WO2000057163A1 - Early detection of inflammation and infection using infrared thermography - Google Patents
Early detection of inflammation and infection using infrared thermography Download PDFInfo
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- WO2000057163A1 WO2000057163A1 PCT/CA2000/000303 CA0000303W WO0057163A1 WO 2000057163 A1 WO2000057163 A1 WO 2000057163A1 CA 0000303 W CA0000303 W CA 0000303W WO 0057163 A1 WO0057163 A1 WO 0057163A1
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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
- A61B5/01—Measuring temperature of body parts ; Diagnostic temperature sensing, e.g. for malignant or inflamed tissue
- A61B5/015—By temperature mapping of body part
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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
- A61B5/45—For evaluating or diagnosing the musculoskeletal system or teeth
- A61B5/4528—Joints
Definitions
- the invention relates to the use ol intrared thermography imaging in animals for the early detection of inflammation
- the invention further relates to the use ol intrared ⁇ thermography in animals for the early detection ot infection
- Inflammation plays a fundamental role in host defenses and the progression of immune-mediated diseases
- the inflammatory response is initiated in response to tissue j5 injury (e g , trauma, ischemia, and toreign particles) and infection by a complex cascade of events, including chemical mediators (e g , cytokines and prostaglandins) and inflammatory cells (e g , leukocytes)
- tissue j5 injury e g , trauma, ischemia, and toreign particles
- a complex cascade of events including chemical mediators (e g , cytokines and prostaglandins) and inflammatory cells (e g , leukocytes)
- the inflammatory response is characterized by increased blood flow, increased capillary permeability, and the influx ot phagocytic cells These events result in swelling, redness, warmth (altered heat patterns), and pus lormation at the site ol
- tissue damage and organ dysfunction Diseases such as Rheumatoid Arthritis. Osteoarth ⁇ tis. Crohn s disease, psoriasis, or inflammatory bowel disease, are characterized by chronic inflammation
- CT computed tomography
- MRI magnetic resonance imaging
- scintigraphic imaging are used to attempt to image secondary effects or markers ot inflammation
- Radiopharmaceuticals e g , radio labeled receptor-specific small proteins and peptides
- the use ot radiopharmaceuticals for imaging inflammation is limiting because it reqimes (1) that the radiopharmaceutical specifically interacts with its receptor, (n) that the radiopharmaceutical has a high affinity tor its receptor, (in) that the radiopharmaceutical specifically localizes to the site of inflammation, which is dependent on the receptor expression in the inflammatory response; (iv) that the receptor is accessible to the radiopharmaceutical.
- Viral and bacterial infections typically result in the development of local or systemic inflammation and catabolism of tissues at the site of infection
- the inflammatory response to an infection whether acute or chronic is often tissue or organ centered and as such is characterized by increased blood flow and white blood cell activity (i e , phagocytic cell activity) in affected areas
- white blood cell activity i e , phagocytic cell activity
- immunological assays are available for detecting viral or microbial antigens or antibodies specific to a virus or microbe, including ELISAs (enzyme linked immunosorbent assays), solid-state radioimmunoassays, and immunofluorescent assays.
- ELISAs enzyme linked immunosorbent assays
- solid-state radioimmunoassays solid-state radioimmunoassays
- immunofluorescent assays for detecting viral or bacterial infections require a laboratory and someone with technical expertise to perform the assays.
- the biological samples required to perform immunological assays are not easily obtained from an animal.
- the immunological assays are too costly for individual or sporadic infections and are generally not performed until clinical symptoms have manifested. Therefore, a need exists for a simple, rapid, non-invasive and inexpensive diagnostic technique for the early detection of viral and microbial infections.
- Mastitis is an inflammation of the mammary gland normally caused by a bacterial or mycotic pathogen.
- the disease is of great concern in the dairy industry, where significant economic loss can occur due to the requirement to not use the affected milk for human consumption and due to the shortened milking life of the affected animals.
- the etiology of the disease is well described in the literature pertaining to this topic, e.g., see, Siegmund et al., 1973, The Merk Veterinary Manual 4 th ed., Merck and Comp. Rathway. N.J.; Blood et al.,
- milk components have been suggested as good indicators of mastitis, including such elements as sodium, chloride, potassium, lactose and bovine serum albumin (BSA) (Fernando et al., 1985, J. Dairy Sci. 68: 449-456), milk temperature (Datta et al., 1984, Transactions of the American Society of Agriculture Engineers 27: 1204-1210; Rossing et al.. 1984. Proceedings of the National Conference
- Mastitis is currently detected predominantly by the use of inflammatory tests such as the "Wisconsin Mastitis Test' ' or CMT, which as described by Siegmund (1973, page 817) is a rather time consuming laboratory type diagnostic method which will indicate the relative leukocyte or somatic cell count in the milk of cows suspected of having mastitis.
- Bovine virus diarrhea (BVD) virus is a pestivirus that is characterized by erosions and hemorrhages of the alimentary tract (Siegmund. O.H., 1973, The Merck Veterinary Manual. Merck and Co. Inc. Rathway. NJ: and Blood et al., 1983, Veterinary Medicine.
- Type land type 2 strains as well as subgroups of BVD virus have been identified. Animals infected with BVD virus typically exhibit anorectic conditions, rumen stasis, temperature elevations and diarrhea between days 4 and 10 postinfection. Type 2 BVD virus is associated with higher levels of gastrointestinal tract hemorrhage, morbidity and mortality than type 1BVD virus.
- BVD is readily transmitted by oral contact and is present in the bovine populations of most countries. BVD is a significant problem in North American cattle populations, causing high morbidity and mortality especially in veal, dairy and beef populations (Cortese et al., 1998, J. Am. Vet. Med. Association 213: 1312-1319). Further, the ability to obtain a reliable vaccine has remained elusive (Cortese et al., 1998, supra).
- BVD 15 BVD is currently detected and diagnosed by immunological assays such as serum neutralization assays and serum immuno-diffusion assays.
- immunological assays such as serum neutralization assays and serum immuno-diffusion assays.
- a clinical scoring test is also frequently used to describe or rank the severity of the disease progression and symptoms (see. e.g., Blood et al, 1983, supra: and Cortese et al, 1998, supra).
