WO2016105248A1 - Способ неинвазивного определения концентрации глюкозы в крови - Google Patents
Способ неинвазивного определения концентрации глюкозы в крови Download PDFInfo
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- WO2016105248A1 WO2016105248A1 PCT/RU2015/000891 RU2015000891W WO2016105248A1 WO 2016105248 A1 WO2016105248 A1 WO 2016105248A1 RU 2015000891 W RU2015000891 W RU 2015000891W WO 2016105248 A1 WO2016105248 A1 WO 2016105248A1
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/0059—Measuring for diagnostic purposes; Identification of persons using light, e.g. diagnosis by transillumination, diascopy, fluorescence
- A61B5/0075—Measuring for diagnostic purposes; Identification of persons using light, e.g. diagnosis by transillumination, diascopy, fluorescence by spectroscopy, i.e. measuring spectra, e.g. Raman spectroscopy, infrared absorption spectroscopy
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/145—Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
- A61B5/14532—Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue for measuring glucose, e.g. by tissue impedance measurement
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/145—Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue
- A61B5/1455—Measuring characteristics of blood in vivo, e.g. gas concentration, pH value; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid, cerebral tissue using optical sensors, e.g. spectral photometrical oximeters
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7271—Specific aspects of physiological measurement analysis
- A61B5/7278—Artificial waveform generation or derivation, e.g. synthesising signals from measured signals
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B2560/00—Constructional details of operational features of apparatus; Accessories for medical measuring apparatus
- A61B2560/02—Operational features
- A61B2560/0223—Operational features of calibration, e.g. protocols for calibrating sensors
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7203—Signal processing specially adapted for physiological signals or for diagnostic purposes for noise prevention, reduction or removal
Definitions
- the invention relates to the field of research and analysis of the chemical composition of materials and can mainly be used in diagnostic medical equipment for non-invasive determination of blood glucose.
- a known method of non-invasive measurement of the concentration of a substance in the body for example glucose in human blood (RU 2511405 C2, 2014), the implementation of which determines the amount of infrared radiation emitted and / or scattered by the body in the wavelength range 8.5-10.5 ⁇ m, including themselves, at least one wavelength characterizing glucose, measure the temperature of the detector and one or more components of the optical system and compare the temperature of the detector and one or more components of the optical system with a set of preset calibres accurate parameters for correcting the detected value of infrared radiation, taking into account the effect of radiation from each detector and one or more components of the optical system.
- the choice of the far infrared wavelength range as the working range was due to the presence of pronounced and distinguishable absorption spectra in glucose in the specified range, which, unlike technical solutions that traditionally use the near infrared wavelength range, allows to obtain a greater value a useful signal, but requires the use of cryogenic cooling of the equipment, significantly complicating the design of the device for implementing the method and increasing its size rits.
- the authors of this known invention allowed the use of correction of the measurement results of the useful signal based on the measurement results of the temperature of the organism, the environment, as well as the optical radiation detector and all components of the optical system of the device, which also leads to a significant complication of the design mentioned device.
- a method for non-invasive measurement of blood glucose concentration (RU 2515410 C2, 2014) and a method that allows the implementation of the known diode laser device for non-invasive measurement of glycemia (RU 2468356 C2, 2012), which in their common part include irradiation of biological tissue with optical radiation laser, converting the reflected and scattered biological tissue optical radiation into an electrical signal and calculating the concentration of glucose in the blood based on the amplitude value of this electrical signal.
- monochromatic optical radiation with a wavelength of 650 nm is used (RU 2515410 C2, 2014) or visible and infrared optical radiation in the wavelength range from 500 nm to 1100 nm.
- the closest in technical essence to the claimed method of non-invasive determination of blood glucose concentration is the known method of non-invasive measurement of blood glucose concentration (RU 2122208 C1, 1998), which involves irradiating blood vessels with collimated optical radiation from a semiconductor laser with a variable wavelength ranging from 1, 3 to 1, 9 microns with a gradual increase in the current supplied to it at a constant voltage and constant temperature control, registration of absorbed, scattering Foot and diffusely reflected radiation with blood by converting it into an electrical signal and then into a digital code, the comparison of the digital code with the calibration curve and determining the result of comparison values of glucose concentration, followed by reproduction from a digital display.
- the disadvantage of the closest analogue is the insufficiently high accuracy of determining the concentration of glucose in the blood, which is associated with the measurement error due to the significant content of water and melanin in the biological tissue under study, which have pronounced and distinguishable absorption spectra of optical radiation in the wavelength ranges used in the considered analogues.
