dl/min
No adjustment



Between −0.1 and −1.0 mg/dl/min
−2%



Between −1.1 and −2.0 mg/dl/min
−4%



Between −2.1 and 3.0 mg/dl/min
−6%



>−3.0 mg/dl/min
−8%











This approach would be applicable when the patient's blood glucose level is above the target level. The left column of the table includes pre-defined ranges of rate of change of blood glucose measured in mg/dl/min. The right column includes a percentage change used to adjust the insulin correction bolus based on the rate of change. The insulin calculation module 125 calculates the standard insulin correction bolus and adjusts the bolus amount by the percentage change based on the information in the table.


The correction factor test may be a long test whether a one-part or two-part test is used. The patient may have to refrain from eating for six to eight hours for the insulin in a correction bolus to work completely. In some embodiments, the user interface 105 includes a display and the BG management device 100 displays instructions for the user during the correction factor test, such as not to eat during the test and/or to maintain a normal activity level during the test for example.


Returning to FIG. 1, the user interface 105 may include a display operatively coupled to the controller 115. Using the display, the controller 115 provides user instructions to run a correction factor test and determine an effective correction factor. It may be desirable to use different correction factors at different times during the day. For example, one correction factor may be more appropriate during a time of day when the patient is less sensitive to insulin and another correction factor may be more appropriate during a time of day when the patient is more sensitive to insulin. The BG management device 100 may include a timer circuit 117 operatively coupled to the controller 115. The controller 115 displays user instructions to determine the effective correction factor at one or more specified times during a day. In some embodiments, controller 115 displays user instructions to run the correction factor test on multiple days. The controller 115 may prompt the use to run the test during substantially the same time on the multiple days. This may result in more accurate correction factors being used at different times during the day.


According to some embodiments, the BG management device includes an insulin pump. FIG. 4 is a block diagram of portions of an example of a BG management device 400 that includes a pump mechanism 430 to deliver an insulin correction bolus to the patient. The pump mechanism 430 is operatively coupled to the controller 115. The controller 115 may track the amount of insulin delivered via the pump mechanism 430. The insulin may be delivered through boluses such as a correction bolus or a carbohydrate bolus. A carbohydrate bolus is an amount of insulin delivered to match carbohydrates in an upcoming meal. The insulin may also be delivered according to a basal rate pattern or profile.


In some embodiments, the insulin calculation module 125 is able to keep track of the amount of active insulin in the patient. This is sometimes referred to as insulin on board (IOB). To track the amount of active insulin, the controller 115 uses the amount of insulin delivered, the time that elapsed since delivery of insulin and a duration of how long the insulin is active in the blood. The duration may be determined using kinetic action, which is the time it takes for insulin to disappear from the blood, or the duration of insulin action (DIA), which is how long the insulin lowers blood glucose.


In some embodiments, the controller 115 cancels a correction factor test (and the delivery of an associated insulin correction bolus) if the insulin calculation module 125 determines that the active insulin amount is above a specified threshold amount. This is a conservative approach and minimizes the risk of IOB confounding the results of the correction factor test. In some embodiments, the controller 115 suspends the start of the correction factor test until the amount of active insulin becomes substantially zero.


In some embodiments, the insulin calculation module 125 uses the amount of active insulin in the patient to determine the initial insulin correction bolus amount or the second insulin correction bolus if a two-part test is used. In some examples, the insulin calculation module 125 uses the amount of active insulin and the rate of change of the blood glucose level in determining an insulin correction bolus. As an example, the insulin calculation module 125 can factor IOB into the initial correction bolus calculation and then apply a multiplication factor, such as in FIG. 3 or Table 1, to account for the rate of change.



FIG. 5 is an illustration of a BG management device 500 that includes an insulin pump. The BG management device 500 includes a cassette or cartridge of insulin and tubing 540 connectable to a patient such as by a Luer lock 545. The BG management device 500 includes a user interface that may include a display 502 in electrical communication with a controller 115. The user interface may also include one or more keys 504.


Returning to FIG. 4, the blood glucose data may be produced by a second device separate from the BG management device 400. The controller 115 displays user instructions for the determination of the effective correction factor. The user interface 105 and the input 110 are configured to receive the sampled blood glucose data entered manually by the user through the user interface 105. The controller 115 may periodically prompt the user to enter a blood glucose value at different times during the test, or to enter the blood glucose data all at once after the test.



FIG. 6 is another block diagram of portions of a BG management device 600 that includes a pump mechanism 630. A blood glucose monitor, or GM 650, is communicatively coupled to the input 110. The input 110 is configured to receive the sampled blood glucose data from the GM 650. In some examples, the GM 650 is included in the BG management device 600 and is coupled to the input. In some examples, the GM 650 is included in a second device. The input 110 may include a communication port, such as communication port 547 located on the rear face of the device in FIG. 5, and the GM 650 is communicatively coupled to the input 110 by the communication port 547. In some embodiments, the communication port 547 is a wired port such as a serial interface or bus interface for communicating with the second device. In some embodiments, the communication port 547 is a wireless port such as an infrared (IR) communication port or a radio frequency (RF) communication port. The input wirelessly receives the sampled blood glucose data from the second device.


Returning to FIG. 6, in some embodiments, the GM 650 is a continuous GM 650 and automatically collects the sampled blood glucose data. For example, the GM 650 may include a blood glucose sensor. The blood glucose sensor produces a blood glucose signal representative of a blood glucose level of the patient. The GM 650 samples the blood glucose signal to obtain the sampled blood glucose data.


In some embodiments, the user may need to prompt the GM 650 to begin a blood glucose measurement. For example, the GM 650 may require diabetes test strips to take a blood glucose measurement. The controller 115 prompts the user, via a display, to begin a blood glucose measurement using the GM 650. The user then provides a new test strip to the GM 650 when prompted during the correction factor test. In another example, the GM 650 may include a drum of diabetes test strips and the user advances the drum to a fresh or unused test strip when prompted by the controller 115. The controller 115 may display the effective correction factor after the correction factor test. The controller 115 may also communicate the effective correction factor to the second device via the communication port.


According to some embodiments, the BG management device is a GM. FIG. 7 is a block diagram of a BG management device 700 that includes a blood glucose sensor circuit 735 operatively coupled to the input 110. The blood glucose sensor circuit 735 produces a blood glucose signal representative of a blood glucose level of the patient and provides the sampled blood glucose data to input 110. In some embodiments, the blood glucose sensor circuit 735 includes an implantable blood glucose sensor. In some embodiments, the blood glucose sensor includes a percutaneous blood glucose sensor. The blood glucose sensor circuit 735 may include signal conditioning circuits, such as for signal filtering and signal amplification for example. If an implantable blood glucose sensor is used, the blood glucose sensor circuit 735 may include a communication circuit configured to receive blood glucose data wirelessly, such as by RF communication.


The BG management device 700 includes a second input 730 in electrical communication with the controller 115. The second input 730 receives information related to insulin delivery including an amount of active insulin, if any, and the pre-bolus correction factor. The information related to insulin delivery may be received into a memory. The correction factor module 120 determines the effective correction factor using the insulin delivery information and the sampled blood glucose data. The BG management device 700 may include a communication port 747 coupled to the second input 730. The communication port 747 receives the information related to insulin delivery from a second device. In some embodiments, the communication port 747 is a wired port such a serial interface or bus interface. In some embodiments, the communication port 747 is a wireless port such as an infrared (IR) communication port or a radio frequency (RF) communication port. The second input 730 wirelessly receives the insulin delivery data from the second device. As an example, the second device may be an insulin pump. The controller 115 is configured for communicating the effective correction factor through the communication port 747 or may display the effective correction factor on a display. In some embodiments, the BG management device may calculate the amount of insulin in the insulin correction bolus using the information related to insulin delivery and communicate the initial bolus amount, such as by a display or through the communication port for example.


In some embodiments, the user interface 105 and the second input 730 are configured to receive the information related to insulin delivery by a user manually entering the information through the user interface 105. The insulin delivery information may be obtained from a pump or may be information associated with insulin delivered by injection, such as from MDI therapy for example. The controller 115 may display the effective correction factor.



FIG. 8 is a block diagram of portions of another example of a BG management device 800. BG management device 800 includes neither a GM nor an insulin pump. The BG management device 800 includes a user interface 105, an input 110, and a controller 115 in electrical communication with the input 110 and the user interface 105. The input 110 includes at least one communication port 847 configured for receiving sampled blood glucose information. The communication port 847 may provide a wired connection to a second device, or the communication port 847 may provide a wireless connection to a second device. The sampled blood glucose information may include at least one time-stamp in order to align the sampled blood glucose information to information related to insulin delivery.


The insulin delivery information may be received through the same communication port 847 or a second communication port. The communication ports may be any combination of wired or wireless communication ports. The insulin delivery information may include an amount of active insulin in the patient, if any, and the pre-bolus correction factor, and may include at least one time-stamp to align the insulin delivery information with the blood glucose information. The controller 115 may communicate the effective correction factor through the communication port and/or the controller 115 may display the effective correction factor. In some embodiments, the BG management device 800 may calculate the amount of insulin in the initial insulin correction bolus or a second bolus, if any, and communicate one or both amounts via a communication port to another device or via a display.


