The present disclosure generally relates to monitoring of patient compliance to medicament administration via an inhaler. More particularly, the disclosure relates to the use of a miniature pressure sensor for compliance monitoring in an inhaler.
Inhalers or puffers are used for delivering medication into the body via the lungs. They can be used, for example, in the treatment of asthma and chronic obstructive pulmonary disease (COPD). Types of inhalers include metered dose inhalers (MDIs), nebulisers and dry powder inhalers (DPIs).
MDIs comprise three major components: a canister, which is normally aluminium or stainless steel, where the drug formulation resides; a metering valve, which allows a metered quantity of the formulation to be dispensed with each actuation; and an actuator (or mouthpiece) which allows the patient to operate the device and directs aerosolised drug into the patient's lungs. The formulation itself is made up of the drug, a liquefied gas propellant and, in many cases, stabilising excipients. The actuator contains a mating discharge nozzle and generally includes a dust cap to prevent contamination. To use the inhaler the patient presses down on the top of the canister, with their thumb supporting the lower portion of the actuator. Actuation of the device releases a single metered dose of the formulation which contains the medication either dissolved or suspended in the propellant. Breakup of the volatile propellant into droplets, followed by rapid evaporation of these droplets, results in the generation of an aerosol consisting of micrometre-sized medication particles that are then inhaled.
Jet nebulisers, also known as atomisers, are connected by tubing to a compressor that causes compressed air or oxygen to flow at high velocity through a liquid medicine to turn it into an aerosol, which is then inhaled by the patient. Jet nebulisers are commonly used for patients in hospitals who have difficulty using other inhalers, such as in serious cases of respiratory disease, or severe asthma attacks.
DPIs deliver medication to the lungs in the form of a dry powder. DPIs are commonly used to treat respiratory diseases such as asthma, bronchitis, emphysema and COPD. DPIs may require some procedure to allow a measured dose of powder to be ready for the patient to take. The medication is commonly held either in a capsule for manual loading or in a hopper/reservoir inside the inhaler. Once loaded or actuated, the patient puts the mouthpiece of the inhaler into their mouth and takes a deep inhalation, holding their breath for 5 to 10 seconds.
A common problem faced in respiratory drug delivery, regardless of the device used, is how to monitor patient adherence and compliance.
Adherence deals with the patient following the prescription label, for example taking the prescribed number of doses per day. If the prescription calls for two doses each day, and the patient is taking two doses a day, they are considered 100% adherent. If the patient is only taking one dose a day, they are only 50% adherent. In the latter case, the patient is not getting the treatment prescribed by their doctor.
Compliance, on the other hand, relates to how the patient uses their drug delivery device. If used in the manner recommended for effective treatment, they are 100% compliant. If not used properly however, they are less than 100% compliant.
As one example, consider a patient prescribed a pMDI. Many such devices require the drug canister to be shaken prior to use, in order that the drug and propellant be properly mixed within the canister. This overcomes the so called “creaming effect” that occurs between uses, the phenomenon whereby medication separates from the propellant and floats to the top (i.e. creams).
Without shaking, the patient may receive less than a recommended dose of medicament. Another issue with pMDI devices is the coordinated hand/breath maneuver required to ensure medicament is actually delivered to the lungs. Said requirement involves 1) inhaling and then, while continuing to inhale, 2) dispensing the medicament by pressing down on the canister, followed by 3) continued inhalation, and finally 4) holding of one's breath for a brief period of time. This last step is important for ‘sedimentation’ of drug to occur within the lungs. The flow rate during inhalation may need to exceed some minimum threshold value for the drug to be delivered effectively. For many patients, compliance to such a multi-step process is not easy, either because they are not familiar with the procedure or, e.g. in the case of children and the elderly, find it difficult to perform.
As another example, most DPIs rely on the force of patient inhalation to entrain powder from the device and subsequently break-up the powder into particles that are small enough to reach the lungs. For this reason, insufficient patient inhalation flow rates may lead to reduced dose delivery and incomplete de-aggregation of the powder, leading to unsatisfactory treatment outcomes. In addition, if a user exhales into the device, some of the dose may be lost to the surrounding air. This both reduces the dose delivered to the patient such that they are not fully compliant, and can pose a risk to others in the vicinity by exposing them to a drug they have not been prescribed.
When a doctor prescribes a medication, the efficacy of that treatment is totally dependent on the patient using their device properly and the proper number of times each day. If they fall to do so, the patient is likely to experience no improvement in their condition. Absent any means of verifying patient adherence/compliance, yet faced with a patient for whom no improvement can be seen, the doctor may have no choice but to prescribe a stronger dose or even a stronger medication. In some cases, this may put the patient at risk. This could be avoided if the doctor had some way of confirming that the patient was actually getting the medication prescribed.
The approach followed by some pharmaceutical companies has been to add integral dose counters to their drug delivery products. For example, a dose counter may be triggered by the press of an actuation button or the opening of a cap or cover. While this provides patients, and caregivers, objective evidence that a device has been handled, it still fails to provide any kind of compliance information. There is no means of determining whether the user has inhaled the entire dose. As such, there is a need for a product that provides not only adherence information, but compliance information as well.
A spirometer is an apparatus for measuring the volume of air inspired and expired by a patient's lungs. Spirometers measure ventilation, the movement of air into and out of the lungs. From the traces, known as spirograms, output by spirometers, it is possible to identify abnormal (obstructive or restrictive) ventilation patterns. Existing spirometers use a variety of different measurement methods including pressure transducers, ultrasonic and water gauge.
In order to monitor the flows associated with breathing, a pressure sensor is most convenient because pressure information can be used to determine flow, which can then be used to determine volume.
Pressure sensors used for breath detection generally measure the pressure difference across a section of the patient airway. This is commonly done using two connections, by tubing or other suitable conduits, to connect the sensor to the airway. It is also possible to use a single connection to the airway, with the other port open to the atmosphere. A single port gauge type sensor can also be used if the pressure within the airway is measured both before and after flow is applied, the difference in readings representing the desired pressure drops across the air path resistance. However, the uncertainty associated with the first (no flow) reading is generally high.
Another problem with conventional pressure sensors is thermal drift; the phenomenon by which the pressure reading can change over time with changes in local temperature. It is possible to compensate for such drift using additional circuitry, but this adds cost and volume and increases power requirements. Such circuitry can be located within the pressure sensor itself, but considering that the sensor is generally somewhat removed from the gas being measured, the temperature detected may not be representative of that gas. The temperature monitoring circuitry could be located at the patient, but this adds additional components, plus cost and complexity.
