The present disclosure relates generally to a multiple sensor system for breath acetone monitoring. In certain embodiments a smartphone or other computing device can be used for processing sensor measurements and providing a visual display of results.
Quantitative or semi-quantitative measurement of breath ketones such as acetone has long been available in research, laboratory, or hospital settings. These measurements can allow for determination of abnormal health conditions such as diabetes, or track metabolic rate as a function of ketone production. Levels of produced breath acetone can also reflect rates of lipid oxidation (i.e. fat burning), making it a desirable tool for monitoring diet efficacy. Typically, expensive instrumentation including gas chromatographs, mass spectrometers, reactive ion spectrometers, or ion flow tube mass spectrometers are used for limited duration test trials. These instruments are not generally suitable for personal or home use, and require skilled operators and frequent calibration.
Unfortunately, breath acetone can be difficult to consistently measure. In healthy individuals, breath acetone is typically present at the level of only a few hundred parts per billion to tens of parts per million. Further, the composition of acetone can be difficult to distinguish from other volatile organic compounds (VOCs) in breath, of which hundreds of detectible compounds exist. Semiconductor or electrochemical sensors typically do not have the required selectivity or sensitivity to acetone, and may require pretreatment or filtering of exhaled breath to remove interfering VOCs. Other problems for home use relate to cost, requirement of skilled operators, sensor drift, and calibration, all of which can make accurate determination of breath acetone by a home user difficult or impossible.
A breath acetone measurement system can include a multiple sensor array having a first semiconductor sensor that measures a concentration of a set of volatile organic compounds. A second semiconductor sensor measures concentration of a subset of the volatile organic compounds measured by the first semiconductor sensor, and a third electrochemical sensor measures a further subset of volatile organic compounds measured by the first and second semiconductor sensors. At least one correction sensor that measures other breath properties can also form a part of the multiple sensor array, providing information on physical properties such as pressure and temperature, and information related to minor gases including carbon monoxide, water vapor, and the like. An acetone concentration calculation module takes measured values from the multiple sensor array to measure breath acetone.
In another embodiment, a multiple sensor array has a semiconductor sensor that measures concentration of a set of volatile organic compounds. An electrochemical sensor measures a further subset of volatile organic compounds measured by the semiconductor sensor. At least one correction sensor that measures other breath properties can also form a part of the multiple sensor array, providing information on physical properties such as pressure and temperature, and information related to minor gases including carbon monoxide, water vapor, hydrogen, ethylene oxide, and the like. An acetone concentration calculation module takes measured values from the multiple sensor array to measure breath acetone. In one embodiment, a smartphone, tablet, or other personal computing device provides computational support for the acetone concentration calculation module, as well as providing a visual display of results.
In another embodiment, a method for determining breath acetone includes the steps of providing a multiple sensor array for measuring concentration of a set of volatile organic compounds using a first semiconductor sensor. Optionally a subset of volatile organic compounds detected by the first semiconductor sensor can be measured using a second semiconductor sensor. A further subset of volatile organic compounds can be measured using a third electrochemical sensor, while other breath properties can be measured using at least one correction sensor. These sensor measurements can be sent to a calculation module that determines breath acetone concentration using the measured.
In one embodiment, the semiconductor sensor “A” 112 broadly detects a range of VOC types. A second semiconductor “B” 114 detects a narrower range of VOC types than sensor “A”. A third electrochemical sensor “C” 116 is used to detect selected gasses (for example an even narrower range of VOC's or other gasses such as CO or H). The third or additional electrochemical sensors can also be used to detect a other gases, including but not limited to a further subset of volatile organic compounds measured by the semiconductor sensors. For example, hydrogen or ethylene oxide can be measured with one or more electrochemical sensors. Data from these three sensors, along with corrective data from other sensor types, is used to determine breath acetone at parts per billion (ppb) to parts per million (ppm) levels. Preferred detection levels are 100-20000 ppb, particularly 200-5000 ppb. In one embodiment, sensor “C” 116 can be a three electrode electrochemical sensor commonly used to detect ethylene oxide.
Sensor operation is controlled by a control logic module 120 that turns on or off, calibrates, and otherwise manages the sensor array 110. Data from sensor array 110 is transferred for storage or further processing using communication module 122. In integrated embodiments, module 122 is identical to module 136, and data is processed (132), stored (134), and displayed (138) locally. In other embodiments, communication module 136 provides input to a separate computing device such as a smartphone, table, laptop or computer 130 having a separate processing, memory, and display system. Interaction can be provided by wireless or wired network interface. Input can be through a touchpad, by voice control, or by typing. The display can be a conventional OLED or LCD, or other suitable display. In some embodiments, audio feedback can be provided instead or in addition to visual display. Typically, a user interface is accessible by the user through a smartphone or tablet application such as are provided for Android™ or iPhone™ applications.