Method Embodiments


FIG. 9 is a flow diagram of a method 900 of automatically determining a correction factor using blood glucose data. At block 905, a user prompt is received into a BG management device to start a determination of an effective correction factor. The user prompt may be received as part of a correction factor test. The user interface may include a push-button, keypad, or mouse. The user interface may also include a display to display one or more instructions for the user to execute the test, and to display an effective correction factor.


At block 910, sampled blood glucose data is received in the BG management device. The blood glucose data is obtained from a patient during a specified time duration, including a time after delivery of an initial insulin correction bolus, such as a bolus delivered as part of the correction factor test. At block 915, the effective correction factor is determined using the BG management device according to a determined decrease in the blood glucose level of the patient and an amount of insulin in the initial insulin correction bolus.


In some embodiments, the method 900 includes estimating the amount of insulin in the initial insulin correction bolus. The amount of insulin is estimated using a pre-bolus correction factor and the beginning blood glucose concentration of the patient as indicated by the blood glucose data and a first specified percentage of a target blood glucose baseline. If the beginning blood glucose concentration of the patient is outside of a specified range of blood glucose levels, the method 900 may include canceling the correction factor test. In some embodiments, the amount of insulin in the initial insulin correction bolus is estimated using a rate of change of the blood glucose level of the patient as indicated by the blood glucose data. The initial insulin correction bolus is delivered to the patient using the BG management device or a second device.


In some embodiments, the method 900 includes a two-part correction factor test with the first part including the initial correction bolus and determining the effective correction factor. The initial correction bolus brings the blood glucose to a level within a first specified percentage of a target blood glucose baseline. The amount of insulin in the initial correction bolus may be estimated using a pre-bolus correction factor.


The second part of the test includes a second correction bolus to decrease a blood glucose level of the patient to within a second specified percentage of the target blood glucose baseline. The amount of insulin in the second correction bolus is estimated using the effective correction factor. The effective correction factor may be adjusted based on the amount of insulin in the second insulin correction bolus and the resulting second decrease in the blood glucose level of the patient. The amount of insulin in a correction bolus may also be determined using a rate of change of a blood glucose level of the patient.


If the blood glucose level of the patient is below the target blood glucose level, the method 900 further includes determining an amount of carbohydrates for the patient to consume. The amount of carbohydrates may be determined from how far the blood glucose level is below the target baseline. The amount of carbohydrates may also be determined using a rate of change of the blood glucose level of the patient.


According to some embodiments, the BG management device includes an insulin pump and delivers the initial insulin correction bolus and the second correction bolus if a second correction bolus is desired. The method 900 includes determining an amount of active insulin (IOB) in the patient prior to delivering the initial insulin correction bolus. In some embodiments, if an amount of active insulin is above a specified threshold active insulin amount, the BG management device may cancel the effective correction factor test. In some embodiments, if there is active insulin in the patient, the BG management device may factor in the amount of active insulin in determining the amount of insulin in the first or second correction bolus.


According to some embodiments, the BG management device includes an insulin pump and a GM. The method 900 includes automatically receiving the sampled blood glucose data from the blood glucose monitor. In some embodiments, the BG management device includes the insulin pump and the blood glucose data is obtained using a separate device. The method 900 includes receiving the sampled blood glucose data into the BG management device from the separate device through a communication port. The communication port may be a wireless port or a wired port. The separate device may be a continuous GM.


In some embodiments, the separate device may be a GM that requires some action by the user to obtain a blood glucose reading. For example, the GM may require the user to place a test strip into the GM in order to obtain a glucose reading. In some embodiments, the method 900 may include prompting the user through a user interface to obtain blood glucose data using the separate device. The prompting may be periodic during the correction factor test.


In some embodiments, the blood glucose data obtained from the separate device is entered manually into the BG management device. The method 900 includes the BG management device receiving the blood glucose data through the user interface. The user interface is configured for manual entry of blood glucose data, such as by including a keypad and a display. The user reads the blood glucose data from the separate GM and manually enters the blood glucose data into the BG management device. In some embodiments, the method 900 includes the BG management device periodically prompting the user to manually enter a blood glucose value during the determination of the effective correction factor.


According to some embodiments, the BG management device includes a GM and does not include an insulin pump. The initial insulin correction bolus (and the second correction bolus, if any), are delivered using a second separate device. The sampled blood glucose data is received automatically using the included GM. The method 900 further includes receiving information related to insulin delivery into the BG management device from the separate device.


In some embodiments, the method 900 includes receiving the insulin delivery information into the BG management device through a communication port. After a correction factor test, the BG management device may communicate the effective correction factor to the separate device using the communication port. This is useful if the separate device is an insulin pump. In some embodiments, the method 900 includes receiving the insulin delivery information into the BG management device by manually entering the insulin delivery information. The information is manually entered via a user interface on the BG management device. The effective correction factor may be displayed on the BG management device after the correction factor test.


According to some embodiments, the BG management device does not include a BG monitor or an insulin pump. The initial insulin correction bolus (and/or the second correction bolus if used) is delivered using a second separate device, such as a pump for example. The method 900 includes providing insulin delivery information, such as the amount of active insulin in the patient, if any, and the pre-bolus correction factor to the BG management device using the second device. The BG management device may calculate the initial insulin correction bolus amount using the insulin delivery information. The BG management device may display the initial insulin correction bolus amount or communicate the amount to the second device. The BG management device receives sampled blood glucose data from the second separate device or a third device. At least one of the insulin delivery information and the sampled blood glucose data includes a time-stamp to allow for alignment of the insulin delivery information and the blood glucose data. For example, the time-stamp for the insulin delivery may be the bolus delivery time. The effective correction factor is determined using the sampled blood glucose data and the insulin delivery information. The effective correction factor may be displayed or communicated to the second device.


The accompanying drawings that form a part hereof, show by way of illustration, and not of limitation, specific embodiments in which the subject matter may be practiced. The embodiments illustrated are described in sufficient detail to enable those skilled in the art to practice the teachings disclosed herein. Other embodiments may be utilized and derived therefrom, such that structural and logical substitutions and changes may be made without departing from the scope of this disclosure. This Detailed Description, therefore, is not to be taken in a limiting sense, and the scope of various embodiments is defined only by the appended claims, along with the full range of equivalents to which such claims are entitled.


Such embodiments of the inventive subject matter may be referred to herein, individually and/or collectively, by the term “invention” merely for convenience and without intending to voluntarily limit the scope of this application to any single invention or inventive concept if more than one is in fact disclosed. Thus, although specific embodiments have been illustrated and described herein, it should be appreciated that any arrangement calculated to achieve the same purpose may be substituted for the specific embodiments shown. This disclosure is intended to cover any and all adaptations, or variations, or combinations of various embodiments. Combinations of the above embodiments, and other embodiments not specifically described herein, will be apparent to those of skill in the art upon reviewing the above description.


The Abstract of the Disclosure is provided to comply with 37 C.F.R. § 1.72(b), requiring an abstract that will allow the reader to quickly ascertain the nature of the technical disclosure. It is submitted with the understanding that it will not be used to interpret or limit the scope or meaning of the claims. In addition, in the foregoing Detailed Description, it can be seen that various features are grouped together in a single embodiment for the purpose of streamlining the disclosure. This method of disclosure is not to be interpreted as reflecting an intention that the claimed embodiments require more features than are expressly recited in each claim. Rather, as the following claims reflect, inventive subject matter lies in less than all features of a single disclosed embodiment. Thus the following claims are hereby incorporated into the Detailed Description, with each claim standing on its own.