Yet another problem with conventional pressure sensors is susceptibility to high radio frequency (RF) exposure. This can be a real issue when operating in close proximity to a radio transmitter, such as a mobile phone. Other potential sources include wireless communications devices, such as WI-FI routers and cordless phones, and various other forms of information technology (IT) equipment such as wirelessly networked printers.
Another issue with some conventional pressure sensors is hysteresis, the reluctance of a pressure sensing material such as a diaphragm to return to its original form, shape or position after being deformed. This is observed as a difference in output when passing through the same pressure from different directions (either from above or below the target pressure). When dealing with very low pressure changes, such an offset can be large enough to mask the signal being measured.
There are described herein new means of compliance monitoring.
According to a first aspect, there is provided a compliance monitoring module for an inhaler comprising: a miniature pressure sensor, a sensor port of said sensor being configured to be pneumatically coupled to a flow channel of said inhaler through which a user can inhale; a processor configured to: receive data from a sensing element of the pressure sensor; receive data from a mode sensor configured to detect when the inhaler changes from an inactive mode to an active mode; and based on said data from said pressure sensor sensing element and said data from said mode sensor, compile a compliance report; and a transmitter configured to issue said compliance report.
The miniature pressure sensor could be a microelectromechanical system (MEMS) pressure sensor or a nanoelectromechanical system (NEMS) pressure sensor.
Said mode sensor could be an orientation sensor. Said mode sensor could be a means of determining that the inhaler has been primed for use. Said mode sensor could be one of: an accelerometer, a gyroscope, a mechanical switch, an optical sensor, a Hall effect sensor, a microphone, a temperature sensor and a further pressure sensor.
Where the mode sensor is an accelerometer or a gyroscope, said processor could be further configured to determine an orientation of said inhaler using said accelerometer or gyroscope.
Where the mode sensor is an accelerometer and the inhaler is a jet nebuliser, said processor could be further configured to determine that a compressor of the inhaler has activated based on data received from said accelerometer. Alternatively, where the mode sensor is a further pressure sensor, said processor could be further configured to determine that a compressor of the inhaler has activated based on data received from said further pressure sensor.
Where the mode sensor is an accelerometer and the inhaler is a dry powder inhaler (DPI) configured to receive dry powder medicament stored in capsules, said processor could be further configured to determine that a capsule has been opened and/or vibrated/rotated within a chamber based on data received from said accelerometer.
The compliance monitoring module could be configured to be located entirely within the inhaler in use.
Alternatively, the compliance monitoring module could be configured to be located at least partially external to the inhaler in use.
The compliance monitoring module could further comprise a capillary tube configured for pneumatically coupling said sensor port to said flow channel.
Said capillary tube could comprise a seal between the sensor port and the flow channel, said seal being configured to transfer pressure from the flow channel to the sensor port.
The inhaler could be a pressurised metred dose inhaler (pMDI).
Said flow channel could be a gap between an inhaler boot and a gas canister at least partially received therein.
The compliance monitoring module could be configured to be mounted on a vertical outside edge of the inhaler that is uppermost in use.
The compliance monitoring module could further comprise a lip for clipping the module to the inhaler, configured such that said pneumatic coupling is via a gap between said lip and an interior surface of an outermost wall of said inhaler boot.
The inhaler could be a jet nebuliser.
The compliance monitoring module could be configured to be mounted on an exterior surface of the inhaler that faces substantially away from a patient in use.
The compliance monitoring module could comprise a user interface for indicating that dosing is complete.
The processor could be further configured to determine, from said data from said pressure sensor sensing element, a level of liquid medicament remaining in the nebuliser.
The inhaler could be a dry powder inhaler (DPI).
Said DPI could be configured to receive dry powder medicament stored in capsules.
Said processor could be further configured to determine from said data received from the miniature pressure sensor whether one or more predetermined requirements for successful dosing are met. Said one or more requirements could comprise one or more of: flow rate exceeding a predetermined threshold value; inhalation duration exceeding a predetermined threshold value; flow rate exceeding a predetermined threshold value for at least a predetermined threshold duration; total volume inhaled exceeding a predetermined threshold value; and peak inspired flow (PIF) exceeding a predetermined threshold value.
The module could be configured for use with an inhaler comprising means for user-actuated priming of a dosing mechanism.
Said transmitter could be wireless.
Any two or more of the pressure sensor, processor and transmitter could be comprised in a single integrated circuit or System on Chip (SoC).
The module could further comprise said flow channel, the pressure sensor being located inside the flow channel, the pressure sensor optionally being located in a recess in an internal wall of the flow channel.
The module could further comprise said flow channel, the pressure sensor being located external to the flow channel and said sensor port being pneumatically coupled to the flow channel via an opening in a wall of the flow channel.
The module could further comprise a seal arranged to pneumatically couple the sensor port to said opening, at least a part of said seal optionally being sandwiched between the pressure sensor and the wall, at least a part of said seal optionally extending from an exterior surface of said wall to a surface on which the pressure sensor is mounted so as to encapsulate the pressure sensor in a pneumatic chamber adjacent the wall.
Said wall and said seal could be formed by a two-shot moulding process.
The module could further comprise a thermally conductive gasket sandwiched between the pressure sensor and the wall, said thermally conductive gasket optionally acting as the seal.
The module could further comprise an air-permeable, water-impermeable filter separating said sensor port from said flow channel.
The pressure sensor could comprise a metal housing.
The pressure sensor could be a MEMS barometric pressure sensor. The sensor could be a piezo-resistive or capacitive MEMS pressure sensor.
Said processor could be comprised in the pressure sensor.
The module could further comprise a data buffer configured to store data received from a sensing element of the pressure sensor. Said data buffer could optionally be comprised in the pressure sensor. Said data buffer could be configured to store data corresponding to one inhalation/exhalation waveform. Said data buffer could be a first in, first out (FIFO) data buffer.
The module could further comprise an additional MEMS barometric pressure sensor configured for monitoring environmental barometric activity.
The transmitter could be comprised in a transceiver configured to communicate data from and/or to the pressure sensor. The transmitter could be wireless. Said wireless transmitter could be a Bluetooth™ subsystem, optionally a Bluetooth™ Low Energy (BLE) integrated circuit or System on Chip (SoC).
The pressure sensor and/or the transmitter could be mounted on a printed circuit board (PCB).
The module could further comprise a battery, optionally a coin cell, arranged to power the pressure sensor.
