CA2228844A1 - Biological fluid analysis using distance outlier detection - Google Patents
Biological fluid analysis using distance outlier detectionInfo
- Publication number
- CA2228844A1 CA2228844A1 CA002228844A CA2228844A CA2228844A1 CA 2228844 A1 CA2228844 A1 CA 2228844A1 CA 002228844 A CA002228844 A CA 002228844A CA 2228844 A CA2228844 A CA 2228844A CA 2228844 A1 CA2228844 A1 CA 2228844A1
- Authority
- CA
- Canada
- Prior art keywords
- data
- calibration
- outliers
- biological fluid
- remove
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 239000013060 biological fluid Substances 0.000 title abstract 2
- 238000013450 outlier detection Methods 0.000 title 1
- 239000012491 analyte Substances 0.000 abstract 2
- 238000000034 method Methods 0.000 abstract 2
- 230000005855 radiation Effects 0.000 abstract 2
- 238000000354 decomposition reaction Methods 0.000 abstract 1
- 238000005259 measurement Methods 0.000 abstract 1
- 230000001360 synchronised effect Effects 0.000 abstract 1
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/27—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands using photo-electric detection ; circuits for computing concentration
- G01N21/274—Calibration, base line adjustment, drift correction
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
- G01N21/31—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry
- G01N21/35—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light
- G01N21/359—Investigating relative effect of material at wavelengths characteristic of specific elements or molecules, e.g. atomic absorption spectrometry using infrared light using near infrared light
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
- G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
- G01J3/28—Investigating the spectrum
- G01J2003/2866—Markers; Calibrating of scan
Abstract
A method and apparatus for measuring the concentration of an analyte present in a biological fluid is disclosed. The method includes the steps of applying NIR radiation to calibration samples to produce calibration data, analyzing calibration data to identify and remove outliers, constructing a calibration model collecting and analyzing unknown samples to identify and remove outliers, and predicting analyte concentration of non-outliers from the calibration model. Analysis of calibration data includes data pretreatment, data decomposition to remove redundant data, and identification and removal of outliers using generalized distances. The apparatus (100) includes a pump (102) which circulates a sample through tubing (104) to fill a flowcell (106). Light from a NIR source (114) is synchronized with a detector (110), facilitating light and dark measurements, and passes through a monochrometer (120) and the flowcell (106) and strikes the detector (110), whereby radiation transmitted through the sample is measured.
Applications Claiming Priority (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US195095P | 1995-08-07 | 1995-08-07 | |
US08/587,017 | 1996-01-16 | ||
US60/001,950 | 1996-01-16 | ||
US08/587,017 US5606164A (en) | 1996-01-16 | 1996-01-16 | Method and apparatus for biological fluid analyte concentration measurement using generalized distance outlier detection |
PCT/US1996/012625 WO1997006418A1 (en) | 1995-08-07 | 1996-08-02 | Biological fluid analysis using distance outlier detection |
Publications (2)
Publication Number | Publication Date |
---|---|
CA2228844A1 true CA2228844A1 (en) | 1997-02-20 |
CA2228844C CA2228844C (en) | 2006-03-14 |
Family
ID=26669720
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CA002228844A Expired - Fee Related CA2228844C (en) | 1995-08-07 | 1996-08-02 | Biological fluid analysis using distance outlier detection |
Country Status (5)
Country | Link |
---|---|
EP (1) | EP0846253A4 (en) |
JP (1) | JP3323512B2 (en) |
AU (1) | AU711324B2 (en) |
CA (1) | CA2228844C (en) |
WO (1) | WO1997006418A1 (en) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113702317A (en) * | 2021-08-30 | 2021-11-26 | 中国农业科学院农业信息研究所 | Drainage basin non-point source pollution component sensor, monitoring system and method |
Families Citing this family (20)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5822219A (en) * | 1996-05-13 | 1998-10-13 | Foss Nirsystems, Inc. | System for identifying materials by NIR spectrometry |
US6115673A (en) * | 1997-08-14 | 2000-09-05 | Instrumentation Metrics, Inc. | Method and apparatus for generating basis sets for use in spectroscopic analysis |