Claims
  • 1. An ambulatory insulin pump system, comprising: a pump configured to deliver insulin to a user;a user interface including a display;a memory; anda controller in electrical communication with the pump, the memory and the user interface, the controller configured to determine an effective correction factor for the user by conducting a correction factor test, the correction factor test comprising: receiving sampled glucose level data of the user obtained during a specified time duration;causing the pump to deliver an initial insulin correction bolus to the user during the specified time duration;determining from the sampled glucose level data a decrease in the glucose level of the user during the specified time duration;calculating an effective correction factor for the user based on the decrease in the glucose level and an amount of the initial insulin correction bolus; andsaving the effective correction factor in memory.
  • 2. The ambulatory insulin pump system of claim 1, wherein the controller is configured to conduct the correction factor test in response to a prompt from a user received through the user interface.
  • 3. The ambulatory insulin pump system of claim 1, wherein the controller is configured to display information relating to the correction factor test on the display.
  • 4. The ambulatory insulin pump system of claim 3, wherein the information includes instructions to the user.
  • 5. The ambulatory insulin pump system of claim 1, wherein the initial insulin correction bolus is delivered at a beginning of the specified time duration.
  • 6. The ambulatory insulin pump system of claim 1, wherein the correction factor test further comprises calculating the amount of the initial insulin correction bolus prior to causing the pump to deliver the initial insulin correction bolus.
  • 7. The ambulatory insulin pump system of claim 1, further comprising a communications port and wherein the controller is configured to receive the sampled glucose level data from a separate device.
  • 8. The ambulatory insulin pump system of claim 7, wherein the separate device is a continuous glucose monitor.
  • 9. The ambulatory insulin pump system of claim 1, wherein the controller is contained within one of the pump, a continuous glucose monitor or a device that does not include the pump or sample the glucose level data.
  • 10. An ambulatory insulin pump system for delivering insulin to a user, the insulin pump system having a controller, the controller being programmed with an algorithm configured to: receive input data related to a first user glucose level;initiate infusion of a known predetermined quantity of insulin to the user;record a time of the infusion of the known quantity of insulin;wait a length of time after the infusion of the known quantity of insulin;receive input data related to a second user glucose level;calculate a change in glucose level between the first user glucose level and the second user glucose level;calculate a correction factor for the user by diving the change in glucose level by the known predetermined quantity of insulin;save the correction factor in memory;receive input of a current glucose level and target glucose level;calculate an insulin dose to bring the current glucose level to the target glucose level using the calculated correction factor; anddeliver the calculated dose to the user.
  • 11. The ambulatory insulin pump system of claim 10, wherein the controller is configured to initiate receipt of the input data by presenting instructions to the user on a display to perform a glucose level measurement.
  • 12. The ambulatory insulin pump system of claim 10, wherein the controller is configured to receive the input data from a continuous glucose monitor.
  • 13. The ambulatory insulin pump system of claim 10, wherein the controller is configured to execute the algorithm in response to a prompt from the user to initiate a correction factor test.
  • 14. The ambulatory insulin pump system of claim 10, wherein the controller is further configured to calculate the known predetermined quantity of insulin.
  • 15. An ambulatory insulin pump system, comprising: a pump configured to deliver insulin to a user;a user interface including a display;a memory; anda controller in electrical communication with the pump, the memory and the user interface, the controller including a timer, a correction factor module and an insulin calculation module and configured to: receive sampled glucose level data of the user obtained during a specified time duration;cause the pump to deliver an initial insulin correction bolus to the user during the specified time duration;determine from the sampled glucose level data a decrease in the glucose level of the user during the specified time duration with the correction factor module;calculate with the correction factor module an effective correction factor for the user based on the decrease in the glucose level and an amount of the initial insulin correction bolus; andsave the effective correction factor in memory.
  • 16. The ambulatory insulin pump system of claim 15, wherein the initial insulin correction bolus is calculated by the insulin calculation module.
  • 17. The ambulatory insulin pump system of claim 15, further comprising a communications port and wherein the controller is configured to receive the sampled glucose level data from a separate device.
  • 18. The ambulatory insulin pump system of claim 17, wherein the separate device is a continuous glucose monitor.
  • 19. The ambulatory insulin pump system of claim 15, wherein the controller is configured to calculate with the insulin calculation module future insulin boluses using the effective correction factor saved in memory.
  • 20. The ambulatory insulin pump system of claim 15, wherein the controller is further configured to receive a prompt from the user through the user interface to determine the effective correction factor.
  • 21. The ambulatory insulin pump system of claim 15, wherein the controller is configured to display instructions to the user on the display.
  • 22. The ambulatory insulin pump system of claim 15, wherein the controller is contained within one of the pump, a continuous glucose monitor or a device that does not include the pump or sample the glucose level data.
CROSS REFERENCE TO RELATED APPLICATIONS

This application is a continuation of application Ser. No. 14/684,495 filed Apr. 13, 2015, which in turn is a continuation of application Ser. No. 13/530,404 filed Jun. 22, 2012, now U.S. Pat. No. 9,008,803 issued Apr. 14, 2015, which in turn is a continuation of application Ser. No. 12/774,991 filed May 6, 2010, now U.S. Pat. No. 8,219,222 issued Jul. 10, 2012, which in turn is a continuation application Ser. No. 11/753,420 filed May 24, 2007, now U.S. Pat. No. 7,751,907 issued Jul. 6, 2010, each of which is hereby fully incorporated herein by reference.