- the immunological assays are laborious, time consuming and expensive, and require the collection of a
- Infrared thermography is a non-invasive technique that enables temperatures to be 25 monitored and recorded. Unsuccessful attempts have been made to use infrared thermography in human medicine as a diagnostic aid for a variety of conditions, such as tumor detection and cardiovascular disease (Clark, J.A. and Cena, K., 1972, J. of Mammalogy 54:1003-1007). Infrared thermography has been attempted in veterinary medicine to detect and diagnosis a variety of conditions, such as podotrochlosis in horses (Turner,T.A., 1983, Am. J. Vet. Res. 30 44:535-539) and clinical damage in an udder (Tsykalo, NL.
- thermography was branded as a failure and has not been explored much by the medical or veterinary communities for the past three decades.
- the present invention provides a method using infrared thermography for the detection of inflammation in animals.
- the invention also provides a method using infrared thermography for the diagnosis of diseases or disorders that induce inflammation such as inflammatory disorders, allergies, and viral or bacterial infection.
- the invention further provides a method using infrared thermography for the detection of an infection in an animal.
- the present invention provides for the detection of an infection in an animal by measuring temperature changes resulting from the animal's immune response to the infection using infrared thermography.
- the catabolism of tissue and the inflammatory response induced in response to an infection in an animal both generate temperature changes which can be measured using infrared thermography.
- the present invention is based, in part, on the surprising discovery that temperature differences less than 1 °C are clinically significant. This discovery was made possible by employing induction models of mastitis and BVD that allowed the Applicants to evaluate inflammation or infection resulting from known etiologies and to compare the infrared characteristics obtained using an infrared camera with outcomes obtained with other diagnostic procedures. Accordingly, Applicants' discovered that temperature differences less than 1 °C indicate early or subclinical inflammation or infection, and that temperature differences greater than 1 °C indicate later stages of development of inflammation or clinical infection.
- Figure 7 is a graph of NAGase and udder infrared thermography values for the animal of Figure 6. Data for both the left and right distal quarters of the udder are shown.
- Figure 8 is a graph of BSA and udder infrared thermography values for the animal of Figures 6 and 7. Data for both the left and right distal quarters of the udder are shown.
- the present invention relates to the use of infrared thermography for the early or subclinical detection of inflammation in animals.
- the present invention also relates to the use of infrared thermography in the diagnosis of diseases or disorders that induce inflammation and/or induce the catabolism of tissues.
- the present invention provides methods for detecting inflammation of an anatomical structure of an animal, preferably a mammal and more preferably a non-human animal.
- the present invention further provides methods for detecting infection of an anatomical structure of an animal, preferably a mammal.
- the present invention provides methods for detecting infection of an anatomical structure in a non-human animal.
- the present invention provides methods for detecting infection in humans.
- anatomical structure' refers to any definable area of an animal, preferably a tissue or a joint of an animal, that radiates infrared energy and which may or may not be symmetrical.
- the invention provides methods for detecting inflammation of all anatomical structures of animals, except the joints.
- the present invention also provides methods for detecting inflammation of the joints of all mammals, except humans.
- the invention also provides methods for detecting inflammation or infection in all non-human mammals, including but not limited to pigs, horses, cows (e.g.. Bos taunts and Bos indicus), dogs and cats.
- the present invention also provides methods for detecting local or systemic infection in animals, preferably a mammals. Further, the present invention also provides methods for detecting acute or chronic infection in animals, preferably a mammals.
- the invention provides a method for detecting inflammation of an anatomical structure of an animal, comprising the following steps: (i) obtaining an infrared thermographic image of an anatomical structure of an animal: (ii) determining the mean temperature of the infrared thermographic image; and ( ⁇ i) detecting early or subclinical inflammation of an anatomical structure of an animal if there is a change in the mean temperature of less than 1 °C of an anatomical structure relative to the mean temperature of the same anatomical structure of the same animal or a population of animals of the same species obtained from infrared thermographic images taken when there was no inflammation of the anatomical structure.
- the term "'subclinical” as used herein refers to inflammation of an anatomical structure of an animal that has not manifested itself clinically.
- the invention also provides a method for detecting inflammation of an anatomical structure of an animal, comprising the following steps: (i) obtaining an infrared thermographic image of an anatomical structure of an animal; ( ⁇ ) determining the mean temperature of the infrared thermographic image; and ( ⁇ i) detecting late stage development of inflammation of an anatomical structure of an animal if there is a change in the mean temperature of greater than 1 °C of an anatomical structure relative to the mean temperature of the same anatomical structure of the same animal or a population of animals of the same species obtained from infrared thermographic images taken when there was no inflammation of the anatomical structure.
- the invention also provides a method for detecting inflammation of an anatomical structure of an animal, comprising the following steps: (i) obtaining an infrared thermographic image of an anatomical structure of an animal after an event: ( ⁇ ) comparing the infrared thermographic image obtained to infrared thermographic images of the same anatomical structure of the same animal or a population of animals of the same species prior to the event; and ( ⁇ i) detecting mflammation of the anatomical structure of the animal if there is a relative difference in the temperature of the anatomical structure of the animal.
- the term "event” as used herein refers to any activity that may result in inflammation of an anatomical structure of an animal, including surgery.
- the present invention provides a method for detecting inflammation of an anatomical structure of an animal, comprising the following steps: (i) obtaining an infrared thermographic image of an anatomical structure of an animal: ( ⁇ ) obtaining an infrared thermographic image of the symmetrical anatomical structure of the animal: ( ⁇ i) determining the total temperature of the infrared thermographic images for the symmetrical anatomical structures: and (iv) detecting mflammation of an anatomical structure if the total temperature
- symmetrical anatomical structure refers to an anatomical structure that has symmetry to another anatomical structure of an anmial (e g , one leg compared to another leg of an animal).
- the mvention also provides a method for detectmg mflammation ot an anatomical structure of an animal, compnsmg the following steps: (1) obtaining an mfrared thermographic image ot the anatomical structure of an anmial: (11) obtammg an mfrared thermographic image ot the symmetrical anatomical structure ot the animal; (in) comparmg the infrared thermographic image obtamed to an mfrared thermographic image of the symmetrical anatomical structure ot the animal; and (iv) detectmg mflammation of the anatomical structure of the animal if there is a relative difference in the temperature between the anatomical structure and the symmetrical anatomical structure of the animal.