US7383069B2 (en) | 1997-08-14 | 2008-06-03 | Sensys Medical, Inc. | Method of sample control and calibration adjustment for use with a noninvasive analyzer |
DE19810917A1 (en) * | 1998-03-13 | 1999-09-16 | Buehler Ag | Calibration method used in evaluation of measured spectra |
SE512540C2 (en) * | 1998-06-22 | 2000-04-03 | Umetri Ab | Method and apparatus for calibrating input data |
CA2382113A1 (en) * | 1999-08-31 | 2001-03-08 | Cme Telemetrix Inc. | Method of calibrating a spectroscopic device |
JP4054853B2 (en) * | 2000-10-17 | 2008-03-05 | 独立行政法人農業・食品産業技術総合研究機構 | Blood analysis using near infrared spectroscopy |
JP4406287B2 (en) | 2002-03-27 | 2010-01-27 | ジーイー・ヘルスケア・バイオ−サイエンシーズ・アーベー | Method, system and computer program for detection of molecular binding interactions, including control of response curve quality |
WO2003083757A2 (en) * | 2002-03-28 | 2003-10-09 | Epigenomics Ag | Methods and computer program products for the quality control of nucleic acid assays |
WO2005029077A1 (en) * | 2003-09-24 | 2005-03-31 | Biacore Ab | Method and system for molecular interaction analysis |
US8260556B2 (en) * | 2008-08-21 | 2012-09-04 | Bio-Rad Laboratories, Inc. | Calibration surface method for determination on of analyte ratios |
JP5206251B2 (en) * | 2008-09-05 | 2013-06-12 | 株式会社ニコン | Use object recommendation device, use object recommendation method and program |
CN102353643A (en) * | 2011-06-22 | 2012-02-15 | 中国林业科学研究院林产化学工业研究所 | Method for rapid determination of oil content in Camellia oleifera seeds by using near-infrared diffuse reflectance spectroscopy (NIRS) |
US9606055B2 (en) * | 2013-01-09 | 2017-03-28 | Ppg Industries Ohio, Inc. | Systems and methods for statistical measurement control of spectrophotometric data |
WO2018060967A1 (en) * | 2016-09-29 | 2018-04-05 | Inesc Tec - Instituto De Engenharia De Sistemas E Computadores, Tecnologia E Ciência | Big data self-learning methodology for the accurate quantification and classification of spectral information under complex varlability and multi-scale interference |
CN106596465A (en) * | 2017-03-03 | 2017-04-26 | 东北农业大学 | Method for recognizing abnormal samples in near infrared spectrum analysis |
EP3620983B1 (en) * | 2018-09-05 | 2023-10-25 | Sartorius Stedim Data Analytics AB | Computer-implemented method, computer program product and system for data analysis |
DE102019135877B4 (en) * | 2019-12-30 | 2021-09-30 | TRUMPF Venture GmbH | System for measuring the presence and / or concentration of an analytical substance dissolved in body fluid |
CN111967742B (en) * | 2020-08-05 | 2024-01-23 | 中国矿业大学(北京) | Quick discrimination technique for mine water inrush source grade |
CN112229863A (en) * | 2020-09-30 | 2021-01-15 | 上海海关工业品与原材料检测技术中心 | Method for identifying country or brand of origin of iron ore |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5121338A (en) * | 1988-03-10 | 1992-06-09 | Indiana University Foundation | Method for detecting subpopulations in spectral analysis |
US4975581A (en) * | 1989-06-21 | 1990-12-04 | University Of New Mexico | Method of and apparatus for determining the similarity of a biological analyte from a model constructed from known biological fluids |
EP0535700B1 (en) * | 1991-10-04 | 1997-03-26 | The Perkin-Elmer Corporation | Method and apparatus for comparing spectra |
-
1996
- 1996-08-02 EP EP96926226A patent/EP0846253A4/en not_active Withdrawn
- 1996-08-02 AU AU66448/96A patent/AU711324B2/en not_active Ceased
- 1996-08-02 WO PCT/US1996/012625 patent/WO1997006418A1/en active Application Filing
- 1996-08-02 CA CA002228844A patent/CA2228844C/en not_active Expired - Fee Related
- 1996-08-02 JP JP50854897A patent/JP3323512B2/en not_active Expired - Fee Related
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN113702317A (en) * | 2021-08-30 | 2021-11-26 | 中国农业科学院农业信息研究所 | Drainage basin non-point source pollution component sensor, monitoring system and method |
CN113702317B (en) * | 2021-08-30 | 2023-10-27 | 中国农业科学院农业信息研究所 | River basin non-point source pollution component sensor, monitoring system and method |
Also Published As
Publication number | Publication date |
---|---|
AU711324B2 (en) | 1999-10-14 |
MX9801056A (en) | 1998-05-31 |
WO1997006418A1 (en) | 1997-02-20 |
EP0846253A1 (en) | 1998-06-10 |
CA2228844C (en) | 2006-03-14 |
AU6644896A (en) | 1997-03-05 |
EP0846253A4 (en) | 2009-11-11 |
JPH11510604A (en) | 1999-09-14 |
JP3323512B2 (en) | 2002-09-09 |
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Legal Events
Date | Code | Title | Description |
---|---|---|---|
EEER | Examination request | ||
MKLA | Lapsed |