Optionally, data and control signals can be received, generated, or transported between varieties of external data sources, including wireless networks or personal area networks, cellular networks, or internet or cloud mediated data sources. In addition, local data storage (e.g. a hard drive, solid state drive, flash memory, or SRAM) that can allow for data storage of user-specified preferences or protocols. In one possible embodiment, multiple communication systems can be provided. For example, system 100 can be provided with a direct WiFi connection (802.11b/g/n), as well as a separate 4G cell connection provided as a back-up communication channel.
Because data is health related and may be personally sensitive, system 100 usage can require secure identification of a user through possession of a designated device, through passwords or biometric authentication, or by other suitable enrollment and authentication procedures. Typically, a user will have identifying password that is used in conjunction with a password protected smartphone, tablet, or computer.
Advantageously, use of non-specific sensors in the described manner eliminates the need for expensive acetone specific sensors, or complex filtering or capture techniques to remove non-acetone VOCs before measurement. As compared to enzyme, colorimetric, or other conventional acetone assay methods, the described acetone sensor system is reusable, requiring only a several minute self-cleaning cycle to heat and burn off VOCs from sensor surfaces before being ready to use again.
A class of non-specific, semiconductor sensors known as metal oxide sensors are useful in one embodiment. A metal oxide sensor includes both a metal-oxide sensing layer and a heater. Resistance of the metal oxide sensing layer is altered when target gasses are present. This type of sensor is relatively nonselective for many types of gasses. In operation, oxidizing gases such as nitrogen dioxide and ozone cause resistance to increase, while for reducing gases like VOCs and carbon monoxide, the resistance goes down. Regulating the heater power and/or doping the metal oxide layer can be used to roughly adjust the selectivity of the sensors, however all known metal oxide sensors show some reactivity to a variety of gasses. For breath detection, metal oxide sensors that show the highest sensitivity to reducing gasses are preferred. This typically means sensors with tin oxide, with and without dopants such as tungsten, palladium, platinum, titanium, lanthanum, zinc and other dopants, heated to temperatures between 300-700° C., preferably 400° C. Because higher heater temperatures increase a set of analytes that can be detected by a specific sensor type such as tin oxide, a second identical sensor type can be heated to a lower temperature of between 25-300° C. (preferably about 125° C. to 175° C.) enabling a reduction in reactivity, and consequent sensitivity to a subset of analytes that are detected by the sensor. Alternately, in another embodiment, sensors that have different dopants can be used. For example, a tin oxide sensor and a tungsten-doped tin oxide sensor with or without different heater temperatures, can be used to vary selectivity to a subset of analytes.
In order to properly detect acetone in breath using metal oxide sensors, one of the metal oxide sensors should be able to detect acetone at concentrations ranging from 250-25,000 ppb, preferably between 500-5000 ppb. In addition to acetone, other breath analytes can also be detected by metal oxide sensors, particularly carbon monoxide, hydrogen, hydrocarbons and others. For metal oxide sensors that are cross-reactive with these analytes, the sensors should be able to detect CO in the range from 1-20 ppm, hydrogen from 2-20 ppm and hydrocarbons from 100-1000 ppb. For other cross-reactive analytes the sensors should be able to detect the analytes in the concentration ranges typically found in human breath. Metal oxide sensors are also sensitive to changes in relative humidity, for breath applications the resistance of the metal oxide sensors should not change more than 60% upon a change in RH of 60%.
In one example embodiment, two identical tin-oxide sensors can be used. One is run at a heater temperature above 300° C., preferably 400° C. reactive to acetone, CO, hydrogen and hydrocarbons, and the other tin-oxide sensor run at a heater temperature below 300° C., preferably 150° C., reactive to a subset of the above analytes such as CO, hydrogen and hydrocarbons. Subtracting the two sensor outputs gives a result that is correlated with the amount of acetone in breath. To increase accuracy, the metal oxide sensor outputs can be corrected for humidity and/or differences in sensitivities to CO and hydrogen. The use of a relative humidity/temperature sensor and electrochemical sensors selective for CO in the range of 1-20 ppm and/or hydrogen in the range of 2-20 ppm allow for correction in one embodiment.
In another embodiment, one tungsten-doped tin-oxide sensor and one undoped tin-oxide sensor can both be run at identical heater temperatures below 300° C. Subtraction of the sensor outputs can correlated with breath acetone. Additional humidity and temperature, and CO and hydrogen correction result in a breath acetone measurement.
a.
1) User did not eat breakfast and had a 12 hour fast before first measurement
2) The user waited 30 minutes, finishing lunch to before re-measuring breath acetone, resulting in large decrease due to available carbohydrate
3) Acetone decreasing at 100 minutes
4) Metabolized much of available carbohydrate, acetone coming back up
5) Slow rise/no change at 360 minutes
As is apparent, breath acetone levels leading to weight loss and “fat burning” can be readily distinguished from levels at which fat is stored.
Many modifications and other embodiments of the invention will come to the mind of one skilled in the art having the benefit of the teachings presented in the foregoing descriptions and the associated drawings. Therefore, it is understood that the invention is not to be limited to the specific embodiments disclosed, and that modifications and embodiments are intended to be included within the scope of the appended claims. It is also understood that other embodiments of this invention may be practiced in the absence of an element/step not specifically disclosed herein.