US Referenced Citations (794)
Number Name Date Kind
2462596 Bent Feb 1949 A
2629376 Pierre et al. Feb 1953 A
2691542 Chenoweth Oct 1954 A
3059639 Blackman et al. Oct 1962 A
4392849 Petre et al. Jul 1983 A
4393365 Kondo Jul 1983 A
4475901 Kraegen et al. Oct 1984 A
5000664 Lawless et al. Mar 1991 A
5050612 Matsumura Sep 1991 A
5122362 Phillips et al. Jun 1992 A
5153827 Coutre et al. Oct 1992 A
5181910 Scanlon Jan 1993 A
5207666 Idriss et al. May 1993 A
5219330 Bollish Jun 1993 A
5311175 Waldman May 1994 A
5338157 Blomquist Aug 1994 A
5362562 Blomquist et al. Nov 1994 A
5364346 Schrezenmeir Nov 1994 A
5376070 Purvis Dec 1994 A
5389078 Zalesky et al. Feb 1995 A
5395326 Haber et al. Mar 1995 A
5482446 Williamson et al. Jan 1996 A
5485408 Blomquist Jan 1996 A
5551850 Williamson et al. Sep 1996 A
5558638 Evers et al. Sep 1996 A
5569186 Lord et al. Oct 1996 A
5658250 Blomquist Aug 1997 A
5658252 Johnson Aug 1997 A
5665065 Colman et al. Sep 1997 A
5669877 Blomquist et al. Sep 1997 A
5674240 Bonutti Oct 1997 A
5681285 Ford et al. Oct 1997 A
5685844 Marttila Nov 1997 A
5695473 Olsen Dec 1997 A
5713856 Eggers et al. Feb 1998 A
5745378 Barker et al. Apr 1998 A
5782805 Meinzer Jul 1998 A
5810771 Blomquist Sep 1998 A
5814015 Gargano et al. Sep 1998 A
5822715 Worthington et al. Oct 1998 A
5876370 Blomquist Mar 1999 A
5879143 Cote Mar 1999 A
5885211 Eppstein et al. Mar 1999 A
5935099 Peterson et al. Aug 1999 A
5935106 Olsen Aug 1999 A
5960403 Brown Sep 1999 A
6023629 Tamada Feb 2000 A
6024539 Blomquist Feb 2000 A
6077055 Vilks Jun 2000 A
6122536 Sun et al. Sep 2000 A
6142939 Eppstein et al. Nov 2000 A
6175752 Say Jan 2001 B1
6233471 Berner et al. May 2001 B1
6241704 Peterson et al. Jun 2001 B1
6248057 Mavity et al. Jun 2001 B1
6248067 Mavity et al. Jun 2001 B1
6249717 Nicholson et al. Jun 2001 B1
6255781 Tsumura Jul 2001 B1
6272364 Kurnik Aug 2001 B1
6298254 Tamada Oct 2001 B2
6306420 Cheikh Oct 2001 B1
6368272 Porumbescu Apr 2002 B1
6379301 Worthington et al. Apr 2002 B1
6422057 Anderson Jul 2002 B1
6475180 Peterson et al. Nov 2002 B2
6505059 Kollias et al. Jan 2003 B1
6517482 Elden et al. Feb 2003 B1
6535714 Melker et al. Mar 2003 B2
6539250 Bettinger Mar 2003 B1
6544212 Galley et al. Apr 2003 B2
6544229 Danby et al. Apr 2003 B1
6546269 Kurnik Apr 2003 B1
6551276 Mann et al. Apr 2003 B1
6553244 Lesho et al. Apr 2003 B2
6554798 Mann Apr 2003 B1
6558320 Causey, III et al. May 2003 B1
6558351 Steil et al. May 2003 B1
6562001 Lebel et al. May 2003 B2
6565509 Say et al. May 2003 B1
6571128 Lebel et al. May 2003 B2
6577899 Lebel et al. Jun 2003 B2
6582366 Porumbescu Jun 2003 B1
6595919 Berner et al. Jul 2003 B2
6623698 Kuo Sep 2003 B2
6635014 Starkweather et al. Oct 2003 B2
6641533 Causey, III et al. Nov 2003 B2
6648821 Lebel et al. Nov 2003 B2
6650951 Jones et al. Nov 2003 B1
6656114 Poulsen et al. Dec 2003 B1
6659978 Kasuga et al. Dec 2003 B1
6668196 Villegas et al. Dec 2003 B1
6687522 Tamada Feb 2004 B2
6694191 Starkweather et al. Feb 2004 B2
6740072 Starkweather et al. May 2004 B2
6740075 Lebel et al. May 2004 B2
6744350 Blomquist Jun 2004 B2
6771250 Oh Aug 2004 B1
6773412 O'Mahony Aug 2004 B2
6790198 White et al. Sep 2004 B1
6809563 Mann et al. Oct 2004 B2
6809653 Mann et al. Oct 2004 B1
6810290 Lebel et al. Oct 2004 B2
6827702 Lebel et al. Dec 2004 B2
6835175 Porumbescu Dec 2004 B1
6852104 Blomquist Feb 2005 B2
6862466 Ackerman Mar 2005 B2
6872200 Mann et al. Mar 2005 B2
6873268 Lebel et al. Mar 2005 B2
6880564 Erickson Apr 2005 B2
6882940 Potts et al. Apr 2005 B2
6902905 Burson et al. Jun 2005 B2
6918542 Silverbrook et al. Jul 2005 B2
6934220 Cruitt et al. Aug 2005 B1
6936029 Mann et al. Aug 2005 B2
6957655 Erickson et al. Oct 2005 B2
6958705 Lebel et al. Oct 2005 B2
6966325 Erickson Nov 2005 B2
6970742 Mann et al. Nov 2005 B2
6974437 Lebel et al. Dec 2005 B2
6979326 Mann et al. Dec 2005 B2
6997920 Mann et al. Feb 2006 B2
6998387 Goke et al. Feb 2006 B1
6999854 Roth Feb 2006 B2
7004928 Aceti et al. Feb 2006 B2
7022072 Fox et al. Apr 2006 B2
7025743 Mann et al. Apr 2006 B2
7033338 Vilks et al. Apr 2006 B2
7041082 Blomquist et al. May 2006 B2
7073713 Silverbrook et al. Jul 2006 B2
7083108 Silverbrook et al. Aug 2006 B2
7092011 Silverbrook et al. Aug 2006 B2
7097108 Silverbrook et al. Aug 2006 B2
7098803 Mann et al. Aug 2006 B2
7109878 Mann et al. Sep 2006 B2
7150741 Erickson et al. Dec 2006 B2
7156808 Quy Jan 2007 B2
7179226 Crothall et al. Feb 2007 B2
7181505 Haller et al. Feb 2007 B2
7183068 Burson et al. Feb 2007 B2
7187404 Silverbrook et al. Mar 2007 B2
7201319 Silverbrook et al. Apr 2007 B2
7204823 Estes et al. Apr 2007 B2
7231263 Choi Jun 2007 B2
7234645 Silverbrook et al. Jun 2007 B2
7247702 Gardner et al. Jul 2007 B2
7254782 Sherer Aug 2007 B1
7267665 Steil et al. Sep 2007 B2
7278983 Ireland et al. Oct 2007 B2
7282029 Poulsen et al. Oct 2007 B1
7289142 Silverbrook Oct 2007 B2
7291107 Hellwig et al. Nov 2007 B2
7295867 Berner et al. Nov 2007 B2
7307245 Faries et al. Dec 2007 B2
7320675 Pastore et al. Jan 2008 B2
7324012 Mann et al. Jan 2008 B2
7341577 Gill Mar 2008 B2
7347836 Peterson et al. Mar 2008 B2
7362971 Silverbrook et al. Apr 2008 B2
7373083 Silverbrook et al. May 2008 B2
7377706 Silverbrook et al. May 2008 B2
7399277 Saidara et al. Jul 2008 B2
7404796 Ginsberg Jul 2008 B2
7446091 Van Den Berghe Nov 2008 B2
7460152 Silverbrook et al. Dec 2008 B2
7464010 Yang et al. Dec 2008 B2
7471994 Ford et al. Dec 2008 B2
7475825 Silverbrook et al. Jan 2009 B2
7483050 Silverbrook et al. Jan 2009 B2
7483743 Mann et al. Jan 2009 B2
7491187 Van Den Berghe et al. Feb 2009 B2
7497827 Brister et al. Mar 2009 B2
7515060 Blomquist Apr 2009 B2
7524045 Silverbrook et al. Apr 2009 B2
7534226 Mernoe et al. May 2009 B2
7547281 Hayes et al. Jun 2009 B2
7553281 Hellwig et al. Jun 2009 B2
7556613 Wittmann et al. Jul 2009 B2
7559926 Blischak Jul 2009 B1
7569030 Lebel et al. Aug 2009 B2
7588046 Erickson Sep 2009 B1
7591801 Brauker et al. Sep 2009 B2
7602310 Mann et al. Oct 2009 B2
7647237 Malave et al. Jan 2010 B2
7651489 Estes et al. Jan 2010 B2
7651845 Doyle et al. Jan 2010 B2
7654976 Peterson et al. Feb 2010 B2
7674485 Bhaskaran et al. Mar 2010 B2
7676519 Mcbride et al. Mar 2010 B2
7678071 Lebel et al. Mar 2010 B2
7678762 Green et al. Mar 2010 B2
7678763 Green et al. Mar 2010 B2
7687272 Buchwald et al. Mar 2010 B1
7697967 Stafford Apr 2010 B2
7704226 Mueller et al. Apr 2010 B2
7708717 Estes et al. May 2010 B2
7711402 Shults et al. May 2010 B2
7715893 Kamath et al. May 2010 B2
7717903 Estes et al. May 2010 B2
7722536 Goodnow May 2010 B2
7734323 Blomquist Jun 2010 B2
7751907 Blomquist Jul 2010 B2
7766829 Sloan et al. Aug 2010 B2
7766830 Fox et al. Aug 2010 B2
7768386 Hayter et al. Aug 2010 B2
7768408 Reggiardo et al. Aug 2010 B2
7774145 Brauker et al. Aug 2010 B2
7776030 Estes et al. Aug 2010 B2
7778680 Goode, Jr. et al. Aug 2010 B2
7785313 Mastrototaro Aug 2010 B2
7794426 Briones et al. Sep 2010 B2
7794427 Estes et al. Sep 2010 B2
7794428 Estes et al. Sep 2010 B2
7797028 Goode, Jr. et al. Sep 2010 B2
7801582 Peyser Sep 2010 B2
7806853 Wittman et al. Oct 2010 B2
7806886 Kanderian et al. Oct 2010 B2
7815602 Mann et al. Oct 2010 B2