- the present invention was the creation of a non-invasive method for determining the concentration of glucose in the blood, which ensures the achievement of the technical result, which consists in increasing the accuracy of determining the concentration of glucose in the blood.
- a method for non-invasively determining the concentration of glucose in the blood including, in accordance with the closest analogue, irradiation of biological tissue with near-infrared wavelength optical radiation, reception of optical radiation diffusely reflected by biological tissue, conversion of the received optical radiation into an electrical signal, and determination of blood glucose concentration based on the received electrical signal, differs from the closest analogue the fact that the irradiation of biological tissue is carried out alternately in any sequence with optical radiation of the first the range with wavelengths of 950-970 nm, optical radiation of the second range with wavelengths of 1020-1060 nm and optical radiation of the third range with wavelengths of 930-950 nm, and the determination of glucose concentration in the blood is carried out on the basis of the sum of the electrical signals obtained by irradiation biological tissue with optical radiation of the second and third ranges, which is reduced by a value determined by the electrical signal obtained by irradiating biological tissue with optical radiation of the first range.
- biological tissue is additionally irradiated with optical radiation of the fourth range with wavelengths of 740-760 nm, and the determination of glucose concentration in the blood is carried out on the basis of the sum of electrical signals obtained by irradiating biological tissue with optical radiation of the second and third ranges, which is reduced by determined by electrical signals obtained by irradiating biological tissue with optical radiation of the first and fourth ranges.
- biological tissue is additionally irradiated with optical radiation of the fifth range with wavelengths of 830-850 nm, and blood glucose concentration is determined based on the sum of electrical signals obtained by irradiating biological tissue with optical radiation of the second, third and fifth ranges, which is reduced by the value determined by the electrical signal obtained by irradiating the biological tissue with optical radiation of the first range.
- biological tissue is additionally irradiated with optical radiation of the fourth range with wavelengths of 740-760 nm, and the determination of glucose concentration in the blood is carried out on the basis of the sum of electrical signals obtained by irradiating the biological tissue with optical radiation of the second, third and fifth ranges, which is reduced by values determined by electrical signals obtained by irradiating biological tissue with optical radiation of the first and fourth ranges.
- the determination of the concentration of glucose in the blood is carried out using the experimentally obtained calibration relationship between the concentration of glucose and the resulting total electrical signal having the value
- U 2 , U 3 , U 4 , U 5 are the values of electrical signals obtained by irradiating biological tissue with optical radiation of the first, second, third, fourth and fifth ranges, respectively, to 12 , to 13 , to 15 are the coefficients previously obtained based on joint processing of the known characteristics of the relative spectral sensitivity of the used optical radiation receiver and the absorption spectrum of water in the first, second, third and fifth wavelength ranges, respectively
- K42, 43, K45 are the coefficients, pre-gender scientistss based on joint processing of the known characteristics of the relative spectral sensitivity of the used optical radiation receiver and the absorption spectrum of melanin in the second, third, fourth and fifth wavelength ranges, respectively.
- Coefficients for joint processing of known characteristics of the relative spectral sensitivity of the used optical radiation receiver and the absorption spectrum of water in the first, second, third and fifth wavelength ranges are determined previously in accordance with the expressions where K !, K 2 , K 3 , K 5 are the average values of water absorption coefficients in the first, second, third and fifth wavelength ranges, respectively, S 2 , S 3 , S 5 are the average values of the relative spectral sensitivity of the optical radiation receiver in the first, second, third and fifth wavelength ranges, respectively.
- the coefficients in the joint processing of the known characteristics of the relative spectral sensitivity of the used optical radiation receiver and the absorption spectrum of melanin in the second, third, fourth and fifth wavelength ranges are determined previously in accordance with the expressions where K 2 , K 3 , K ", K 5 are the average values of the absorption coefficients of melanin in the second, third, fourth and fifth wavelength ranges, respectively, S 2 , S 3 , S 4 , S 5 are the average values of the relative spectral sensitivity of the receiver optical radiation in the second, third, fourth and fifth wavelength ranges, respectively.
- the absorption spectrum of optical radiation of glucose in the near infrared wavelength range from 800 nm to 1100 nm has pronounced and distinguishable maxima near the wavelengths of 1040 nm, 940 nm and 840 nm (here the wavelengths are listed in descending order of the corresponding maximum values). Therefore, the use in the inventive method of irradiating biological tissue with optical radiation of the second range with wavelengths 1020-1060 nm and optical radiation of the third range with wavelengths 930-950 nm, and with a better implementation of the method and optical radiation of the fifth range with wavelengths 830-850 nm allows to obtain a greater value of the useful signal during its implementation.