The pressure sensor could have a sensitivity of 20 Pascals or less.
The pressure sensor could comprise a sensing element. The processor could be configured to poll said sensing element at a frequency of greater than or equal to 100 Hz.
The module could further comprise control means for switching on the pressure sensor and/or waking the pressure sensor from a low power state.
Said control means could be a mechanical switch, an optical sensor, an accelerometer or a Hall effect sensor.
The processor could be configured to respond to said control means switching on and/or waking up the pressure sensor by taking a tare reading from said sensing element and calibrating data received from the sensing element subsequently using said tare reading.
The processor could be configured to determine a dynamic zero from a moving average of measurements by the pressure sensor, and dynamically calibrate the pressure sensor according to said dynamic zero.
The processor could be configured to filter out electrical noise inherent to the pressure sensor and/or environmental anomalies in data received from a sensing element of the pressure sensor.
The module could further comprise a temperature sensor, optionally integral with the pressure sensor. The processor, optionally comprised in one of the pressure and temperature sensors, could be configured to apply temperature compensation determined from data received from a sensing element of the temperature sensor to data received from a sensing element of the pressure sensor.
The inhaler could further comprise a mouthpiece, said sensor port being pneumatically coupled to a flow channel in pneumatic communication with said mouthpiece.
According to a second aspect there is provided an inhaler accessory comprising the module of the first aspect, configured to be connected to an inhaler such that said sensor port is pneumatically coupled to a flow channel in pneumatic communication with a mouthpiece of said inhaler.
According to a third aspect there is provided an inhaler comprising the compliance monitoring module of the first aspect.
According to a fourth aspect there is provided a method for monitoring compliance of use of an inhaler comprising: receiving data from a mode sensor configured to detect when the inhaler changes from an inactive mode to an active mode; receiving data from a sensing element of a miniature pressure sensor, a sensor port of said sensor being configured to be pneumatically coupled to a flow channel of said inhaler through which a user can inhale; based on said data from said pressure sensor sensing element and said data from said mode sensor, compiling a compliance report; and issuing said compliance report.
The miniature pressure sensor could be a microelectromechanical system (MEMS) pressure sensor or a nanoelectromechanical system (NEMS) pressure sensor. The pressure sensor could be a MEMS barometric pressure sensor. The sensor could be a piezo-resistive or capacitive MEMS pressure sensor.
If the inhaler is a jet nebuliser, said method could further comprise determining, from said data from said pressure sensor sensing element, a level of liquid medicament remaining in the inhaler.
If the mode sensor is an accelerometer or a gyroscope, said method could further comprise determining an orientation of said inhaler using said accelerometer or gyroscope.
If the mode sensor is an accelerometer or a further pressure sensor and the inhaler is a jet nebuliser, said method could further comprise determining that a compressor of the inhaler has activated using said accelerometer or further pressure sensor.
If the mode sensor is an accelerometer and the inhaler is a dry powder inhaler (DPI) configured to receive dry powder medicament stored in capsules, said method could further comprise determining that a capsule has been opened and/or vibrated/rotated within a chamber using said accelerometer.
Said mode sensor could be an orientation sensor. Said mode sensor could be a means of determining that the inhaler has been primed for use. Said mode sensor could be one of: an accelerometer, a gyroscope, a mechanical switch, an optical sensor, a Hall effect sensor, a microphone, and a temperature sensor.
The method could be performed entirely by the inhaler.
Alternatively, the method could be performed at least partially by apparatus external to the inhaler.
There could be a capillary tube configured for pneumatically coupling said sensor port to said flow channel.
Said capillary tube could comprise a seal between the sensor port and the flow channel, said seal being configured to transfer pressure from the flow channel to the sensor port.
The inhaler could be a pressurised metered dose inhaler (pMDI).
Said flow channel could be a gap between an inhaler boot and a gas canister at least partially received therein.
The method could be performed by a module mounted on a vertical outside edge of the inhaler that is uppermost in use. Said module could further comprise a lip for clipping the module to the inhaler, configured such that said pneumatic coupling is via a gap between said lip and an interior surface of an outermost wall of said inhaler boot.
The inhaler could be a jet nebuliser.
The method could be performed by a module mounted on an exterior surface of the inhaler that faces substantially away from a patient in use.
The method could further comprise indicating, via a user interface, that dosing is complete.
The method could further comprise determining, from said data from said pressure sensor sensing element, a level of liquid medicament remaining in the inhaler.
The inhaler could be a dry powder inhaler (DPI).
Said DPI could be configured to receive dry powder medicament stored in capsules.
Said method could further comprise determining from said data received from said pressure sensor whether one or more predetermined requirements for successful dosing are met. Said one or more requirements could comprise one or more of: flow rate exceeding a predetermined threshold value; inhalation duration exceeding a predetermined threshold value; flow rate exceeding a predetermined threshold value for at least a predetermined threshold duration; total volume inhaled exceeding a predetermined threshold value; and peak inspired flow (PIF) exceeding a predetermined threshold value.
The inhaler could comprise means for user-actuated priming of a dosing mechanism.
Said issuing could be by means of wireless transmission.
Any two or more of the pressure sensor, a processor and a transmitter for performing the method could be comprised in a single integrated circuit or System on Chip (SoC).
The pressure sensor could be located inside the flow channel, the pressure sensor optionally being located in a recess in an internal wall of the flow channel.
The pressure sensor could be located external to the flow channel and said sensor port could be pneumatically coupled to the flow channel via an opening in a wall of the flow channel.
A seal could be arranged to pneumatically couple the sensor port to said opening, at least a part of said seal optionally being sandwiched between the pressure sensor and the wall, at least a part of said seal optionally extending from an exterior surface of said wall to a surface on which the pressure sensor is mounted so as to encapsulate the pressure sensor in a pneumatic chamber adjacent the wall.
Said wall and said seal could be formed by a two-shot moulding process.
There could be a thermally conductive gasket sandwiched between the pressure sensor and the wall, said thermally conductive gasket optionally acting as the seal.
There could be an air-permeable, water-impermeable filter separating said sensor port from said flow channel.
The pressure sensor could comprise a metal housing.
The pressure sensor could be a MEMS barometric pressure sensor. The sensor could be a piezo-resistive or capacitive MEMS pressure sensor.
A processor could be comprised in the pressure sensor.
The method could further comprise storing data received from a sensing element of the sensor in a data buffer. Said data could correspond to one inhalation/exhalation waveform. Said data buffer could optionally be comprised in the pressure sensor. Said data buffer could be a first in, first out (FIFO) data buffer.