7819843 Mann et al. Oct 2010 B2
7822455 Hoss et al. Oct 2010 B2
7826879 Hoss et al. Nov 2010 B2
7828528 Estes et al. Nov 2010 B2
7831310 Lebel et al. Nov 2010 B2
7833196 Estes et al. Nov 2010 B2
7837647 Estes et al. Nov 2010 B2
7837651 Bishop et al. Nov 2010 B2
7850641 Lebel et al. Dec 2010 B2
7860544 Say et al. Dec 2010 B2
7869851 Hellwig et al. Jan 2011 B2
7869853 Say et al. Jan 2011 B1
7875022 Wenger et al. Jan 2011 B2
7884729 Reggiardo et al. Feb 2011 B2
7885699 Say et al. Feb 2011 B2
7887512 Estes et al. Feb 2011 B2
7890295 Shin et al. Feb 2011 B2
7892199 Mhatre et al. Feb 2011 B2
7912674 Killoren et al. Mar 2011 B2
7914450 Goode, Jr. et al. Mar 2011 B2
7914499 Gonnelli et al. Mar 2011 B2
7920907 McGarraugh et al. Apr 2011 B2
7933780 De La Huerga Apr 2011 B2
7935076 Estes et al. May 2011 B2
7938797 Estes May 2011 B2
7938803 Mernoe et al. May 2011 B2
7941200 Weinert et al. May 2011 B2
7946985 Mastrototaro et al. May 2011 B2
7951114 Rush et al. May 2011 B2
7959598 Estes Jun 2011 B2
7963946 Moubayed et al. Jun 2011 B2
7967773 Amborn et al. Jun 2011 B2
7972296 Braig et al. Jul 2011 B2
7976492 Brauker et al. Jul 2011 B2
7981034 Jennewine et al. Jul 2011 B2
7981084 Estes et al. Jul 2011 B2
7981102 Patel et al. Jul 2011 B2
7983745 Hatlestad et al. Jul 2011 B2
7983759 Stahmann et al. Jul 2011 B2
7985330 Wang et al. Jul 2011 B2
7988630 Osorio et al. Aug 2011 B1
7988849 Biewer et al. Aug 2011 B2
7996158 Hayter et al. Aug 2011 B2
8005524 Brauker et al. Aug 2011 B2
8012119 Estes et al. Sep 2011 B2
8016783 Pastore et al. Sep 2011 B2
8025634 Moubayed et al. Sep 2011 B1
8029459 Rush et al. Oct 2011 B2
8029460 Rush et al. Oct 2011 B2
8062249 Wilkinska et al. Nov 2011 B2
8066665 Rush et al. Nov 2011 B2
8075527 Rush et al. Dec 2011 B2
8079983 Rush et al. Dec 2011 B2
8079984 Rush et al. Dec 2011 B2
8083718 Rush et al. Dec 2011 B2
8088098 Yodfat et al. Jan 2012 B2
8093212 Gardner et al. Jan 2012 B2
8105268 Lebel et al. Jan 2012 B2
8105279 Mernoe et al. Jan 2012 B2
8109921 Estes et al. Feb 2012 B2
8114350 Silver et al. Feb 2012 B1
8118770 Galley et al. Feb 2012 B2
8119593 Richardson et al. Feb 2012 B2
8127046 Grant et al. Feb 2012 B2
8129429 Sporn et al. Mar 2012 B2
8133197 Blomquist et al. Mar 2012 B2
8140275 Campbell et al. Mar 2012 B2
8140312 Hayter et al. Mar 2012 B2
8147446 Yodfat et al. Apr 2012 B2
8152789 Starkweather et al. Apr 2012 B2
8170721 Nickerson May 2012 B2
8177716 Say et al. May 2012 B2
8182445 Moubayed et al. May 2012 B2
8192394 Estes et al. Jun 2012 B2
8202267 Field et al. Jun 2012 B2
8204729 Sher Jun 2012 B2
8206296 Jennewine Jun 2012 B2
8206350 Mann et al. Jun 2012 B2
8208984 Blomquist Jun 2012 B2
8211062 Estes et al. Jul 2012 B2
8219222 Blomquist Jul 2012 B2
8221345 Blomquist Jul 2012 B2
8221385 Estes Jul 2012 B2
8226558 Say et al. Jul 2012 B2
8234126 Estes Jul 2012 B1
8234128 Martucci et al. Jul 2012 B2
8237715 Buck et al. Aug 2012 B2
8246540 Ginsberg Aug 2012 B2
8250483 Blomquist Aug 2012 B2
8251904 Zivitz et al. Aug 2012 B2
8251906 Brauker et al. Aug 2012 B2
8257259 Brauker et al. Sep 2012 B2
8257300 Budiman et al. Sep 2012 B2
8260630 Brown Sep 2012 B2
8262617 Aeschlimann et al. Sep 2012 B2
8277435 Estes Oct 2012 B2
8282601 Mernoe et al. Oct 2012 B2
8287454 Wolpert et al. Oct 2012 B2
8287495 Michaud et al. Oct 2012 B2
8287514 Miller et al. Oct 2012 B2
8290562 Goode, Jr. et al. Oct 2012 B2
8298184 Diperna et al. Oct 2012 B2
8311749 Brauker et al. Nov 2012 B2
8323188 Tran Dec 2012 B2
8328754 Estes et al. Dec 2012 B2
8343092 Rush et al. Jan 2013 B2
8344847 Moberg et al. Jan 2013 B2
8346399 Blomquist Jan 2013 B2
8348885 Moberg et al. Jan 2013 B2
8349319 Schuchman et al. Jan 2013 B2
8357091 Say et al. Jan 2013 B2
8372040 Huang et al. Feb 2013 B2
8376943 Kovach et al. Feb 2013 B2
8377031 Hayter et al. Feb 2013 B2
8380273 Say et al. Feb 2013 B2
8409131 Say et al. Apr 2013 B2
8414523 Blomquist et al. Apr 2013 B2
8444595 Brukalo et al. May 2013 B2
8451230 Celentano et al. May 2013 B2
8452953 Buck et al. May 2013 B2
8454510 Yodfat et al. Jun 2013 B2
8454575 Estes et al. Jun 2013 B2
8454576 Mastrototaro et al. Jun 2013 B2
8454581 Estes et al. Jun 2013 B2
8460231 Brauker et al. Jun 2013 B2
8467980 Campbell et al. Jun 2013 B2
8562558 Yodfat et al. Jul 2013 B2
8449523 Brukalo et al. Aug 2013 B2
8552880 Kopp et al. Oct 2013 B2
8573027 Rosinko Nov 2013 B2
8579853 Reggiardo et al. Nov 2013 B2
8650937 Brown Feb 2014 B2
8657779 Blomquist Feb 2014 B2
8712748 Thukral et al. Apr 2014 B2
8718949 Blomquist et al. May 2014 B2
8726266 Kiaie May 2014 B2
8775877 McVey et al. Jul 2014 B2
8801657 Blomquist et al. Aug 2014 B2
8882701 DeBelser et al. Nov 2014 B2
8986253 DiPerna Mar 2015 B2
9008803 Blomquist Apr 2015 B2
9037254 John May 2015 B2
9364679 John Jun 2016 B2
9474856 Blomquist Oct 2016 B2
9486578 Finan et al. Nov 2016 B2
20010001144 Kapp May 2001 A1
20010031944 Peterson et al. Oct 2001 A1
20010037217 Abensour et al. Nov 2001 A1
20010041831 Starkweather Nov 2001 A1
20020002326 Causey, III et al. Jan 2002 A1
20020065454 Lebel et al. May 2002 A1
20020072932 Swamy Jun 2002 A1
20020077852 Ford et al. Jun 2002 A1
20020107476 Mann et al. Aug 2002 A1
20020143580 Bristol et al. Oct 2002 A1
20020183693 Peterson et al. Dec 2002 A1
20020193679 Malave et al. Dec 2002 A1
20030032867 Crothall et al. Feb 2003 A1
20030036683 Kehr et al. Feb 2003 A1
20030161744 Vilks et al. Feb 2003 A1
20030060765 Campbell et al. Mar 2003 A1
20030065308 Lebel et al. Apr 2003 A1
20030088238 Poulsen et al. May 2003 A1
20030104982 Wittman et al. Jun 2003 A1
20030114836 Estes et al. Jun 2003 A1
20030130616 Steil et al. Jul 2003 A1
20030145854 Hickle Aug 2003 A1
20030159945 Miyazaki Aug 2003 A1
20030160683 Blomquist Aug 2003 A1
20030163088 Blomquist Aug 2003 A1
20030163090 Blomquist et al. Aug 2003 A1
20030163223 Blomquist Aug 2003 A1
20030163789 Blomquist Aug 2003 A1
20030199854 Kovach et al. Oct 2003 A1
20030208113 Mault et al. Nov 2003 A1
20030212364 Mann et al. Nov 2003 A1
20030212379 Bylund et al. Nov 2003 A1
20030236489 Jacobson et al. Dec 2003 A1
20040015132 Brown Jan 2004 A1
20040054263 Moerman et al. Mar 2004 A1
20040073095 Causey, III et al. Apr 2004 A1
20040115067 Rush et al. Jun 2004 A1
20040152622 Keith Aug 2004 A1
20040167464 Ireland Aug 2004 A1
20040180810 Pilarski Sep 2004 A1
20040193025 Steil et al. Sep 2004 A1
20040193090 Lebel et al. Sep 2004 A1
20040225252 Gillespie, Jr. et al. Nov 2004 A1
20040254434 Goodnow et al. Dec 2004 A1
20050021006 Tonnies Jan 2005 A1
20050022274 Campbell Jan 2005 A1
20050027182 Siddiqui et al. Feb 2005 A1
20050030164 Blomquist Feb 2005 A1
20050050621 Thomas Mar 2005 A1
20050065464 Talbot et al. Mar 2005 A1
20050065760 Murtfeldt et al. Mar 2005 A1
20050081847 Lee et al. Apr 2005 A1
20050095063 Fathallah et al. May 2005 A1
20050137530 Campbell et al. Jun 2005 A1
20050143864 Blomquist Jun 2005 A1
20050171513 Mann et al. Aug 2005 A1
20050182358 Veit Aug 2005 A1
20050192557 Brauker et al. Sep 2005 A1
20050197553 Cooper Sep 2005 A1
20050197621 Poulsen et al. Sep 2005 A1
20050203349 Nanikashvili Sep 2005 A1
20050228234 Yang Oct 2005 A1
20050272640 Doyle et al. Dec 2005 A1
20050277872 Colby et al. Dec 2005 A1
20050277912 John Dec 2005 A1