- Water has the most pronounced absorption spectrum in the wavelength range from 800 nm to 1100 nm with a maximum near the wavelength of 960 nm, the value of which even exceeds the value of the largest maximum in the absorption spectrum of glucose located near the wavelength of 1040 nm. Therefore, the presence of water leads to a distortion of the useful signal, which manifests itself in an increase in the electric signal due to the absorption of optical radiation from the second, third, and fifth wavelength ranges, and at the same time introduces the most significant measurement error in determining glucose concentration.
- the absorption spectrum of the optical radiation of melanin in the wavelength range from 700 nm to 1100 nm has no peaks and is fairly uniform, but its value even exceeds the maximum value of the absorption spectrum of glucose near the wavelength of 840 nm, which leads to distortion of the useful signal due to absorption glucose optical radiation of the fifth wavelength range, more than 100%.
- the presence of melanin in the biological tissue under study also, due to distortion, causes an increase in the useful signal due to glucose absorption of the optical radiation of the second and third wavelength ranges by 30–40%.
- the authors proposed before, after or between irradiation optical radiation of the second range with wavelengths 1020-1060 nm and the third range with wavelengths 930-950 nm, which provides a useful signal for determining glucose concentration, irradiate biological tissue with optical radiation of the first range with wavelengths 950-970 nm, in which the maximum absorption spectrum of water, and as a result of receiving the optical radiation of the first wavelength range diffusely reflected by biological tissue, to receive an electrical signal, which is determined mainly by uschim value of water concentration in investigated biological tissue.
- the determination of the concentration of glucose in the blood based on the sum of the electrical signals obtained by irradiating the biological tissue with optical radiation of the second and third ranges (where the two highest maxima of the absorption spectrum of glucose are located), which is reduced by the value determined by the electrical signal obtained by irradiating the biological tissue with optical radiation of the first range (where the maximum of the absorption spectrum of water is located), allows one to take into account the error due to the presence of emoy water biological tissue, and thereby increase the accuracy of determination of glucose concentration.
- the biological tissue in order to increase the accuracy of determining glucose concentration by taking into account the error due to the presence of melanin in the biological tissue under study, the biological tissue is additionally irradiated only with fourth-wave optical radiation with wavelengths of 740-760 nm, in which there is practically no absorption of optical radiation by glucose and water, and as a result of the reception of optical radiation of the fourth wavelength range diffusely reflected by biological tissue, an electric sky signal which is determined by the current value of the concentration of melanin in the investigated biological tissue.
- determining the concentration of glucose in the blood based on the sum of the electrical signals obtained by irradiating the biological tissue with optical radiation of the second and third ranges (where the two highest maxima of the absorption spectrum of glucose are located), which is reduced by the values determined by the electrical signals obtained by irradiating the biological tissue with optical radiation of the first range (where the maximum of the absorption spectrum of water is located) and the fourth range (by which the concentration is estimated I am melanin), allows to take into account errors due to the presence of both water and melanin in the biological tissue under study, and thereby increase the accuracy of determining glucose concentration.
- biological tissue is irradiated in sequence in any sequence not only with optical radiation of the first range, optical radiation of the second range, optical radiation of the third range and optical radiation of the fourth range, but also optical radiation of the fifth range with wavelengths 830 - 850 nm (where the third smallest maximum of the absorption spectrum of glucose is located), and the determination of glucose concentration in the blood is carried out on the basis of the sum of the electrical signals obtained by irradiating the biological tissue with optical radiation of the second, third and fifth ranges (where all three maxima of the absorption spectrum of glucose are located), which is reduced by the values determined by the electrical signals obtained by irradiating the biological tissue with optical radiation of the first range (where the maximum absorption spectrum of water is located) and the fourth range (by which the concentration of melanin is estimated).
- FIG. 1 shows a structural diagram of a device that allows you to best implement the inventive method for non-invasively determining the concentration of glucose in the blood, where 1 is a block of LEDs, 2 is a receiver of optical radiation, 3 is an amplifier, 4 is an analog-to-digital converter, 5 is a controller, 6 is a block indications and 7 - biological tissue.
- FIG. Figure 2 shows the absorption spectra of the optical radiation of glucose, water, and melanin in the wavelength range from 700 nm to 1150 nm, where the first, second, third, fourth, and fifth ranges are shown, respectively, in Roman numerals I, II, III, IV, and V wavelengths of optical radiation.