- the present mvention also provides a method for detectmg when a clinical treatment for treatmg mflammation of an anatomical structure ot an anmial was successful, comprising the following steps: (I) obtammg an mfrared thermographic image ot the anatomical structure of the animal; (u) determining the mean temperature of the mfrared thermographic image; and (m) detectmg the successful treatment of mflammation of the anatomical structure by comparmg the mean temperature ot the anatomical structure with the mean temperature of the same anatomical structure obtamed from the same animal or a population of animals ot the species when healthy.
- the present mvention also provides a method for detectmg an infection m animal compnsmg the following steps: (1) obtammg an infrared thermographic miage ot the anatomical structure or a portion thereof of the animal: and (u) detectmg early or subclinical infection of said animal if there is a change in the mean temperature of less than 1 °C relative to the mean temperature of the same anatomical structure m the same anmial pre-mfection or relative to the mean temperature of the same anatomical structure m a population of unmfected animals of the same species, background and class.
- the anatomical structure of an animal imaged to detect infection is the eye or the nose (i.e..
- the present mvention also provides a method for detecting an infection in an animal compnsmg the following steps: (I) obtammg an mtrared thermographic image of the anatomical structure or a portion thereof ot the anmial. and (n) detectmg clinical mfection of said animal if there is a change m the mean temperature of greater than 1 °C relative to the mean temperature ot the same anatomical structure in the same anmial pre-infection or relative to the mean temperature of the same anatomical structure m a population of unmfected animals ot the same species, background and class
- the present invention also provides a method for detectmg when a clinical treatment for treating an mfection in an animal was successful, comprising the following steps: (i) obtaining an infrared thermographic image of the anatomical structure of the anmial: and ( ⁇ ) detecting the successful treatment of the infection by comparing the mean temperature of the anatomical structure of the animal to the mean temperature of the same anatomical structure of the same animal preinfection or a population of uninfected animals of the same species.
- the present invention provides a method for detecting a local infection of an anatomical structure of an animal, comprising the following steps: (i) obtaining an infrared thermographic ⁇ nage of an anatomical structure of an animal: ( ⁇ ) obta iing an mfrared thermographic image of the symmetrical anatomical structure of the animal; ( ⁇ i) determining the total temperature of the mfrared thermographic images for the symmetrical anatomical structures: and (iv) detecting a local mfection of an anatomical structure if the total temperature of the symmetrical anatomical structures differ by greater than a predetermined amount.
- the invention also provides a method for detecting a local mfection of an anatomical structure of an animal, comprising the following steps: (i) obtammg an infrared thermographic image of the anatomical structure of an animal; ( ⁇ ) obtaining an mfrared thermographic image of the symmetrical anatomical structure of the animal; ( ⁇ i) comparing the infrared thermographic image obtained to an infrared thermographic image of the symmetrical anatomical structure of the animal; and (iv) detecting infection of the anatomical structure of the animal if there is a relative d ⁇ erence in the temperature between the anatomical structure and the symmetrical anatomical structure of the animal.
- the present invention is based upon the surprising discovery that temperature differences less than 1 °C are clinically sign ⁇ icant. This discovery was made possible, in part, by employing an induction model of mastitis, which displays a known etiology, such that infrared thermal expression could be compared to known outcomes.
- the use of the induction model has many advantages including: (i) the inflammatory agent is known both in quantitative and qua ⁇ tative terms; ( ⁇ ) the exact time of the onset of mflammation is known; and ( ⁇ i) the exact stage or progression of the inflammation is known.
- the progression of an infected quarter can be compared to a non-infected quarter.
- the udder of a dairy cow is unique in that all four quarters are essentially independent in terms of their vascular supply (Sisson. S., The Anatomy of the Domestic Animal. W.B. Saunders Comp.. Ph ⁇ adelphia. 4 th ed. Revised by J.D. Grossman, page 618).
- inflammation induced in one quarter of the udder through the use of a mastitis induction model does not affect any other quarter of the udder.
- the animal can act as its own control.
- one quarter of the udder of a test population of lactating dairy cattle was infected with Escherichia coli (E. coli) endotoxin and the time course of the resulting inflammation was followed for several days using a variety of analytical tools, including infrared thermography.
- E. coli Escherichia coli
- milk samples were obtained from the left (induced) and right (non-induced) distal (hind) quarters of " the udder and analyzed for objective indicators of mflammation by conventional analytical procedures.
- mfrared thermographic images of the Q cows were obtamed, so that the infrared thermal expression of " the animal could be monitored over the course of the induced mflammation.
- mastitis in a mammal is detected by: 5 (i) obtaining an infrared thermographic miage of " a mammary gland of " said mammal, said infrared thermographic image providing temperature information about said mammary gland; and, ( ⁇ ) ident ⁇ ying said mammal as having a high probab ⁇ ity of having mastitis if a measure of said temperature information is greater than a predetermined value by at least a predetermined amount.
- mastitis in a mammal 0 having an udder is detected by: (i) obtaining an infrared thermographic ⁇ nage of one quarter of the udder of " said mammal at time 0.
- said mfrared thermographic image providing temperature information about said udder quarter of said mammal; ( ⁇ ) obtaining an infrared thermographic image of the same quarter of the udder of said mammal at a later time, said infrared thermographic image providing temperature information about said udder of said 5 mammal: ( ⁇ i) determining a total temperature for a first image, said first image correspond ⁇ ig to said quarter of the udder of said mammal at time 0: (iv) determin ⁇ ig a total temperature for a second ⁇ nage, said second image correspond ⁇ ig to said quarter of the udder of " said mammal at a later time: and (v) identifying said mammal as having a high probab ⁇ ity of having mastitis if the total temperature for said first image differs from the total temperature for said second image by greater than a predetermmed amount.
- mastitis in a mammal having an udder is detected by: (i) obtaining images of the two frontal quarters or two rear quarters of the udder of " said mammal; ( ⁇ ) determin ⁇ ig the total temperature of a first image, said first image corresponding to one frontal quarter or one rear quarter of " the udder of " said mammal; ( ⁇ i) determining the total temperature of a second image, said second ⁇ nage correspond ⁇ ig to the other frontal quarter or the other rear quarter of the udder of said mammal; and (iv) identifying said mammal as having a high probab ⁇ ity of having mastitis if the total temperature of said first image differs from the total temperature of said second image by greater than a predetermined amount.