The method could further comprise: monitoring environmental barometric activity using an additional MEMS barometric pressure sensor; and calibrating said sensor having the sensor port pneumatically coupled to said flow channel against said additional sensor.
Said issuing could be by means of wireless transmission. Said wireless transmitting could use a Bluetooth™ protocol, optionally the Bluetooth™ Low Energy (BLE) protocol.
The issuing could be by means of a transmitter comprised in a transceiver configured to communicate data from and/or to the pressure sensor. The transmitter could be wireless. Said wireless transmitter could be a Bluetooth™ subsystem, optionally a Bluetooth™ Low Energy (BLE) integrated circuit or System on Chip (SoC).
The pressure sensor and/or the transmitter could be mounted on a printed circuit board (PCB).
The pressure sensor could be powered by a battery, optionally a coin cell.
The pressure sensor could have a sensitivity of 20 Pascals or less.
The pressure sensor could comprise a sensing element. The method could comprise polling said sensing element at a frequency of greater than or equal to 100 Hz.
The method could further comprise using control means to switch on the pressure sensor and/or wake the pressure sensor from a low power state.
Said control means could be a mechanical switch, an optical sensor, an accelerometer or a Hall effect sensor.
The method could further comprise, in response to said control means switching on and/or waking up the pressure sensor, taking a tare reading from said sensing element and calibrating data received from the sensing element subsequently using said tare reading.
The method could further comprise determining a dynamic zero from a moving average of measurements by the pressure sensor, and dynamically calibrating the pressure sensor according to said dynamic zero.
The method could further comprise filtering out electrical noise inherent to the pressure sensor and/or environmental anomalies in data received from a sensing element of the pressure sensor.
The method could further comprise applying temperature compensation to data received from a sensing element of the pressure sensor using data received from a sensing element of a temperature sensor.
The inhaler could further comprise a mouthpiece, said sensor port being pneumatically coupled to a flow channel in pneumatic communication with said mouthpiece.
The method could further comprise determining the volume of air inspired or expired by a user of the inhaler from data sensed by a sensing element of the sensor.
According to a fifth aspect there is provided a computer program product comprising instructions for execution by a computer processor to perform the method of the fourth aspect.
According to a sixth aspect, there is provided a compliance monitoring module substantially as herein described with reference to the accompanying figures.
According to a seventh aspect, there is provided an inhaler accessory substantially as herein described with reference to the accompanying figures.
According to an eighth aspect, there is provided an inhaler substantially as herein described with reference to the accompanying figures.
According to a ninth aspect, there is provided a method substantially as herein described with reference to the accompanying figures.
According to a tenth aspect, there is provided a computer program product substantially as herein described with reference to the accompanying figures.
Examples of the present invention will now be described with reference to the accompanying drawings, in which:
Elements shown in the Figures are not drawn to scale, but only to illustrate operation. Like elements are indicated by like reference numerals.
In addition to the differential (two port) type pressure sensors and the single port gauge type sensors, with separate measurements made before and after use, discussed above, absolute or barometric pressure sensors are available. Barometric pressure sensors are referenced to vacuum. They are sometimes referred to as altimeters since altitude can be deduced from barometric pressure readings. Sensors of this type have not generally been considered for use in breath detection because of their extremely wide range (20 to 110 kPa) and low resolution. Considering how a typical breath profile may generate pressure changes of the order of only 0.2 kPa, this would require operating the sensor over an extremely narrow portion of its operating range.
However, with miniaturisation, including the introduction of MEMS and NEMS technologies, much improved sensors are now available. A typical MEMS barometric sensor is capable of operation from 20 kPa to 110 kPa and can detect flow rates of less than 30 lpm (litres per minute) when pneumatically coupled to a flow path having a known flow resistance.
Using a barometric sensor enables use of the barometric pressure as a baseline throughout the measurement cycle, thereby addressing the uncertainty of other single port approaches.
Also, having knowledge of the local barometric pressure can provide some insight into patient lung function. It is suspected that changes in atmospheric pressure, such as those associated with approaching storm fronts, may have an effect on patient breathing, possibly even related to asthma and COPD events.
arometric pressure sensors are already in stressed condition, having an integral reference port sealed within the device under vacuum. This means that they have low hysteresis in the region of interest.
Due to the extremely small size and mass of their sensing elements, MEMS sensors are capable of reacting to extremely small pressure changes. Some are capable of resolving pressure changes as low as 1 Pa.
MEMS pressure sensors can include all of the requisite analogue circuitry within the sensor package. Temperature compensation and/or digital interfaces can also be integrated with the pressure sensor.
For example, the Freescale MPL3115A2 MEMS barometer/altimeter chip (pressure sensor) is digital, using an I2C interface to communicate pressure information to a host micro-computer.
MEMS pressure sensors can be packaged in metal. This provides RF shielding and good thermal conductivity for temperature compensation.
MEMS pressure sensors are also low cost, exhibit low power consumption and are very small. This makes them especially suitable for use in portable and/or disposable devices which may, for example, be powered by batteries such as coin cells.
The small size of MEMS pressure sensors makes it easy to incorporate them into existing designs of inhalers. It may be easier to incorporate them in or close to a mouthpiece to more accurately measure the pressure change caused by a patient's inhalation or exhalation.
In some device designs, a miniature barometric pressure sensor can be connected directly to the patient airway using only a small hole to the air path which does not require tubing of any kind. This minimizes the possibility of moisture condensation and potential bacterial growth associated with elastomeric tubing. An internal seal, for example a gel seal, can be included to protect the sensor element from contamination.
An example of this type of arrangement is shown in
Instead of positioning the seal 140 around the channel between opening 121 and sensor port 111, the entire miniature sensor could be encapsulated within a chamber adjacent to the flow channel as illustrated in
Since MEMS sensors are available with built-in temperature compensation, there may not be any need for use of external thermal sensors. Compensation can be provided right at the measurement site, increasing the accuracy of the compensation. A MEMS sensor with built-in temperature compensation can also act as a compact breath thermometer, providing further information to the patient and/or their caregiver. If the housing of the sensor is metal, then not only is the sensitive internal circuitry isolated from RF fields, such as those associated with mobile phones or nearby disturbances, but the sensor will also rapidly equilibrate to the local temperature in order to provide optimum temperature compensation.