20060001538 Kraft et al. Jan 2006 A1
20060001550 Mann et al. Jan 2006 A1
20060014670 Green et al. Jan 2006 A1
20060031094 Cohen et al. Feb 2006 A1
20060047192 Hellwig et al. Mar 2006 A1
20060047538 Condurso et al. Mar 2006 A1
20060080059 Stupp et al. Apr 2006 A1
20060085223 Anderson Apr 2006 A1
20060093785 Hickle May 2006 A1
20060094985 Aceti et al. May 2006 A1
20060122577 Poulsen et al. Jun 2006 A1
20060132292 Blomquist Jun 2006 A1
20060137695 Hellwig et al. Jun 2006 A1
20060167345 Vespasiani Jul 2006 A1
20060173406 Hayes Aug 2006 A1
20060173444 Choy Aug 2006 A1
20060202859 Mastrototaro et al. Sep 2006 A1
20060253097 Braig et al. Nov 2006 A1
20060253296 Liisberg et al. Nov 2006 A1
20060264895 Flanders Nov 2006 A1
20060271020 Huang et al. Nov 2006 A1
20060272652 Stocker Dec 2006 A1
20060276771 Galley et al. Dec 2006 A1
20070016127 Staib et al. Jan 2007 A1
20070016170 Kovelman Jan 2007 A1
20070016449 Cohen et al. Jan 2007 A1
20070021733 Hansen et al. Jan 2007 A1
20070033074 Nitzan et al. Feb 2007 A1
20070060796 Kim Mar 2007 A1
20070060871 Istoc Mar 2007 A1
20070060874 Nesbitt et al. Mar 2007 A1
20070066956 Finkel Mar 2007 A1
20070073236 Mernoe et al. Mar 2007 A1
20070083152 Williams, Jr. Apr 2007 A1
20070083335 Moerman Apr 2007 A1
20070093786 Goldsmith et al. Apr 2007 A1
20070100222 Mastrototaro et al. May 2007 A1
20070106135 Sloan et al. May 2007 A1
20070112298 Mueller, Jr. et al. May 2007 A1
20070112299 Smit et al. May 2007 A1
20070118405 Campbell et al. May 2007 A1
20070124002 Estes et al. May 2007 A1
20070149861 Crothall et al. Jun 2007 A1
20070156033 Causey, III et al. Jul 2007 A1
20070156092 Estes et al. Jul 2007 A1
20070156457 Brown Jul 2007 A1
20070167905 Estes et al. Jul 2007 A1
20070167912 Causey et al. Jul 2007 A1
20070173712 Shah et al. Jul 2007 A1
20070173762 Estes et al. Jul 2007 A1
20070179355 Rosen Aug 2007 A1
20070179444 Causey et al. Aug 2007 A1
20070203454 Shermer et al. Aug 2007 A1
20070213657 Jennewine et al. Sep 2007 A1
20070233051 Hohl et al. Oct 2007 A1
20070245258 Ginggen et al. Oct 2007 A1
20070251835 Mehta et al. Nov 2007 A1
20070253021 Mehta et al. Nov 2007 A1
20070253380 Jollota et al. Nov 2007 A1
20070254593 Jollota et al. Nov 2007 A1
20070255116 Mehta et al. Nov 2007 A1
20070255125 Moberg et al. Nov 2007 A1
20070255126 Moberg et al. Nov 2007 A1
20070255250 Moberg et al. Nov 2007 A1
20070255348 Holtzclaw Nov 2007 A1
20070258395 Jollota et al. Nov 2007 A1
20070287985 Estes Dec 2007 A1
20070299389 Halbert et al. Dec 2007 A1
20080004601 Jennewine et al. Jan 2008 A1
20080030369 Mann et al. Feb 2008 A1
20080033357 Mann et al. Feb 2008 A1
20080033360 Evans et al. Feb 2008 A1
20080033361 Evans et al. Feb 2008 A1
20080045902 Estes et al. Feb 2008 A1
20080045903 Estes et al. Feb 2008 A1
20080045904 Estes et al. Feb 2008 A1
20080045931 Estes et al. Feb 2008 A1
20080051709 Mounce et al. Feb 2008 A1
20080051714 Moberg et al. Feb 2008 A1
20080051716 Stutz Feb 2008 A1
20080058773 John Mar 2008 A1
20080065007 Peterson Mar 2008 A1
20080065016 Peterson et al. Mar 2008 A1
20080071209 Moubayed Mar 2008 A1
20080071210 Moubayed Mar 2008 A1
20080071217 Moubayed Mar 2008 A1
20080071251 Moubayed Mar 2008 A1
20080071580 Marcus et al. Mar 2008 A1
20080076969 Kraft et al. Mar 2008 A1
20080097289 Steil Apr 2008 A1
20080114299 Damgaard-Sorensen et al. May 2008 A1
20080132844 Peterson Jun 2008 A1
20080139907 Rao et al. Jun 2008 A1
20080147004 Mann et al. Jun 2008 A1
20080147041 Kristensen et al. Jun 2008 A1
20080147050 Mann et al. Jun 2008 A1
20080154513 Kovatchev et al. Jun 2008 A1
20080171697 Jacotot et al. Jul 2008 A1
20080171967 Blomquist et al. Jul 2008 A1
20080172026 Blomquist Jul 2008 A1
20080172027 Blomquist Jul 2008 A1
20080172028 Blomquist Jul 2008 A1
20080172029 Blomquist Jul 2008 A1
20080172030 Blomquist Jul 2008 A1
20080172031 Blomquist Jul 2008 A1
20080177165 Blomquist Jul 2008 A1
20080183060 Steil et al. Jul 2008 A1
20080206799 Blomquist Aug 2008 A1
20080228056 Blomquist et al. Sep 2008 A1
20080249470 Malave et al. Oct 2008 A1
20080255438 Saidara et al. Oct 2008 A1
20080255517 Nair et al. Oct 2008 A1
20080269585 Ginsberg Oct 2008 A1
20080269714 Mastrototaro et al. Oct 2008 A1
20080269723 Mastrototaro et al. Oct 2008 A1
20080264024 Cosentino et al. Nov 2008 A1
20080287922 Panduro Nov 2008 A1
20080288115 Rusnak et al. Nov 2008 A1
20080294094 Mhatre et al. Nov 2008 A1
20080294108 Briones et al. Nov 2008 A1
20080294109 Estes et al. Nov 2008 A1
20080294142 Patel Nov 2008 A1
20080294294 Blomquist Nov 2008 A1
20080300534 Blomquist Dec 2008 A1
20080300572 Dobbles et al. Dec 2008 A1
20080300651 Gerber et al. Dec 2008 A1
20080306434 Dobbles et al. Dec 2008 A1
20080306444 Brister et al. Dec 2008 A1
20080312585 Brukalo et al. Dec 2008 A1
20090005726 Jones et al. Jan 2009 A1
20090018779 Cohen et al. Jan 2009 A1
20090030733 Cohen et al. Jan 2009 A1
20090036753 King Feb 2009 A1
20090067989 Estes et al. Mar 2009 A1
20090069745 Estes et al. Mar 2009 A1
20090069749 Miller et al. Mar 2009 A1
20090069787 Estes et al. Mar 2009 A1
20090085768 Patel et al. Apr 2009 A1
20090088731 Campbell et al. Apr 2009 A1
20090093756 Minaie Apr 2009 A1
20090105636 Hayter Apr 2009 A1
20090105646 Hendrixson et al. Apr 2009 A1
20090112626 Talbot et al. Apr 2009 A1
20090118592 Klitgaard May 2009 A1
20090131860 Nielsen May 2009 A1
20090131861 Braig et al. May 2009 A1
20090143661 Taub et al. Jun 2009 A1
20090150186 Cohen et al. Jun 2009 A1
20090150865 Young et al. Jun 2009 A1
20090156990 Wenger et al. Jun 2009 A1
20090157003 Jones et al. Jun 2009 A1
20090163855 Shin et al. Jun 2009 A1
20090171269 Jennewine et al. Jul 2009 A1
20090177142 Blomquist et al. Jul 2009 A1
20090177147 Blomquist Jul 2009 A1
20090177154 Blomquist Jul 2009 A1
20090177180 Rubalcaba Jul 2009 A1
20090192366 Mensinger et al. Jul 2009 A1
20090192724 Bauker et al. Jul 2009 A1
20090192745 Kamath et al. Jul 2009 A1
20090212966 Panduro Aug 2009 A1
20090216100 Ebner et al. Aug 2009 A1
20090240193 Mensinger et al. Sep 2009 A1
20090247931 Damgaard-Sorensen Oct 2009 A1
20090247982 Krulevitch et al. Oct 2009 A1
20090254037 Bryant, Jr. et al. Oct 2009 A1
20090267775 Enegren et al. Oct 2009 A1
20090270705 Enegren et al. Oct 2009 A1
20090270810 Debelser et al. Oct 2009 A1
20090275886 Blomquist et al. Nov 2009 A1
20090275887 Estes Nov 2009 A1
20090281393 Smith Nov 2009 A1
20100008795 DiPerna Jan 2010 A1
20100010330 Rankers et al. Jan 2010 A1
20100030045 Gottlieb et al. Feb 2010 A1
20100030387 Sen Feb 2010 A1
20100049164 Estes Feb 2010 A1
20100056993 Chase Mar 2010 A1
20100057043 Kovatchev et al. Mar 2010 A1
20100064257 Buck et al. Mar 2010 A1
20100069730 Bergstrom Mar 2010 A1
20100081993 O'Connor Apr 2010 A1
20100094110 Heller Apr 2010 A1
20100094251 Estes Apr 2010 A1
20100095229 Dixon et al. Apr 2010 A1
20100105999 Dixon et al. Apr 2010 A1
20100114015 Kanderian, Jr. et al. May 2010 A1
20100121169 Petisce et al. May 2010 A1
20100121170 Rule May 2010 A1
20100125241 Prud et al. May 2010 A1
20100130933 Holland et al. May 2010 A1
20100138197 Sher Jun 2010 A1
20100145276 Yodfat et al. Jun 2010 A1
20100156633 Buck et al. Jun 2010 A1
20100160740 Cohen et al. Jun 2010 A1
20100161236 Cohen et al. Jun 2010 A1