- the present mvention is based, in part, on the surprising discovery that mean temperatures less than 1 °C obtamed using mfrared thermography are indicative of an infection. This discovery was made possible by employing an induction model of a viral infection displaying a known etiology such that infrared thermographic expression could be compared to known outcomes. Briefly, a population of BVD and infectious respiratory disease (IBR) seronegative calves were infected intranasally with BVD type 2 virus (2xl0 7 TCID 50 of type 2 strain 24515) and the t ne course of the resulting mfection was followed for approximately three weeks.
- IBR infectious respiratory disease
- thermography A variety of laboratory tests and clinical scoring procedures were used including infrared thermography.
- Biological samples i.e., blood and sahva samples
- mfrared images were obtamed from infected and uninfected calves about every second day postinfection.
- StatisticaUy significant changes in the mean temperature of anatomical structures (e.g., the eye and nose) of BVD virus infected animals were detected using mfrared thermography as early as 1 day post-infection and that such changes were often of " magnitudes less than 1 °C. Further, the BVD virus mfection was detected using infrared thermography several days to one week before it was detected using laboratory tests for objective measurements of, for example, acute phase proteins such as haptoglobin, and before it was detected using conventional clinical scores.
- infection in an animal is detected by: (i) obtaining an mfrared thermographic image of an anatomical structure of said animal, said infrared thermographic miage providing temperature information about said anatomical structure; and ( ⁇ ) identifying said animal as having a high probab ⁇ ity of having an infection if a measure of said temperature information is greater than a predetermmed value by at least a predetermined amount.
- mfection in an animal is detected by: (i) obtaining an mfrared thermographic image of an anatomical structure of said animal, said mfrared thermographic image providing temperature information about said anatomical structure; ( ⁇ ) obtammg an infrared thermographic image of " the same anatomical structure of " an uninfected animal or a population of uninfected animals, said mfrared thermographic image(s) providing temperature information about said anatomical structure; and ( ⁇ ) identifying the animal in step (i) as having a high probab ⁇ ity of having an infection if a measure of the temperature information in step (i) is greater than the temperature information in step ( ⁇ ).
- Capturing re ⁇ able infrared data from ⁇ ve animals is a technical and operational challenge. Moving conscious animals to designated analytical or assessment rooms where equipment, monitors and data collection are fixed permanently, is not always possible. In fact, handling and management procedures by themselves can be stressful to animals resulting in non-steady state or aberrant temperature profiles. Hence, the animal technician or camera operator is often required to move to the animal's environment. Therefore, ut ⁇ izing a user friendly infrared camera that is installed in the animal's environment or that is portable is an advantage when capturing infrared data from ⁇ ve animals.
- the infrared thermographic camera is held and operated with one hand, which is a significant advantage when obtaining infrared thermographic images of an anatomical structure of animals.
- the portable, hand held camera is Hght enough to be managed eas ⁇ y.
- the infrared thermographic camera is installed in the animal's environment (e.g., a barn).
- the Inframetrics In the examples described, the Inframetrics
- thermographic images were obtained using Inframetrics Co. North Billercia, MA.
- Inframetrics Co. North Billercia, MA was used to obtain the mfrared thermographic images.
- the animals should be at rest when the mfrared images are obtained and should not be experiencing the thermal effects resulting from the digestion of " food when the infrared images are obtained.
- Infrared thermographic images should be obtained under cover and shielded from the sun.
- the ambient temperature of the environment should be within the animals thermal neutral zone, which is typicaUy between 20°C and 30°C.
- thermographic image is meant to include a scan output in the form of " either or both a visual image and corresponding thermal or temperature data.
- the output from infrared cameras used for infrared thermography typically provides an image comprising a plura ⁇ ty of pixel data points, each pixel providing a temperature data point that can be further processed by computer software to generate, for example, mean temperature for the image, or for a discrete area of the image, by averag ⁇ ig the data points over the number of pixels.
- an infrared thermographic image comprising a plura ⁇ ty of pixels, provides a large number of temperature data points. Therefore, before comparmg the temperature information to a predetermined value, determin ⁇ ig a rate of temperature change, or determmmg a d ⁇ ' ference in total temperature, it is useful to obtain some measure that is representative of the entirety of the temperature information provided by an infrared thermographic miage or a part thereof. Selected measures for the temperature information derived from each infrared thermographic ⁇ nage for the subject animal are determined by statistical techniques known in the art. Preferred measures include measures of central tendency, measures of dispersion, and measures of total temperature.
- measure of central tendency is a statistical measure of a
- a group of data points without limitation, the term includes the mean, median, and mode.
- measure of dispersion as used herein is meant to include statistical measures of " spread from the measure of central tendency for the group, and include, without limitation, variance, standard deviation and coefficient of " variation. Definitions of " these statistical terms may be found in standard statistics texts, such as Steel and Torrie
- An unca ⁇ brated, digitized thermographic image may consist of " , for example, 135 X 256 pixels.
- the relative radiant surface temperature represented by each pixel of the unca ⁇ brated image may be represented by assigning each pixel a numerical value in the range from, for instance. 0 to 255.
- the pixel values are
- thermographic images To assist a human operator in viewing the mfrared thermographic images on a
- pseudo colours can be generated by assigning a specific colour to aU pixels with temperature values within a certain range.
- thermographic ⁇ nage may be processed.
- data for a part of the image corresponding to the area of interest of " the animal is analyzed.
- Known computer analysis procedures such as piano metry. can be used to restrict the image
- thermographic image obtamed for an anmial.
- the image area and the selected image temperature statistics are calculated Selected statistical measures ot the temperature mformation (each pixel m the mfrared thermographic miage providmg a temperature data pomt), such as the mean, median, mode, standard deviation, variance, and coefficient of variation can be determmed by well- known statistical techniques such as those described by Steel and Torrie (1980)
- Suitable software tor analyzmg the thermographic images include ThermogramTM image software (Inframetrics.