In the embodiments of
In the example arrangement of
An alternative to positioning the sensor adjacent the flow channel is to place the entire sensor within the low pressure airway of the device to be monitored as illustrated in
In the example of
It should be noted that due to their small size, miniature pressure sensors can be used to monitor patient flow through, for example, pMDIs, jet nebulisers or DPIs, thus facilitating low cost compliance monitoring, in addition to/in place of adherence monitoring, which confirms device actuation. Said compliance monitoring could be implemented using an accessory device that couples to the dosing device through a small hole to the airway to be monitored, through a capillary tube in fluid communication with the airway to be monitored, or in the dosing device itself. The small size, high performance and low cost of MEMS sensors make them ideally suited to such applications where size and weight are major considerations for users who may have to carry their inhaler with them at all times.
If output from the miniature pressure sensor is digital, all low level signal processing can be done within the sensor, shielding it from outside interference. This makes it possible to work with signals of the order of tens of Pascals without much difficulty, something that traditional sensors with external circuitry would be challenged to do.
As one example, block 603 represents a means of selecting one of eight different oversample (i.e. filter) ratios to output at 604. The fastest response is associated with OSR=1, but this is also the noisiest setting. Conversely, OSR=128 introduces the least noise, but has the slowest response. The optimum setting can be chosen depending on the particular application. With an OSR setting of 16, the output is clean enough and the update time quick enough for most respiratory applications.
It may be desired, for example in order to record patient flow profiles, to create a waveform associated with the real time fluctuations of pressure detected by the sensor. If one were to construct such a waveform from single readings of the sensor each time new data became available, the resulting waveform would exhibit blocky artefacts, rather than a smooth waveform, due to the delays associated with each tap. However, by driving the ADC 602 at a suitable frequency, for example approximately 100 Hz, and reading data at the same rate, the data presented to each tap is further averaged, resulting in a much smoother waveform.
The averaged output can then be passed to a circular first in, first out (FIFO) buffer (not shown) for storage until the data can be processed by a connected processor integrated into the device, or transmitted for offloaded processing. Such a FIFO buffer could, for example, store a number of samples approximately equivalent to, or a little greater than, one typical breath waveform to ensure that an entire inhalation/exhalation profile can be captured. Using a buffer reduces the demand on the serial port of the sensor in cases where the waveform is not required in real time.
With the addition of communications it is possible to monitor patient adherence and compliance and communicate such information, for example including patient flow profiles, to a user device such as a smart phone or tablet. From a user device data can optionally be communicated to a caregiver's device, for example a doctor's personal computer (PC). This could be done using a wired connection, for example via a Universal Serial Bus (USB) port. Alternatively, using wireless technology, it is possible to communicate results to the outside world without interrupting the product housing in any significant way. Suitable wireless technologies could include, for example, WIFI technologies such as IEEE 802.11, Medical Body Area Network (MBAN) technologies such as IEEE 802.15, Near Field Communication (NFC) technologies, mobile technologies such as 3G and Bluetooth™ technologies such as Bluetooth™ Low Energy (BLE). A wireless transceiver, for example in the form of a BLE chip, could be connected to the miniature pressure sensor or integrated with it.
Such wireless connectivity could be used, for example, to report device actuation and/or sensed inhalation with date and time stamps in real time. This data could be processed externally and if the result of such processing is that it is determined that the patient is not fully compliant or that a prescription should be refilled, an alert can be sent to the patient and/or caregiver and/or pharmacist. Alerts could be provided via one or more user interfaces of the inhaler (for example an LED and/or a buzzer) or via text message or email. As another example, if no dosing report is received within a predetermined period following a scheduled dosing time, a reminder could be sent to the patient and/or caregiver. Alerts could also be generated for example if use frequency is exceeding a safe threshold.
The compliance module could communicate directly or indirectly with one or more of: a user device (such as a mobile phone e.g. a smartphone, a tablet, a laptop or a desktop computer) of a patient, or of a caregiver (such as a doctor, nurse, pharmacist, family member or carer), a server e.g. of a health service provider or inhaler or drug manufacturer or distributor or a cloud storage system. Such communication could be via a network such as the internet and may involve a dedicated app, for example on the patient's smartphone.
Compliance monitoring means (such as one or more sensors, e.g. a device actuation sensor such as a mechanical switch, an orientation sensor to check the device is in the proper orientation for efficient dosing such as an accelerometer or a gyroscope and a miniature pressure sensor to detect sufficient flow for proper dose delivery) and compliance reporting means (such as a wireless transmitter or wired output port) could be included in a single module. This module could be sold as a separate inhaler accessory/upgrade for attachment to an existing or slightly modified design of inhaler. Alternatively, the compliance monitoring module could be incorporated into the inhaler during manufacture. It is not required for all components of the compliance monitoring module to be comprised in a single physical unit, though this may be the case (for example the electronic components could all be mounted on a single PCB or even incorporated into a single integrated circuit). In the case of an inhaler accessory version, the module could consist of one or more attachable units. In the case of a module incorporated into an inhaler, the individual components could be located in any suitable locations in or on the inhaler and need not be grouped together or connected any further than required for them to function.
The sensors may communicate with the processor and transmitter by wired or wireless means. For example, if all three are mounted on a single PCB, the sensor port of the miniature pressure sensor may be directly pneumatically coupled to the flow channel by means of a vent or may be indirectly coupled by means of a capillary tube. (If a capillary tube is used a pressure-transferring seal could close the flow channel end of the tube to avoid drug and/or moisture entering the tube and damaging the pressure sensor, blocking the tube or affecting the hygiene of the device.) Alternatively, the miniature pressure sensor could be located within the flow channel itself and communicate wirelessly with one or more of the other compliance module components located in or on another part of the inhaler. With the miniaturisation of electronic components, it may be possible to locate the entire compliance module within the flow channel without obstructing the flow.
The compliance monitoring module could, for example, be used in the types of pMDIs described in U.S. Pat. No. 6,446,627 or U.S. patent application publication Ser. No. 13/110,532. These inhalers comprise dose counters for monitoring adherence. For example, in US 2011/0283997 a spooled ribbon marked with numerals to indicate the number of does remaining is driven to unwind by a ratchet wheel in turn driven by an actuator pawl actuated by movement of the canister.
However, these inhalers do not comprise any means of determining whether the dose has been successfully administered. The addition of a miniature barometric pressure sensor anywhere in the airflow path through the inhaler or anywhere in fluid communication with the airflow path could enable compliance monitoring since such a miniature sensor could collect sufficient data to indicate whether or not the patient inhaled in an appropriate manner (e.g. hard enough and for long enough) to receive a full dose of medicament.