- a device that allows the best implementation of the inventive method for non-invasively determining the concentration of glucose in the blood comprises in series an optical radiation receiver 2, an amplifier 3, an analog-to-digital converter 4, a controller 5 and an indication unit 6, as well as an LED block 1 connected to the controller output 5.
- Block 1 LEDs contains at least one LED, configured to emit optical radiation in a first wavelength range of 950-970 nm, for example of type SIM-012ST, at least one LED configured to emit optical radiation in a second wavelength range of 1020-1060 nm, for example of type OIS-150 -1020, at least one LED configured to emit optical radiation in a third wavelength range of 930-950 nm, for example of the type KM2520F3C03, at least one LED configured to emit optical radiation in a fourth range of d yn waves 740-760 nm, for example type EDEF-1LS3, and at least one LED configured to emit optical radiation at a fifth wavelength range 830-850 nm, eg type 1 EDEI-LS3.
- a photodiode As the detector 2 of optical radiation, a photodiode is used, which is sensitive to optical radiation in the wavelength range from 740 nm to 1060 nm, for example a photodiode of the type BPW34.
- the optical radiation receiver 2 and the LEDs of the LED block 1 are mounted on a common base (not shown in FIG. 1), which is adapted to be pressed against the biological tissue 7 under investigation, the LEDs being placed around the optical radiation receiver 2.
- a precision operational amplifier is used, for example, type AD8604.
- analog-to-digital Converter 4 used analog-to-digital Converter AD7655.
- the ATXmega128A4U microcontroller is used, equipped with permanent and random access memory.
- a device that allows you to best implement the inventive method of non-invasive determination of glucose concentration in the blood works as follows.
- the base with the optical radiation receiver 2 and the LEDs of the LED block 1 is pressed against the biological tissue under study 7.
- the LEDs of block 1 of the LEDs of optical radiation do not emit.
- the electrical signal from the optical radiation receiver 2, determined by its dark current, is amplified by an amplifier 3 and converted by an analog-to-digital converter 4 into a digital code, which is fed to the controller 5 and stored in its random access memory. Then, according to the signals from the controller 5, voltage is alternately applied to the LEDs of the LED block 1.
- the sequence of turning on the LEDs is not important.
- the LED of the LED block 1 when voltage is applied to the LED of the LED block 1, configured to emit optical radiation in the first wavelength band I 950-970 nm (see FIG. 2), the latter emits optical radiation of the specified wavelength band in the direction of the biological tissue 7 under investigation.
- Part of the incident optical radiation is predominantly absorbed by water, and part diffusely reflected and incident on the optical radiation receiver 2, which converts this part of the optical radiation into an electrical signal, defined as pain to a lesser extent, by the concentration of water in the biological tissue under study 7 and, to a lesser extent, by glucose and melanin.
- This electrical signal is amplified by an amplifier 3 and, after being converted by an analog-to-digital converter 4 into a digital code, is fed to a controller 5, which, in order to take into account the measurement error due to the dark current of the optical radiation receiver 2, subtracts from this digital code a digital code stored in the random access memory corresponding to electrical signal from the dark current of the receiver 2 of optical radiation, and enters into the random access memory the received difference, which corresponds to electrical signal Ui, the value of which is determined mainly by the concentration of water in the studied biological tissue 7.
- the previously turned on LED turns off, but as a result of applying voltage, for example, to the LED of LED block 1, configured to emit optical radiation in the fourth IV range (see Fig. 2) with wavelengths of 740-760 nm, the latter emits optical radiation of the specified wavelength range in the direction of the studied biological tissue 7.
- the optical radiation receiver 2 converts diffusely reflected optical radiation into an electrical signal, which is determined by the concentration of melanin in the studied biological tissue 7, since the absorption of optical radiation of this wavelength range by glucose and water is practically not observed.
- This electrical signal is amplified by an amplifier 3 and, after being converted by an analog-to-digital converter 4 into a digital code, is fed to a controller 5, which, in order to take into account the measurement error due to the dark current of the optical radiation receiver 2, subtracts from this digital code a digital code stored in the random access memory corresponding to an electric signal from the dark current of the optical radiation receiver 2, and enters the obtained difference into the random access memory, which corresponds to the electric signal and 4 , the value of which is determined by the concentration of melanin in the biological tissue under study 7.