- thermographic image can also utilized to analvze the thermographic image
- temperature differences between symmetrical anatomical structures are compared to detect inflammation
- the lack ot symmetry between affected and non-affected quarters of an cow s udder can be used to detect mastitis
- the area or volume mformation is combmed with the mfrared thermographic temperature to better discern the lack of symmetry between the affected and the non- affected anatomical structure
- the area or volume represented by selected portions ot the mfrared thermographic miages can be determmed by known techniques
- inflammation ot an anatomical structure ot an animal is detected if a measure of temperature mformation for an mfrared thermographic image of an anatomical structure of the animal d ⁇ fers by at least a predetermmed amount or a statistically significant amount from a predetermmed value
- mfection an animal can is detected ⁇ a measure of temperature mformation ot an anatomical structure differs by at least a predetermmed amount or a statistically significant amount from a predetermmed value
- the predetermmed value may represent pub ⁇ shed conventional temperature data representmg animals ot the same species as the subject animal, which can be adjusted to reflect mfrared thermographic temperature values
- the predetermmed value may be an arbitrary value, the value having been determmed through trial and error to be useful for detectmg inflammation or mfection of an anatomical structure of an animal
- the predetermmed value represents an equivalent
- inflammation of an anatomical structure of an animal is detected if the mean of the temperature information obtamed from the mfrared thermographic image is preferably greater than 0.2°C. more preferably greater than 0.1 °C the mean of the temperature information for previously obtamed mfrared thermographic miages of " the same animal when there was no mflammation of the anatomical structure.
- yet another preferred embodmient is preferably greater than 0.2°C. more preferably greater than 0.1 °C the mean of the temperature information for previously obtamed mfrared thermographic miages of " the same animal when there was no mflammation of the anatomical structure.
- mflammation of an anatomical structure ot an animal is detected if the mean of the temperature mtormation obtamed from the mtrared thermographic miage is preferably greater than 0.2 °C. more preferably greater than 0.1 °C the mean temperature obtamed from infrared thermographic images for the same anatomical structure ot the same species ot animal when there was no mflammation of the anatomical structure.
- a change m the mean temperature of less than 1 °C ot an anatomical structure relative to the mean temperature of the same anatomical structure ot one or more unmfected animals of the same species mdicates early or subclinical mfection
- a change m the mean temperature greater than 1 °C of an anatomical structure relative to the mean temperature of the same anatomical structure of one or more unmfected animals ot the same species mdicates clinical mfection.
- the rate ot change m temperature (not the absolute value per se) ol an anatomical structure of an animal relative to the rate of change m temperature of the same anatomical structure m the animal premfection mdicates mfection
- the rate of change m temperature (not the absolute value per se) of an anatomical structure of an anmial relative to the rate ot change in temperature of the same anatomical structure of " one or more uninfected animals of the same species indicates infection.
- infection of " an anatomical structure of an animal is detected if the mean of the temperature ⁇ iformation obtained from the infrared thermographic image is preferably greater than ().2°C, more preferably greater than 0.1 °C the mean of the temperature information for previously obtained mfrared thermographic images of the same anatomical structure of the same animal preinfection.
- infection of an anatomical structure of an animal is detected if the mean of the temperature information obtained from the infrared thermographic image is preferably greater than 0.2°C, more preferably greater than 0.1 °C the mean temperature obtained from infrared thermographic images for the same anatomical structure of one or more uninfected animals of " the same species.
- inflammation or mfection of an anatomical structure is detected ⁇ " a measure of temperature information for an infrared thermographic ⁇ nage of an anatomical structure of the animal is equivalent to or greater than the predetermmed value for the anatomical structure of the anmial.
- the predetermined value represents the mean temperature obtained from infrared thermographic images of the same anatomical structure in members of the same species of an animal when there is inflammation or an mfection.
- mflammation or infection of an anatomical structure of an animal is detected if the change in temperature obtained by successive infrared images of the same anatomical structure of " the same animal is greater than a predetermined rate, preferably greater than a rate of 0.1 °C/hour.
- a predetermined rate preferably greater than a rate of 0.1 °C/hour.
- successive infrared images of " an anatomical structure of an animal are taken every 10, 30 or 60 minutes.
- the total temperature of " a section of an infrared thermographic image correspond ⁇ ig to one anatomical structure of the animal d ⁇ fers by more than a predetermined amount, preferably 10%, from the total temperature of a section of the infrared thermographic image corresponding to the symmetrical anatomical structure of the animal.
- the total temperature preferably represents the area or volume of the relevant image section, which can be represented as a number of pixels, multip ⁇ ed by the mean pixel temperature.
- area or volume information alone, independent from temperature information, can be used to detect inflammation of an anatomical structure of an animal. Inflammation of an anatomical structure of an animal is detected ⁇ " the area or volume of a section of an infrared thermographic image correspond ⁇ ig to one anatomical structure of the animal d ⁇ fers by more than a predetermmed amount, preferably 10%, from the area or volume of a section of the infrared thermographic image corresponding to the symmetrical anatomical structure of the animal.
- the infrared thermographic temperature mformation can be normalized or standardized by compensatmg the temperature ⁇ iformation to account for one or more of the foUowing: (i) the state of lactation of the animal; ( ⁇ ) the state of parity of the animal; ( ⁇ i) the circadian temperature variation: (iv) the diurnal temperature variation: (v) the animal breed; (vi) the animal housing conditions: or (v ⁇ ) the geographic location.
- An adjustment for the state of lactation of an animal would be useful for normalization because animals in early lactation typicaUy have a higher milk production and hence larger udders.
- An adjustment for the state of parity of an animal would also be useful for normalization because cows, for example, typically in their third or fourth parity w ⁇ l have larger udders than cows in their first parity. Adjustments to normalize the mfrared thermographic data depending on when an anmial is observed during the day should be performed because an animal ' s normal temperature w ⁇ l fluctuate over a 24 hour period. The temperature change during the day will also vary with the time of day a cow is milked, hence, a normalization scale would be useful. Adjustments to normalize mfrared thermographic data obtained from d ⁇ f ' erent breeds of animals should be performed because of dU ' ferences in their anatomical structures.
- inflammatory diseases in an animal preferably a mammal and most preferably a human are detected using infrared thermography.
- inflammatory diseases include, but are not limited to, systemic lupus erythematosus, rheumatoid arthritis, acute respiratory distress syndrome, asthma, osteoporosis, Crohn's disease, reactive arthritis, Lyme disease, multiple sclerosis, contact dermatitis, psoriasis, graft rejection, graft versus host disease, and sarcoidosis.