This information, combined with a signal originating from the dose counter mechanism is sufficient to confirm that a dose has been successfully administered.
A signal could be obtained from the dose counter system in any convenient manner. For example, an electronic switch could be arranged such that it is actuated by motion of the pawl or rotation of the spool. This switch could be connected to an input of the processor such that the processor receives an electronic pulse when a dose is metered. Since dose count will be available electronically, the ribbon could be omitted.
An alternative arrangement is shown in
The compliance module could alternatively be provided as a ‘backpack’ as shown in
Compliance monitoring modules could also be used in jet nebulisers.
Since the baffle is perforated, the pressure above and below it is equalised so the pressure sensor effectively measures the pressure in the mouthpiece 1140. The airflow in the mouthpiece comprises a stream drawn in by user inhalation through vents indicated by arrow A, and a stream emitted by the nozzle. Thus, monitoring the pressure in the mouthpiece can provide both information about patient inhalation and information about the compressor, liquid drug level etc. This could enable feedback to the patient to indicate that treatment is complete or that the reservoir is empty. Patient adherence is often poor with jet nebulisers since the long treatment time (typically of the order of ten minutes) and high noise levels caused by the compressor and handset make it difficult for users to know when the treatment is complete. Thus, use of the compliance monitoring module could improve adherence. The pressure sensor could also be used to check pump function, and as a switch to wake up the rest of the compliance module when one of the large pulsations created by the pump is detected.
An accelerometer could also be included in the compliance monitoring module. For full compliance, some jet nebulisers require the user to tap the handset to shake liquid droplets that have condensed in the mouthpiece back into the reservoir. An accelerometer could detect this tap. An accelerometer could also detect vibrations caused by the compressor to confirm that it is in use.
Dry powder inhalers could also benefit from the addition of compliance monitoring modules. An example DPI 1200 with a compliance monitoring module 1210 affixed thereto is shown in
It should be noted that because MEMS barometric pressure sensors respond to environmental barometric pressure, which can change over time, attention should be paid to the initial reading that any subsequent sensor output signal analysis is based upon. An automatic zero reading (i.e. tare) could be performed immediately prior to monitoring any inhalation signal. While it is possible for this value to change over time in response to changes in local environmental barometric pressure, it would not be expected to cause any issues if a treatment is completed within a few minutes. Alternatively, a second barometer chip could be used to keep track of barometric activity, allowing the primary chip to be used exclusively for breath detection.
In a jet nebuliser, the point at which dosing is complete (i.e. where lung volume peaks), could correspond to the point at which flow reverses direction. Thus, the processor can make a determination that dosing is complete when the data from the pressure sensor indicates that flow direction has reversed.
Not all processing needs to be done by the module. Any or all processing could be offloaded to an external data processing device. A wireless scheme (for example comprising a BLE module) could be used to transmit patient flow profiles to an app which could then calculate specific breathing parameters. The inhaler could thereby offload the processing required for such a task to, for example, a smart phone processor. This would facilitate the smallest form factors possible for the inhalers. A further advantage of this approach is that software running on a smart phone can be changed more readily than software running on an inhaler.
For typical inhalation flow rates (30-60 l/min), the uncertainty can be calculated from
The above description relates to exemplary uses of the invention, but it will be appreciated that other implementations and variations are possible.
In addition, the skilled person can modify or alter the particular geometry and arrangement of the particular features of the apparatus. Other variations and modifications will also be apparent to the skilled person. Such variations and modifications can involve equivalent and other features which are already known and which can be used instead of, or in addition to, features described herein. Features that are described in the context of separate embodiments can be provided in combination in a single embodiment. Conversely, features which are described in the context of a single embodiment can also be provided separately or in any suitable sub-combination.
This application is a continuation of U.S. patent application Ser. No. 15/507,386, filed Feb. 28, 2017, which is the National Stage Entry under 35 U.S.C. § 371 Patent Cooperation Treaty Application No. PCT/US2015/047369, filed Aug. 28, 2015, which claims the benefit of the United States Provisional Application No. 62/043,114 filed on Aug. 28, 2014, the contents of which are incorporated fully herein by reference in their entirety.