20100161346 Getschmann et al. Jun 2010 A1
20100162786 Keenan et al. Jul 2010 A1
20100174266 Estes Jul 2010 A1
20100174553 Kaufman et al. Jul 2010 A1
20100179402 Goode et al. Jul 2010 A1
20100185142 Kamen et al. Jul 2010 A1
20100185175 Kamen et al. Jul 2010 A1
20100192686 Kamen et al. Aug 2010 A1
20100198034 Thomas et al. Aug 2010 A1
20100198142 Sloan et al. Aug 2010 A1
20100202040 Remde et al. Aug 2010 A1
20100205001 Knudsen et al. Aug 2010 A1
20100218132 Soni et al. Aug 2010 A1
20100222765 Blomquist et al. Sep 2010 A1
20100228186 Estes et al. Sep 2010 A1
20100234709 Say et al. Sep 2010 A1
20100235439 Goodnow Sep 2010 A1
20100249530 Rankers et al. Sep 2010 A1
20100249561 Patek et al. Sep 2010 A1
20100261987 Kamath et al. Oct 2010 A1
20100262078 Blomquist Oct 2010 A1
20100262117 Magni et al. Oct 2010 A1
20100262434 Shaya Oct 2010 A1
20100274592 Nitzan et al. Oct 2010 A1
20100274751 Blomquist Oct 2010 A1
20100277119 Montague et al. Nov 2010 A1
20100280329 Randløv et al. Nov 2010 A1
20100286563 Bryer et al. Nov 2010 A1
20100286601 Yodfat et al. Nov 2010 A1
20100286653 Kubel et al. Nov 2010 A1
20100292634 Kircher, Jr. et al. Nov 2010 A1
20100295686 Sloan et al. Nov 2010 A1
20100298681 Say et al. Nov 2010 A1
20100298685 Hayter et al. Nov 2010 A1
20100305545 Kanderian, Jr. et al. Dec 2010 A1
20100305965 Benjamin et al. Dec 2010 A1
20100312085 Andrews et al. Dec 2010 A1
20100324382 Cantwell et al. Dec 2010 A1
20100324398 Tzyy-Ping Dec 2010 A1
20100331651 Groll Dec 2010 A1
20110004188 Shekalim Jan 2011 A1
20110006876 Moberg et al. Jan 2011 A1
20110009725 Hill et al. Jan 2011 A1
20110009813 Rankers Jan 2011 A1
20110015509 Peyser Jan 2011 A1
20110021898 Wei et al. Jan 2011 A1
20110022025 Savoie et al. Jan 2011 A1
20110033833 Blomquist et al. Feb 2011 A1
20110040247 Mandro et al. Feb 2011 A1
20110040251 Blomquist Feb 2011 A1
20110047499 Mandro et al. Feb 2011 A1
20110050428 Istoc Mar 2011 A1
20110053121 Heaton Mar 2011 A1
20110054390 Searle et al. Mar 2011 A1
20110054391 Ward et al. Mar 2011 A1
20110056264 Kaplan Mar 2011 A1
20110058485 Sloan Mar 2011 A1
20110060281 Aeschlimann et al. Mar 2011 A1
20110071372 Sloan et al. Mar 2011 A1
20110071464 Palerm Mar 2011 A1
20110071465 Wang et al. Mar 2011 A1
20110071765 Yodfat et al. Mar 2011 A1
20110077481 Say et al. Mar 2011 A1
20110077963 Knudsen et al. Mar 2011 A1
20110082439 Wenger et al. Apr 2011 A1
20110092788 Long et al. Apr 2011 A1
20110092894 Mcgill et al. Apr 2011 A1
20110098548 Budiman et al. Apr 2011 A1
20110098637 Hill Apr 2011 A1
20110098638 Chawla et al. Apr 2011 A1
20110098674 Vicente et al. Apr 2011 A1
20110105955 Yudovsky et al. May 2011 A1
20110106011 Cinar et al. May 2011 A1
20110106050 Yodfat et al. May 2011 A1
20110112504 Causey et al. May 2011 A1
20110112505 Starkweather et al. May 2011 A1
20110112506 Starkweather et al. May 2011 A1
20110118578 Timmerman May 2011 A1
20110118662 Mhatre et al. May 2011 A1
20110118699 Yodfat et al. May 2011 A1
20110124996 Reinke et al. May 2011 A1
20110124999 Reggiardo et al. May 2011 A1
20110125085 Mcgill et al. May 2011 A1
20110126188 Bernstein et al. May 2011 A1
20110130716 Estes et al. Jun 2011 A1
20110130746 Budiman Jun 2011 A1
20110133946 Kopp et al. Jun 2011 A1
20110137239 Debelser et al. Jun 2011 A1
20110144586 Michaud et al. Jun 2011 A1
20110144616 Michaud et al. Jun 2011 A1
20110152770 Diperna et al. Jun 2011 A1
20110152824 Diperna et al. Jun 2011 A1
20110160654 Hanson et al. Jun 2011 A1
20110160695 Sigrist et al. Jun 2011 A1
20110166544 Verhoef et al. Jul 2011 A1
20110166875 Hayter et al. Jul 2011 A1
20110172744 Davis et al. Jul 2011 A1
20110178461 Chong et al. Jul 2011 A1
20110178462 Moberg et al. Jul 2011 A1
20110178717 Goodnow et al. Jul 2011 A1
20110184264 Galasso et al. Jul 2011 A1
20110184342 Pesach et al. Jul 2011 A1
20110190701 Remde et al. Aug 2011 A1
20110196213 Thukral et al. Aug 2011 A1
20110205065 Strachan et al. Aug 2011 A1
20110208155 Palerm et al. Aug 2011 A1
20110213225 Bernstein et al. Sep 2011 A1
20110213306 Hanson et al. Sep 2011 A1
20110256024 Cole et al. Oct 2011 A1
20110257625 Jasperson et al. Oct 2011 A1
20110257895 Brauker et al. Oct 2011 A1
20110266999 Yodfat et al. Nov 2011 A1
20120013625 Blomquist et al. Jan 2012 A1
20120013802 Blomquist et al. Jan 2012 A1
20120029433 Michaud et al. Feb 2012 A1
20120029941 Malave et al. Feb 2012 A1
20120030610 DiPerna et al. Feb 2012 A1
20120041415 Estes et al. Feb 2012 A1
20120053522 Yodfat et al. Mar 2012 A1
20120059353 Kovatchev et al. Mar 2012 A1
20120059673 Cohen et al. Mar 2012 A1
20120095315 Tenbarge et al. Apr 2012 A1
20120109100 Estes et al. May 2012 A1
20120123230 Brown et al. May 2012 A1
20120163481 Ebner et al. Jun 2012 A1
20120191061 Yodfat et al. Jul 2012 A1
20120191063 Brauker et al. Jul 2012 A1
20120226124 Blomquist Sep 2012 A1
20120232484 Blomquist Sep 2012 A1
20120232485 Blomquist Sep 2012 A1
20120232520 Sloan et al. Sep 2012 A1
20120232521 Blomquist Sep 2012 A1
20120238852 Brauker et al. Sep 2012 A1
20120238854 Blomquist et al. Sep 2012 A1
20120239362 Blomquist Sep 2012 A1
20120245524 Estes et al. Sep 2012 A1
20120265722 Blomquist Oct 2012 A1
20120296269 Blomquist Nov 2012 A1
20120330227 Budiman et al. Dec 2012 A1
20130053816 DiPerna Feb 2013 A1
20130131630 Blomquist May 2013 A1
20130324928 Kruse Dec 2013 A1
20130331790 Brown et al. Dec 2013 A1
20130345625 Causey, III Dec 2013 A1
20130345663 Agrawal et al. Dec 2013 A1
20140012511 Mensinger et al. Jan 2014 A1
20140019396 Carlsgaard et al. Jan 2014 A1
20140066890 Sloan et al. Mar 2014 A1
20140074059 Howell et al. Mar 2014 A1
20140137641 Brown May 2014 A1
20140171772 Blomquist Jun 2014 A1
20140273042 Saint Sep 2014 A1
20140275419 Ward et al. Sep 2014 A1
20140276420 Rosinko Sep 2014 A1
20140276531 Walsh Sep 2014 A1
20140276553 Rosinko Sep 2014 A1
20140276556 Saint et al. Sep 2014 A1
20140276570 Saint Sep 2014 A1
20140276574 Saint Sep 2014 A1
20140350371 Blomquist et al. Nov 2014 A1
20140378898 Rosinko Dec 2014 A1
20150045770 DeBelser et al. Feb 2015 A1
20150073337 Saint et al. Mar 2015 A1
20150182693 Rosinko Jul 2015 A1
20150182695 Rosinko Jul 2015 A1
20150217044 Blomquist Aug 2015 A1
20150314062 Blomquist et al. Nov 2015 A1
20160030669 Harris et al. Feb 2016 A1
20160199571 Rosinko et al. Jul 2016 A1
20160228041 Heller Aug 2016 A1
20170000943 Blomquist et al. Jan 2017 A1
Foreign Referenced Citations (47)
Number Date Country
399065 Jul 1924 DE
4407005 Mar 1995 DE
19819407 Nov 1999 DE
10121317 Nov 2002 DE
10352456 Jul 2005 DE
1102194 May 2001 EP
1571582 Sep 2005 EP
2006034323 Feb 2006 JP
WO0045696 Aug 2000 WO
WO0074753 Dec 2000 WO
WO0152727 Jul 2001 WO
WO02062212 Aug 2002 WO
WO03082091 Oct 2003 WO
WO2005046559 May 2005 WO
WO06061169 Jun 2006 WO
WO2006127841 Nov 2006 WO
WO2007000425 Jan 2007 WO
WO2007056592 May 2007 WO
WO2007089537 Aug 2007 WO
WO07149533 Dec 2007 WO
WO2008048556 Apr 2008 WO
WO2008048582 Apr 2008 WO
WO2008048583 Apr 2008 WO
WO2008048584 Apr 2008 WO
WO2008048585 Apr 2008 WO
WO2008048586 Apr 2008 WO
WO2008048587 Apr 2008 WO
WO2008091320 Jul 2008 WO
WO2008103175 Aug 2008 WO
WO2008112078 Sep 2008 WO
WO2008144693 Nov 2008 WO
WO2008144695 Nov 2008 WO
WO2008144697 Nov 2008 WO