- diseases or disorders that induce an inflammatory response in an animal are detected by mfrared thermography. Examples of such diseases and disorders include, but are not limited to, allergic rhinitis, gastrointestinal allergies, food aUergies, eosinophi ⁇ a, conjunctivitis, and glomerular nephritis.
- infectious diseases in an animal preferably a mammal and most preferably a human are detected using infrared thermography.
- Infectious diseases include diseases associated with yeast, fungal, viral and bacterial infections.
- Viruses causing viral infections include, but are ⁇ mited to. BVD virus, herpes simplex virus (HSV), hepatitis B virus (HBV). hepatitis C virus (HCV). human T-cell lympho trophic virus (HTLV) type land II.
- HSV herpes simplex virus
- HBV herpes simplex virus
- HBV hepatitis B virus
- HCV hepatitis C virus
- HCV human T-cell lympho trophic virus
- HMV human immuno deficiency virus
- cytomegalovirus pap ⁇ loma virus, polyoma viruses, adenoviruses. Epstein-Barr virus, poxviruses.
- Bacterial pathogens causing mfections include, but are not limited to, Streptococcus pyogenes, Streptococcus, pneumoniae. Neisseria gonorrhoea, Neisseria meningitidis. Corynebacterium diphtheriae , Clostridium botulinum, Clostridium perfringens.
- Clostridium tetani Haemophilus influenzae, Klebsiella pneumoniae, Klebsiella ozaenae, Klebsiella rhinoscleromotis , Staphylococcus aureus, Vibrio cholerae, Escherichia coli, Pseudomonas aeruginosa. Campylobacter (Vibrio) fetus, Campylobacter jejuni, Aeromonas hydrophila, Bacillus cereus. Edwardsiella tarda. Yersinia enterocolitica, Yersinia pestis, Yersini ⁇ ' pseudotitberculosis. Shigella dysenteriae.
- Shigella flexneri Shigella sonnei, Salmonella typhimurium.
- Treponema pallidum Treponema per pneumonia, Treponema carateneum, Borrelia vincentii. Borrelia burgdorferi.
- Leptospira icterohemorrhagiae Mycobacterium tuberculosis.
- Toxoplasma gondii Pneumocystis carinii. Francisella tularensis, Brucella abortus, Brucella suis. Brucella melitensis.
- Mycoplasma spp. Rickettsia prowazeki, Rickettsia tsutsugiimushi, Chlamydia spp., and Helicobacter pylori.
- Milk samples from the control (right distal) and induced (left distal) quarters ot each animal were coUected at 13 hours and 1 hour pre-mduction and also at 2. 6, 9, 12, 24. 36, 48, 60 and 72 hours post-mduction.
- the milk samples were analyzed toralle mdicators of mastitis by conventional analytical procedures as discussed hereinafter. Infrared thermographic miages of both distal quarters were simultaneously taken at these times and at 0.5, 1. 1.5, 2 and 2.5 hours post-mduction.
- An Inframetrics 760TM broadband camera (Intrametrics Inc., North B ⁇ lenca, MA) fitted with a 0 5 X lens was used to coUect the mfrared images Workmg indoors, images of the posterior surface ot the udder ot each anmial were obtamed from a distance of 2. lm. The Images were recorded on videotape with a videocassette recorder. The analog Images were captured and digitized using a computer equipped with a Matrox MeteorTM video card (Matrox Electronic Systems Ltd.. Montreal, Quebec. Canada) The images were saved as bitmap files usmg Corel DrawTM (Corel Corporation. Ontario, Canada).
- the bitmap images were calibrated and the udder manua ⁇ y traced to identify the left and right halves of the udder
- the image area m number ot pixels, and the minimum, maximum and average temperatures, and the standard deviation of the average temperature were recorded and tabulated Analysis of the data was performed usmg the computer programs ExcelTM (Microsoft Corp., Redmond, Washmgton, USA) and SASTM (SAS Institute Inc., Cary, North Carolina, USA)
- the progression of mastitis development was adoptely monitored usmg conventiona ⁇ y known tests such as the somatic ce ⁇ count m the milk samples (Batra. T.R. and McAllister. A.J., 1984, J. Amm. Sci.
- NAGase N-acetyl-beta-D-glucosaminidase
- IRT mfrared thermographic
- Figure 1 shows the mean temperature of the infrared thermographic image of "the left distal quarter of the udder (induced) and the mean temperature of the infrared thermographic ⁇ nage of the right distal quarter of the udder (control) plotted over a 24 hour time course, together with rectal temperature plotted over the same time frame.
- the IRT data for the left and right distal quarters of the udder is very simuar, although mastitis was induced only in the left distal quarter.
- the high heat transfer capacity through the water found in Hving ce ⁇ s accounts for the even temperature distribution observed between the distal quarters of the udder.
- the results from Figure 1 also indicate that the absolute change in temperature detected by IRT is greater than that detected by measurement of " rectal temperature, and that the rate of " temperature change detected by IRT is greater than that detected by measurement of rectal temperature.
- the results in Table 1 indicate that the mfrared thermographic image of the udder detected a statisticaUy significant temperature d ⁇ ference (p ⁇ 0.05) by the 1 hour point after mastitis induction, whereas a sigmficant difference in rectal temperature was not detected unt ⁇ much later (the 6 hour point after mastitis induction).
- Figures 2. 3 and 4 plot the same IRT temperature information as in Figure 1, together with various standard measurements used in the detection of mastitis.
- Figure 2 shows the NAGase levels in the left and right distal udder quarters over the first 24 hours after induction of mastitis in the left distal quarter.
- the NAGase level in the left distal quarter increased sharply, indicative of mastitis, wh ⁇ e there was kttle change in the NAGase level in the right distal quarter.
- an increase in NAGase level in the non-induced quarter would not be expected.
- Figures 8 and 9 depict sim ⁇ ar results, showing, respectively, a significant increase in BSA level and somatic ce ⁇ count in the left distal udder quarter and Uttle or no change in the right distal quarter.
- Figures 1 , 8 and 9 indicate that the mastitis induction model was indeed successful in inducing mastitis in the treated udder quarter, detectable by objective identifiers of mastitis, and that mastitis was also detected by IRT.