Number | Name | Date | Kind |
---|---|---|---|
955201 | Rand | Apr 1910 | A |
4984158 | Hillsman | Jan 1991 | A |
5071453 | Hradek et al. | Dec 1991 | A |
5363842 | Mishelevich et al. | Nov 1994 | A |
5505192 | Samiotes et al. | Apr 1996 | A |
5692492 | Bruna et al. | Dec 1997 | A |
5809997 | Wolf | Sep 1998 | A |
5839429 | Marnfeldt et al. | Nov 1998 | A |
5842468 | Denyet et al. | Dec 1998 | A |
5887586 | Dahlback et al. | Mar 1999 | A |
5957125 | Sagstetter et al. | Sep 1999 | A |
6148815 | Wolf et al. | Nov 2000 | A |
6283923 | Finkelstein et al. | Sep 2001 | B1 |
6285731 | Marnfeldt et al. | Sep 2001 | B1 |
6390088 | Sprenger et al. | May 2002 | B1 |
6446627 | Bowman et al. | Sep 2002 | B1 |
6651651 | Bonney et al. | Nov 2003 | B1 |
6693546 | Skardon | Feb 2004 | B2 |
6752145 | Bonney et al. | Jun 2004 | B1 |
6932083 | Jones et al. | Aug 2005 | B2 |
6958691 | Anderson et al. | Oct 2005 | B1 |
6978780 | Marnfeldt et al. | Dec 2005 | B1 |
6981499 | Anderson et al. | Jan 2006 | B2 |
6990975 | Jones et al. | Jan 2006 | B1 |
7072738 | Bonney et al. | Jul 2006 | B2 |
7151456 | Godfrey et al. | Dec 2006 | B2 |
7191777 | Brand et al. | Mar 2007 | B2 |
7198172 | Harvey et al. | Apr 2007 | B2 |
7233228 | Lintell et al. | Jun 2007 | B2 |
7249687 | Anderson et al. | Jul 2007 | B2 |
7347200 | Jones et al. | Mar 2008 | B2 |
7383837 | Robertson et al. | Jun 2008 | B2 |
7424888 | Harvey et al. | Sep 2008 | B2 |
7495546 | Lintell et al. | Feb 2009 | B2 |
7587988 | Bowman et al. | Sep 2009 | B2 |
7837648 | Blair et al. | Nov 2010 | B2 |
8231541 | Colquitt et al. | Jul 2012 | B2 |
8231573 | Edwards et al. | Jul 2012 | B2 |
8240301 | Spaargaren et al. | Aug 2012 | B2 |
8251056 | Pearson et al. | Aug 2012 | B2 |
8342172 | Levy et al. | Jan 2013 | B2 |
8403865 | Halperin et al. | Mar 2013 | B2 |
8424517 | Sutherland et al. | Apr 2013 | B2 |
8464707 | Jongejan et al. | Jun 2013 | B2 |
8491493 | Colquitt et al. | Jul 2013 | B2 |
8547239 | Peatfield et al. | Oct 2013 | B2 |
8620591 | Wegerich | Dec 2013 | B2 |
8758262 | Rhee et al. | Jun 2014 | B2 |
8795170 | Pipke | Aug 2014 | B2 |
8807131 | Tunnell et al. | Aug 2014 | B1 |
8960189 | Morrison et al. | Feb 2015 | B2 |
8978966 | Walsh et al. | Mar 2015 | B2 |
8997735 | Zierenberg et al. | Apr 2015 | B2 |
9056174 | Bradshaw et al. | Jun 2015 | B2 |
9174009 | Peatfield et al. | Nov 2015 | B2 |
9188579 | Shen et al. | Nov 2015 | B2 |
9237862 | Bussa et al. | Jan 2016 | B2 |
9242056 | Andersen et al. | Jan 2016 | B2 |
9265445 | Shinar et al. | Feb 2016 | B2 |
9339616 | Denny et al. | May 2016 | B2 |
9364619 | Overfield et al. | Jun 2016 | B2 |
9427534 | Bruin et al. | Aug 2016 | B2 |
9463291 | Imran et al. | Oct 2016 | B2 |
9468729 | Sutherland et al. | Oct 2016 | B2 |
9550031 | Van Sickle et al. | Jan 2017 | B2 |
9555200 | Hosemann et al. | Jan 2017 | B2 |
9555201 | Collins et al. | Jan 2017 | B2 |
9638084 | Saiki | May 2017 | B2 |
9694147 | Peatfield et al. | Jul 2017 | B2 |
9736642 | Ostrander et al. | Aug 2017 | B2 |
9782551 | Morrison et al. | Oct 2017 | B2 |
9839398 | Yamamori et al. | Dec 2017 | B2 |
9911308 | Edwards et al. | Mar 2018 | B2 |
9956360 | Germinario et al. | May 2018 | B2 |
9962507 | Germinario et al. | May 2018 | B2 |
9962508 | Bruin et al. | May 2018 | B2 |
10016134 | Hansen et al. | Jul 2018 | B2 |
10046121 | Kolb et al. | Aug 2018 | B2 |
10255412 | Hogg et al. | Apr 2019 | B2 |
10363384 | Dyche et al. | Jul 2019 | B2 |
10406305 | Collins et al. | Sep 2019 | B2 |
10531838 | Barretto et al. | Jan 2020 | B2 |
10556070 | Van Sickle et al. | Feb 2020 | B2 |
10664572 | Bitran et al. | May 2020 | B2 |
10726954 | Su et al. | Jul 2020 | B2 |
10810283 | Shetty et al. | Oct 2020 | B2 |
10849314 | Genzow et al. | Dec 2020 | B2 |
10905356 | Morrison | Feb 2021 | B2 |
20020185128 | Theobald et al. | Dec 2002 | A1 |
20030192535 | Christrup et al. | Oct 2003 | A1 |
20030205229 | Crockford et al. | Nov 2003 | A1 |
20040089299 | Bonney et al. | May 2004 | A1 |
20040117062 | Bonney et al. | Jun 2004 | A1 |
20050043674 | Blair et al. | Feb 2005 | A1 |
20050076904 | Jones et al. | Apr 2005 | A1 |
20050119604 | Bonney et al. | Jun 2005 | A1 |
20050161467 | Jones et al. | Jul 2005 | A1 |
20050172958 | Singer et al. | Aug 2005 | A1 |
20050247312 | Davies et al. | Nov 2005 | A1 |
20050251289 | Bonney et al. | Nov 2005 | A1 |
20060254581 | Genova et al. | Nov 2006 | A1 |
20070017506 | Bell et al. | Jan 2007 | A1 |
20070251950 | Bacon | Nov 2007 | A1 |
20070295329 | Lieberman et al. | Dec 2007 | A1 |
20080173301 | Deaton et al. | Jul 2008 | A1 |
20080178872 | Genova et al. | Jul 2008 | A1 |
20080230057 | Sutherland et al. | Sep 2008 | A1 |
20090151718 | Hunter et al. | Jun 2009 | A1 |
20090151723 | Lang et al. | Jun 2009 | A1 |
20090194104 | Van Sickle | Aug 2009 | A1 |
20090221308 | Lerner et al. | Sep 2009 | A1 |
20100036266 | Nysaether et al. | Feb 2010 | A1 |
20100094099 | Levy et al. | Apr 2010 | A1 |
20100242960 | Zangerle et al. | Sep 2010 | A1 |
20100250280 | Sutherland et al. | Sep 2010 | A1 |
20110041845 | Solomon et al. | Feb 2011 | A1 |
20110226242 | Von Hollen et al. | Sep 2011 | A1 |
20110253139 | Guthrie et al. | Oct 2011 | A1 |
20110282693 | Craft et al. | Nov 2011 | A1 |
20110283997 | Walsh et al. | Nov 2011 | A1 |
20130008436 | Von Hollen et al. | Jan 2013 | A1 |