WO2008144698 Nov 2008 WO
WO2008153689 Dec 2008 WO
WO2008153819 Dec 2008 WO
WO2009016636 Feb 2009 WO
WO2009032399 Mar 2009 WO
WO 2009032400 Mar 2009 WO
WO2009032400 Mar 2009 WO
WO2009035759 Mar 2009 WO
WO09089028 Jul 2009 WO
WO2009088983 Jul 2009 WO
WO2009089029 Jul 2009 WO
WO2011068648 Jun 2011 WO
WO2013016363 Jan 2013 WO
WO2013184896 Dec 2013 WO
Non-Patent Literature Citations (54)
Entry
IPRP and Written Opinion for International Application No. PCT/US2010/056226 dated Jun. 14, 2012.
Canadian Office Action for Canadian Application No. 2,782,673 dated Sep. 10, 2013.
European Office Action for European Application No. 08779626.4 dated May 25, 2010.
Deltec Cozmo, Personalized Insulin Pump. Starting Guide, Smith Medical MD, Inc. online. http://web.archive.org/web/20041207133223/http://www.cozmore.com/Library/upload/starting_guide_032004.pdf., Dec. 7, 2004. pp. 1-83.
International Search Report and Written Opinion for International Application No. PCT/US2008/006449 dated Oct. 10, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2008/006801 dated Oct. 30, 2008.
Wikipedia define “basal rate” printed on Jun. 12, 2009.
Compare Insulin Pump for Diabetes, www.diabetesnet.com printed on Jun. 18, 2009.
Walsh, et al., “Title Page, Citation page and table of contents” Pumping Insulin: Everything You need for Success on a Smart Insulin Pump. Torrey Pines Press, San Diego 2006.
European Office Action for European Application No. 08767734.6 dated Apr. 7, 2010. 6 pages.
Walsh et al., Select and Test Your Correction Factor Pumping Insulin Fourth Edition, Chapter 13. (2006) 29 pages.
Chinese Office Action for Chinese Application No. 201080063326.9 dated Jan. 27, 2014. English Translation not provided.
Application and File History for U.S. Appl. No. 14/187,414, filed Feb. 24, 2014, inventor Blomquist.
Application and File History for U.S. Appl. No. 11/753,420, filed May 24, 2007, inventor Blomquist.
Application and File History for U.S. Appl. No. 15/266,468, filed Sep. 15, 2016, inventors Blomquist et al.
Application and File History for U.S. Appl. No. 12/774,991, filed May 6, 2010, inventor Blomquist.
Application and File History for U.S. Appl. No. 13/530,404, filed Jun. 22, 2012, inventor Blomquist.
Application and File History for U.S. Appl. No. 14/684,495, filed Apr. 13, 2015, inventor Blomquist.
Application and File History for U.S. Appl. No. 11/685,617, filed Mar. 13, 2007, inventors Blomquist et al.
International Search Report and Written Opinion for International Application No. PCT/US200900034 dated May 27, 2009.
Walsh, “Diabetes Technology Concept 1: Super Bolus” Online.http://www.diabetesnet.com/diabetes_technology/super_bolus.php> Sep. 17, 2007. (3 pages).
International Preliminary Report and Written Opinion for International Application No. PCT/US2010/056233 dated Jun. 5, 2012.
PCT Search Report dated Aug. 31, 2011 for PCT Application No. PCT/US2010/056233 filed Nov. 10, 2010.
International Search Report and Written Opinion for International Application No. PCT/US2007/024423 dated May 19, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2009/000106 dated May 13, 2009.
Plougmann et al, “ DiasNet-a diabetes advisory system for communication and education via the internet”, International Journal of Medical Informatics, vol. 26. pp. 319-330 (2001).
Wilinska et al., “Insulin Kinetics in Type-1 Diabetes: Continuous and Bolus Delivery of Reapid Acting Insulin>” IEEE Transactions on Bopmedical Engineering vol. 52. No. 1, pp. 3-12. Jan. 2005.
Bott et al, “Impact of Smoking on the Metabolic Action of Subcutaneous Regular Insulin in Type 2 Diabetic Patients” Horm. Metab. Res., vol. 37, pp. 445-449 (2005).
Puckett et al., Am. J. Physiol. vol. 269, p. E1115-E1124, 1995 “A Model for Multiple Subcutaneous Insulin Injections Developed from Individual Diabetic Patient Data”.
Wach et al., Med & Biol. Eng & comput., vol. 33, p. 18-23, 1995. “Numerical Approximation of Mathematical Model for Absorption of Subcutaneously Injected Insulin”.
Lehmann et al., Artificial Intelligence in Medicine, vol. 6, p. 137-160,1994. Combining rule-based reasoning and mathematical modeling in diabetes care.
Chase et al., The Use of Insulin Pumps With Meal Bolus Alarms in Children With Type 1 Diabetes to Improve Glycemic Control, Diabetes Carem vol. 29, No. 5. May 2006. 1012-1015.
International Search Report and Written Opinion for International Application No. PCT/US2007/022050 dated Mar. 7, 2008.
International Search Report and Written Opinion for International Application No. PCT/US09/00107 dated May 4, 2009.
Search Report and Written Opinion dated May 7, 2014 for PCT Application No. PCT/US2014/021318.
Stapel, Elizabeth, “Converting Between Decimals, Fractions, and Percents”, Purplemath. 2006. http://www.purplemath.com/modules/percents2.htm.
International Search Report and Written Opinion for International Application No. PCT/US2007/022046 dated Mar. 7, 2008.
Trajanoski et al., Pharmacokinetic Model for the Absorption of Subcutaneoutsly Injected Soluble Insulin and Monomeric Insulin Analogues. Biomedizinische Technik,. vol. 38 No. 9. Sep. 1, 1993.
Hildebrandt, Subcutaneous Absorption of Insulin in Insulin—Dependent Diabetic patients. Influence of Species Physico-Chemical properties of Insulin and Physiological factors. Danish Medical Bulletin. Aug. 1991.
International Search Report and Written Opinion for International Application No. PCT/US2007/022004 dated Oct. 9, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2007/022047 dated Mar. 7, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2007/022048 dated Mar. 7, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2007/022049 dated Mar. 7, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2007/022051 dated Mar. 7, 2008.
International Search Report and Written Opinion for International Application No. PCT/US2007/022052 dated May 11, 2007.
European Office Action from European Application No. 07852760.3 dated Aug. 11, 2010.
Written Opinion and International Search Report for International Application No. PCT/US2008/002536 dated Sep. 4, 2008.
Application and File History for U.S. Appl. No. 14/455,508, filed Aug. 8, 2014, inventors Blomquist et al.
Application and File History for U.S. Appl. No. 13/842,005, filed Mar. 15, 2013, inventors Saint et al.
European Search Report for European Application No. 15168432 dated completed Sep. 1, 2015 and dated Sep. 8, 2015.
Application and File History for U.S. Appl. No. 13/800,453, filed Mar. 13, 2013, inventors Rosinko et al.
International Search Report and Written Opinion for International Application No. PCT/US2014/021109 dated Jun. 5, 2014.
Application and File History for U.S. Appl. No. 14/813,699, filed Jul. 30, 2015, inventors Harris et al.
International Search Report and Written Opinion for International Application No. PCT/US2015/042881 dated Nov. 11, 2015.
Related Publications (1)
Number Date Country
20160082188 A1 Mar 2016 US
Continuations (4)
Number Date Country
Parent 14684495 Apr 2015 US
Child 14962635 US
Parent 13530404 Jun 2012 US
Child 14684495 US
Parent 12774991 May 2010 US
Child 13530404 US
Parent 11753420 May 2007 US
Child 12774991 US