- Figures 6, 7 and 8 emphasize the superior results that can be achieved by the methods of " the invention over other temperature measurement techniques.
- Figure 5 shows the change in udder quarter area, as represented by number of pixels in an IRT image, for left (induced) and right (non-induced) distal udder quarters for 20 animals over the 24 hour period after mastitis induction.
- the data in Figure 5 is independent of temperature, and only refers to the number of pixels in a defined area of " the image. It is apparent in Figure 5 that the swelling of the left distal quarter of the udder relative to the right distal quarter (resulting in a lack of symmetry) as a result of mastitis induction was read ⁇ y detected from the IRT ⁇ nage.
- Figure 9 combines IRT image area and mean image temperature as a total temperature (mean pixel temperature x number of " pixels).
- IRT temperature of the left distal quarter
- the right distal quarter exhibits a much higher total temperature than the right distal quarter (non- induced).
- the temperature information remains the same as in Figure 1, but the greater area of " the portion of " the image representative of the left distal quarter of the udder relative to the area of " the right distal quarter (as a result of swelling in response to mastitis) is reflected in the total temperature measurement.
- the mean IRT image temperature at the time - 1 h (1 hour before induction of mastitis) reflects the IRT image temperature of the udder when the animals do not have mastitis, and therefore acts as a control IRT temperature for the animals in a healthy state.
- the mean IRT temperature for both the left and right hind udder quarters for the 20 animals was less than 1 °C greater than the control value of " 32.19°C.
- an IRT udder temperature less than 1 °C greater than a control value for an anmial in a healthy state is ⁇ idicative of mastitis in a subject mammal.
- Figure 1 and Table 1 shows that, during the first 24 hours after induction of the mastitis model, mean IRT temperature for both the left and right distal udder quarters for the 20 animals tested changed at a rate of at least 0.1 °C per hour, whether increasing or decreasing. Hence, a rate of " change of IRT temperature of at least 0.1 °C per hour is indicative of mastitis in a subject mammal.
- Figure 5 shows that during the first 24 hours after induction of mastitis in the left distal quarter of " the udder, the area of the portion of the image corresponding to the induced quarter is at least 10% greater than that of the non-induced (control) right distal quarter of the udder.
- the area of " a portion of " the image corresponding to a first quarter of the udder of the animal differs from the area of a portion of " the image corresponding to a second quarter of the udder of the animal by greater than 10%, this is indicative of mastitis in the animal.
- the total temperature (mean pixel temperature x number of pixels) of the portion of the image corresponding to the ⁇ iduced quarter is at least 10% greater than that of the non- induced (control) right distal quarter of the udder.
- the total temperature of a portion of the image correspond ⁇ ig to a first quarter of " the udder of the animal differs from the total temperature of a portion of the image correspond ⁇ ig to a second quarter of the udder of the animal by greater than 10%, this is indicative of mastitis in the animal.
- thermographic miages were captured for aU of the animals at a fixed time every day. Lateral eye images consistmg of the eye orbital socket plus approximately 1 cm around the socket were captured da ⁇ y. Frontal nose mtrared thermographic images consistmg of approximately 3 cm 2 located immediately between and above the nostr ⁇ s were obtamed da ⁇ y.
- Frontal ear mfrared thermographic consistmg of an area approximately 2 cm 2 m the middle of " the inner ear surface were obtamed da ⁇ y
- Left side (lateral) infrared thermographic miages representmg about 20 % of the animal's total surface area were obtamed Wh ⁇ e this lateral image does not contam many thermoregulatory sites the side is nonetheless, like the dorsal image, representative ot an average surface mtrared temperature.
- Dorsal mfrared thermographic images consistmg of a square area representmg approximately 35000 pixels or probably 15 % ot the anmials surface area were also obtamed da ⁇ y
- Necropsy was performed on aU anmials usmg estab ⁇ shed scormg procedures
- the BVD virus infected calves did not show any consistent signs in eye temperature increase unt ⁇ 4 days postinfection.
- the eye temperatures for the BVD virus infected animals obtained a maximum separation of over 2° C by day 10 postinfection.
- the increases in the mean temperatures of the eye of BVD virus infected an ⁇ nals proved to be StatisticaUy sigmficant and were obtained several days before sign ⁇ icant differences in clinical scores were observed.
- a Spearman Ranking test indicated that anmials with the highest clinical scores were also the animals with the highest infrared eye temperature (P ⁇ 0.05). Therefore, the eye temperatures obtained usmg infrared thermography indicate that infrared thermography can be used to detect infection several days to one week prior to detection using conventional subjective (clinical scores; Table 5) or objective measurements such as haptoglobin (Table 6).
- the nose mfrared temperatues for the BVD virus infected calves began to elevate significantly as early as 4 days postinfection.
- the BVD virus infected animals displayed a change in temperature (i.e.. delta T value) of just under 4° C by 9 to 10 days postinfection.
- the BVD virus infected animals displayed a delta T value of " 4.6° C compared to uninfected control animals.
- the delta T values obtained for the nose were StatisticaUy sign ⁇ icant compared to either the animals own initial preinfection temperature or to control animals on comparative days.
- the nose temperatures measured using mfrared thermography in the BVD virus infected animals demonstrate that temperature changes detected by infrared thermography paraUel the changes seen in the course of " an infectious disease. Further, these results demonstrate that infrared thermography can be used to detect infection several days ear ⁇ er than clinical scores (Table 5) or objective biological measurements for infection such as haptoglobin (Table 6). Infrared Thermographic Images of the Ear of Calves
- ear temperatures for the BVD infected animals started to increase as early as 1 to 2 days postinfection and a maximum delta T value of approximately 4° C for mean temperatures 10 days postinfection. This was one of the largest delta T values obtained for any of the anatomical structures measured. However, consistent with the fact that ears are known to be involved in more acute thermoregulation in a homeothermic animal, the ear temperatures obtamed were highly variable. The variation in the ear temperatures obtained was the greatest in the BVD virus infected animals.
- ear temperature measurements usmg infrared thermography in BVD infected animals paraUel the course of the disease. Further, ear temperature measurements using mfrared thermography are at least as indicative of " illness as clinical scores. However, the high degree of variab ⁇ ity in ear temperatures suggests that infrared thermographic images of this particular anatomical structure would be less re ⁇ able for early detection of an infectious disease.