- the previously turned on LED turns off, but as a result of applying voltage, for example, to the LED of LED block 1, configured to emit optical radiation in the second band II of wavelengths 1020-1060 nm (see Fig. 2), the latter emits optical radiation of the specified range wavelengths in the direction of the studied biological tissue 7.
- the optical radiation receiver 2 converts diffusely reflected optical radiation into an electrical signal, which is determined not only by the concentration of glucose PS in the studied biological tissue 7, but also by the concentrations of water and melanin in it.
- This electrical signal is amplified by amplifier 3 and, after being converted by an analog-to-digital converter 4 into a digital code, is fed to a controller 5, which, in order to take into account the measurement error due to the dark current of the optical radiation receiver 2, subtracts from this digital code a digital code stored in the random access memory electrical signal from the dark current of the receiver 2 of optical radiation, and enters into the random access memory the received difference, which corresponds to electrical signal and 2 , the value of which is determined by the concentrations of glucose, water and melanin in the studied biological tissue 7.
- the optical radiation receiver 2 converts diffusely reflected optical radiation into an electrical signal, which is determined not only by the concentration of glucose s in the study of biological tissue 7, but also the concentration of water therein and melanin.
- This electrical signal is amplified by an amplifier 3 and, after being converted by an analog-to-digital converter 4 into a digital code, is fed to a controller 5, which, in order to take into account the measurement error due to the dark current of the optical radiation receiver 2, subtracts from this digital code a digital code stored in the random access memory corresponding to an electrical signal from the dark current of the optical radiation receiver 2, and enters the resulting difference into the random access memory, which corresponds to an electrical signal and 3 , the value of which is determined by the concentrations of glucose, water and melanin in the studied biological tissue 7.
- the previously turned on LED turns off, but as a result of applying voltage to the LED of the LED block 1, configured to emit optical radiation in the fifth V range of wavelengths 830-850 nm (see Fig. 2), the latter emits optical radiation of the specified wavelength range in the direction of the studied biological tissue 7.
- the optical radiation receiver 2 converts diffusely reflected optical radiation into an electrical signal, which is determined not only by glucose concentration the study of biological tissue 7, but also the concentration of water in it, and melanin.
- This electrical signal is amplified by amplifier 3 and, after being converted by an analog-to-digital converter 4 into a digital code, is fed to a controller 5, which, in order to take into account the measurement error due to the dark current of the optical radiation receiver 2, subtracts from this digital code a digital code stored in the random access memory electrical signal from the dark current of the receiver 2 of optical radiation, and enters into the random access memory the received difference, which corresponds to electrical signal and 5 , the value of which is determined by the concentrations of glucose, water and melanin in the studied biological tissue 7.
- the controller 5 calculates the value of the total electrical signal in accordance with the following expression:
- UcyM U2 + U3 + U 5 -U 1 (K 1 2 + K 1 3 + Kl5) -U 4 (K 4 2 + 43 + 45), where and U 2 , U 3 , U 4 , U 5 are averaged electrical signal values obtained by irradiating biological tissue with optical radiation of the first, second, third, fourth and fifth ranges, respectively;
- K43, K45 are the coefficients previously obtained on the basis of joint processing of the known characteristics of the relative spectral sensitivity of the used receiver 2 of optical radiation and the absorption spectrum of melanin in the second, third, fourth and fifth wavelength ranges, respectively, and stored in the permanent memory of the controller 5 .
- K K 2 , ⁇ 3 , K 5 are the average values of the absorption coefficients of water in the first, second, third and fifth wavelength ranges, respectively
- S 2 , S 3 , S 5 are the average values of the relative spectral sensitivity of the receiver 2 of optical radiation in the first , second, third and fifth wavelength ranges, respectively.
- K 2 , K 3 , lQ, K 5 are the average values of the absorption coefficients of melanin in the second, third, fourth and fifth wavelength ranges, respectively
- S 2 , S 3 , S 4 , S 5 are the average values of the relative spectral sensitivity of receiver 2 optical radiation in the second, third, fourth and fifth wavelength ranges, respectively.
- the controller determines the blood glucose concentration in the blood based on the obtained value of the total electric signal 11 ⁇ using the calibration dependence between the glucose concentration and the received the total electrical signal and C mind, which was experimentally obtained previously and recorded in the permanent storage device of the controller 5.
- the obtained value of the concentration of glucose in the blood from the controller 5 enters the display unit 6, which displays this value to the device operator.
- tests of a prototype device showed, firstly, its operability, and, secondly, the possibility of achieving a technical result, which consists in increasing the accuracy of determining the concentration of glucose in the blood by reducing the measurement error due to the presence of water and melanin in the biological tissue under study, 28-34%.