20130053719 | Wekell | Feb 2013 | A1 |
20130151162 | Harris et al. | Jun 2013 | A1 |
20130239957 | Pinfold | Sep 2013 | A1 |
20130269685 | Wachtel et al. | Oct 2013 | A1 |
20130298905 | Levin et al. | Nov 2013 | A1 |
20140106324 | Adams et al. | Apr 2014 | A1 |
20140182584 | Sutherland et al. | Jul 2014 | A1 |
20140264653 | Cheng et al. | Sep 2014 | A1 |
20140305429 | Lewis | Oct 2014 | A1 |
20150061867 | Engelhard | Mar 2015 | A1 |
20150150484 | Wekell | Jun 2015 | A1 |
20150174348 | Tunnell et al. | Jun 2015 | A1 |
20150283341 | Adams et al. | Oct 2015 | A1 |
20160082208 | Ballam et al. | Mar 2016 | A1 |
20160089089 | Kakkar et al. | Mar 2016 | A1 |
20160128389 | Lamb et al. | May 2016 | A1 |
20160129182 | Schuster et al. | May 2016 | A1 |
20160144141 | Biswas et al. | May 2016 | A1 |
20160166766 | Schuster et al. | Jun 2016 | A1 |
20160228657 | Sutherland et al. | Aug 2016 | A1 |
20160256639 | Van Sickle et al. | Sep 2016 | A1 |
20160283686 | Hu et al. | Sep 2016 | A1 |
20160314256 | Su et al. | Oct 2016 | A1 |
20170079557 | Lauk et al. | Mar 2017 | A1 |
20170109493 | Hogg et al. | Apr 2017 | A1 |
20170140125 | Hogg et al. | May 2017 | A1 |
20170161461 | Delangre et al. | Jun 2017 | A1 |
20170164892 | Sezan et al. | Jun 2017 | A1 |
20170173279 | Sutherland et al. | Jun 2017 | A1 |
20170213145 | Pathak et al. | Jul 2017 | A1 |
20170246406 | Sutherland et al. | Aug 2017 | A1 |
20170258993 | Pizzochero et al. | Sep 2017 | A1 |
20170262613 | Ljungberg et al. | Sep 2017 | A1 |
20170325734 | Sutherland et al. | Nov 2017 | A1 |
20170363673 | Mukherjee et al. | Dec 2017 | A1 |
20180011988 | Ziegler et al. | Jan 2018 | A1 |
20180052964 | Adelson et al. | Feb 2018 | A1 |
20180056018 | Canvin et al. | Mar 2018 | A1 |
20180085540 | Dantsker et al. | Mar 2018 | A1 |
20180125365 | Hunter et al. | May 2018 | A1 |
20180161530 | Ganton et al. | Jun 2018 | A1 |
20180221600 | Shears et al. | Aug 2018 | A1 |
20190014824 | Yazbeck et al. | Jan 2019 | A1 |
20190030262 | Ziegler et al. | Jan 2019 | A1 |
20190102522 | Barrett et al. | Apr 2019 | A1 |
20190108912 | Spurlock et al. | Apr 2019 | A1 |
20190111222 | Wang et al. | Apr 2019 | A1 |
20190134330 | Germinario et al. | May 2019 | A1 |
20190189258 | Barrett et al. | Jun 2019 | A1 |
20190272925 | Barrett et al. | Sep 2019 | A1 |
20190290129 | Hanina et al. | Sep 2019 | A1 |
20190307648 | Bartos | Oct 2019 | A1 |
20190313919 | Pritchard et al. | Oct 2019 | A1 |
20190328278 | Zabel et al. | Oct 2019 | A1 |
20190385727 | Manice et al. | Dec 2019 | A1 |
20200003437 | Breen | Jan 2020 | A1 |
20200058403 | Barrett et al. | Feb 2020 | A1 |
20200098459 | Hanina et al. | Mar 2020 | A1 |
20200135334 | Rajasekhar et al. | Apr 2020 | A1 |
20200143939 | Semen et al. | May 2020 | A1 |
20200188613 | Van Sickle et al. | Jun 2020 | A1 |
20200193806 | Finke et al. | Jun 2020 | A1 |
20200250554 | Shao et al. | Aug 2020 | A1 |
Number | Date | Country |
---|---|---|
101176804 | May 2008 | CN |
667168 | Aug 1995 | EP |
0667168 | Aug 1995 | EP |
1135056 | Aug 2006 | EP |
1992381 | Nov 2008 | EP |
3228345 | Oct 2017 | EP |
H04500915 | Feb 1992 | JP |
H11511676 | Oct 1999 | JP |
2002543935 | Dec 2002 | JP |
2003516199 | May 2003 | JP |
2009507540 | Feb 2009 | JP |
2013-516265 | May 2013 | JP |
2013532019 | Aug 2013 | JP |
2014513591 | Jun 2014 | JP |
8911823 | Dec 1989 | WO |
WO1995022365 | Aug 1995 | WO |
9638084 | Dec 1996 | WO |
WO1999063901 | Dec 1999 | WO |
WO 1999064095 | Dec 1999 | WO |
0069496 | Nov 2000 | WO |
0141849 | Jun 2001 | WO |
WO2003063754 | Aug 2003 | WO |
2005020023 | Mar 2005 | WO |
2007028992 | Mar 2007 | WO |
WO2009003989 | Jan 2009 | WO |
2011010282 | Jan 2011 | WO |
WO2011083377 | Jul 2011 | WO |
2011157561 | Dec 2011 | WO |
2012123448 | Sep 2012 | WO |
2013085910 | Jun 2013 | WO |
2013098714 | Jul 2013 | WO |
WO2016043601 | Mar 2016 | WO |
WO2017005605 | Jan 2017 | WO |
WO2017051389 | Mar 2017 | WO |
WO2017129521 | Aug 2017 | WO |
WO2017141194 | Aug 2017 | WO |
WO2017176693 | Oct 2017 | WO |
WO2017176704 | Oct 2017 | WO |
WO2017180980 | Oct 2017 | WO |
2017192778 | Nov 2017 | WO |
WO2017189712 | Nov 2017 | WO |
WO2018128976 | Jul 2018 | WO |
WO2018134552 | Jul 2018 | WO |
WO2018134553 | Jul 2018 | WO |
2018160073 | Sep 2018 | WO |
2019022620 | Jan 2019 | WO |
2019226576 | Nov 2019 | WO |
Entry |
---|
Kumar, et al., “Biomedical Applications Of Mems & Nems Pressure Transducers/ Sensors”, International Journal of Innovative Research and Development, vol. 2. Issue 5, May 2013, pp. 1832-1841. |
“Freescale Semiconductor Data Sheet”, Data Sheet for the Freescale MPL31152A2 Altimeter, Rev 2.2, Jul. 2012, 44 pages. |
Liu, Andrew , et al., “Advances in Asthma 2015: Across the Lifespan”, Journal of Allergy and Clinical Immunology, Elsevier, Amsterdam, NL, vol. 138, No. 2., Aug. 3, 2016, pp. 397-404. |
Safioti, Guilherme , et al., “A Predictive Model for Clinical Asthma Exacerbations Using Albuterol eMDPI (ProAir Digihaler): A Twelve-Week, Open-Label Study”, ATS Annual Conference, Dallas, Texas, May 22, 2019, p. 693. |
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20210128018 A1 | May 2021 | US |
Number | Date | Country | |
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62043114 | Aug 2014 | US |
Number | Date | Country | |
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Parent | 15507386 | US | |
Child | 17148991 | US |