- T ne course for infrared temperature measured by infrared thermography, rectal temperature and milk analysis parameters in cows ut ⁇ ized in a mastitis ⁇ iduction model (n 20). Data represent least squares means.
- Table 2 Time course for mean total temperature values (infrared thermographic temperatures X udder area in pixels) for left, distal udder quarter (mastitis ⁇ iduced) and right, distal udder quarter (non-induced) in lactat ⁇ ig da ⁇ -y cows. Values represent least squares means for 20 cows.
- X,Y, - means with different letters within rows are sign ⁇ icantly different (P ⁇ 0.05). Left is the mastitis induced distal quarter, right is the distal, non- induced quarter (control).
- a,b means with different letters within columns are sign ⁇ icantly different P ⁇ 0.01 using 2 ta ⁇ ed paired T-test
- x,y means with d ⁇ ferent letters within rows are sign ⁇ icantly d ⁇ ferent P ⁇ 0.01 using 2 ta ⁇ ed unpaired T-test
- a,b means with different letters within columns are sign ⁇ icantly different P ⁇ 0.01 using 2 ta ⁇ ed paired T-test
- x,y means with d ⁇ ferent letters within rows are sign ⁇ icantly d ⁇ ferent P ⁇ 0.01 usmg 2 ta ⁇ ed unpaired T-test
- a,b means with different letters within columns are sign ⁇ icantly different P ⁇ 0.05 using 2 ta ⁇ ed paired T-test
- x.y means with different letters within rows are sign ⁇ icantly different P ⁇ 0.05 using 2 ta ⁇ ed unpaired T-test
- a,b means with d ⁇ ' ferent letters within columns are sign ⁇ icantly d ⁇ ' ferent P ⁇ 0.01 us ⁇ ig 2 ta ⁇ ed paired T-test
- x,y means with different letters withm rows are signUicantly d ⁇ ferent P ⁇ 0.01 using 2 ta ⁇ ed unpaired T-test
- a,b means with d ⁇ ferent letters within columns are sign ⁇ icantly different P ⁇ 0.05 using 2 ta ⁇ ed paired T-test
- the present mvention is not to be limited in scope by the specific embodmients described here . which are mtended as smgle illustrations of mdividual aspects of the mvention Indeed, various modifications ot the mvention in addition to those shown and described herem w ⁇ l become apparent to those sk ⁇ led m the art from the foregoing description and accompanymg drawmgs. Such mod ⁇ ications are mtended to faU withm the scope of the appended claims.
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AU34112/00A AU766215B2 (en) | 1999-03-22 | 2000-03-22 | Early detection of inflammation and infection using infrared thermography |
NZ514340A NZ514340A (en) | 1999-03-22 | 2000-03-22 | Early detection of inflammation and infection using infrared thermography |
CA002366510A CA2366510C (en) | 1999-03-22 | 2000-03-22 | Early detection of inflammation and infection using infrared thermography |
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Cited By (3)
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US8789494B2 (en) | 2010-12-09 | 2014-07-29 | Smart Farm Technologies Limited | Detection apparatus for the monitoring of milking animals |
CN112773325A (en) * | 2020-12-31 | 2021-05-11 | 北京市环境保护科学研究院 | Early warning method and system for blepharitis of Brazilian tortoise |
EP4135570A4 (en) * | 2020-04-17 | 2024-04-17 | The Governors of the University of Alberta | Apparatus and methodologies for improved detection of important biological states in animals |
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CA3113079A1 (en) * | 2018-10-15 | 2020-04-23 | Podimetrics, Inc. | Ipsilateral ulcer and pre-ulcer detection method and apparatus |
EP4444175A1 (en) | 2021-12-06 | 2024-10-16 | Podimetrics, Inc. | Apparatus and method of measuring blood flow in the foot |
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US5474085A (en) * | 1994-02-24 | 1995-12-12 | University Of Prince Edward Island | Remote thermographic sensing of livestock |
DE19515317A1 (en) * | 1995-04-18 | 1996-10-24 | Elsbeth Neumann | Early diagnosis of all types of cancer using thermal method |
US5595444A (en) * | 1993-07-02 | 1997-01-21 | Her Majesty The Queen In Right Of Canada, As Represented By The Department Of Agriculture And Agri-Food Canada | Method for detecting poor meat quality in groups of live animals |
US5637871A (en) * | 1993-06-07 | 1997-06-10 | Computational Systems, Inc. | Portable digital infrared thermography system |
WO1998041860A1 (en) * | 1997-03-17 | 1998-09-24 | Her Majesty The Queen In Right Of Canada As Represented By The Department Of Agriculture And Agri-Food Canada | Process for determining a tissue composition characteristic of an animal |
-
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US5637871A (en) * | 1993-06-07 | 1997-06-10 | Computational Systems, Inc. | Portable digital infrared thermography system |
US5595444A (en) * | 1993-07-02 | 1997-01-21 | Her Majesty The Queen In Right Of Canada, As Represented By The Department Of Agriculture And Agri-Food Canada | Method for detecting poor meat quality in groups of live animals |
US5474085A (en) * | 1994-02-24 | 1995-12-12 | University Of Prince Edward Island | Remote thermographic sensing of livestock |
DE19515317A1 (en) * | 1995-04-18 | 1996-10-24 | Elsbeth Neumann | Early diagnosis of all types of cancer using thermal method |
WO1998041860A1 (en) * | 1997-03-17 | 1998-09-24 | Her Majesty The Queen In Right Of Canada As Represented By The Department Of Agriculture And Agri-Food Canada | Process for determining a tissue composition characteristic of an animal |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8789494B2 (en) | 2010-12-09 | 2014-07-29 | Smart Farm Technologies Limited | Detection apparatus for the monitoring of milking animals |
EP4135570A4 (en) * | 2020-04-17 | 2024-04-17 | The Governors of the University of Alberta | Apparatus and methodologies for improved detection of important biological states in animals |
CN112773325A (en) * | 2020-12-31 | 2021-05-11 | 北京市环境保护科学研究院 | Early warning method and system for blepharitis of Brazilian tortoise |
CN112773325B (en) * | 2020-12-31 | 2023-08-01 | 北京市环境保护科学研究院 | Early warning method and system for Brazilian tortoise ophthalmia |
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