Abstract
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Priority Applications (8)
Application Number | Priority Date | Filing Date | Title |
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US15/538,840 US10932702B2 (en) | 2014-12-22 | 2015-12-17 | Method for noninvasively determining blood glucose concentration |
EP15873728.8A EP3238622A4 (en) | 2014-12-22 | 2015-12-17 | Method for noninvasively determining blood glucose concentration |
CN201580074485.1A CN107427263B (zh) | 2014-12-22 | 2015-12-17 | 用于无创地确定血糖浓度的方法 |
BR112017013630-9A BR112017013630B1 (pt) | 2014-12-22 | 2015-12-17 | Método para determinar de modo não invasivo a concentração de glicose no sangue |
JP2017551987A JP6795516B2 (ja) | 2014-12-22 | 2015-12-17 | 血中グルコース濃度を非侵襲的に決定する方法 |
SG11201705169UA SG11201705169UA (en) | 2014-12-22 | 2015-12-17 | Method for noninvasively determining blood glucose concentration |
EA201700335A EA034311B1 (ru) | 2014-12-22 | 2015-12-17 | Способ неинвазивного определения концентрации глюкозы в крови |
HK18104452.3A HK1245049A1 (zh) | 2014-12-22 | 2018-04-03 | 用於無創地確定血糖濃度的方法 |
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RU2014152166 | 2014-12-22 | ||
RU2014152166/14A RU2574571C1 (ru) | 2014-12-22 | Способ неинвазивного определения концентрации глюкозы в крови |
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US (1) | US10932702B2 (ru) |
EP (1) | EP3238622A4 (ru) |
JP (1) | JP6795516B2 (ru) |
CN (1) | CN107427263B (ru) |
BR (1) | BR112017013630B1 (ru) |
EA (1) | EA034311B1 (ru) |
HK (1) | HK1245049A1 (ru) |
SG (1) | SG11201705169UA (ru) |
WO (1) | WO2016105248A1 (ru) |
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CN108152244A (zh) | 2017-12-15 | 2018-06-12 | 京东方科技集团股份有限公司 | 一种血糖检测装置和血糖检测方法 |
CN109991194B (zh) * | 2017-12-29 | 2022-04-26 | 天津先阳科技发展有限公司 | 漫反射光谱中抑制温度干扰的方法、光谱分析方法及装置 |
CN109276258B (zh) * | 2018-08-10 | 2021-08-03 | 北京大学深圳研究生院 | 基于dtw的血糖趋势预测方法、系统及医疗设备 |
TW202302040A (zh) * | 2021-02-19 | 2023-01-16 | 日商日本瑞翁股份有限公司 | 血糖值量測器 |
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2015
- 2015-12-17 EP EP15873728.8A patent/EP3238622A4/en active Pending
- 2015-12-17 US US15/538,840 patent/US10932702B2/en active Active
- 2015-12-17 WO PCT/RU2015/000891 patent/WO2016105248A1/ru active Application Filing
- 2015-12-17 CN CN201580074485.1A patent/CN107427263B/zh active Active
- 2015-12-17 BR BR112017013630-9A patent/BR112017013630B1/pt not_active IP Right Cessation
- 2015-12-17 SG SG11201705169UA patent/SG11201705169UA/en unknown
- 2015-12-17 EA EA201700335A patent/EA034311B1/ru not_active IP Right Cessation
- 2015-12-17 JP JP2017551987A patent/JP6795516B2/ja active Active
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2018
- 2018-04-03 HK HK18104452.3A patent/HK1245049A1/zh unknown
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Also Published As
Publication number | Publication date |
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JP6795516B2 (ja) | 2020-12-02 |
SG11201705169UA (en) | 2017-08-30 |
CN107427263A (zh) | 2017-12-01 |
BR112017013630A2 (pt) | 2018-03-13 |
EP3238622A1 (en) | 2017-11-01 |
US10932702B2 (en) | 2021-03-02 |
US20180146893A1 (en) | 2018-05-31 |
EA034311B1 (ru) | 2020-01-28 |
BR112017013630B1 (pt) | 2022-10-04 |
HK1245049A1 (zh) | 2018-08-24 |
JP2018505017A (ja) | 2018-02-22 |
EP3238622A4 (en) | 2018-08-29 |
CN107427263B (zh) | 2020-03-17 |
EA201700335A1 (ru) | 2017-11-30 |
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