This invention relates to a method for detecting and diagnosing disease states in living organisms and specifically relates to diagnosis of disease by measuring electrical properties of body parts.
Several methods exist for diagnosing disease that involve measuring a physical property of a part of the body. A change in such a physical property can signal the presence of disease. For example, x-ray techniques measure tissue physical density, ultrasound measures acoustic density, and thermal sensing techniques measures differences in tissue heat generation and conduction. Other properties are electrical, such as the impedance of a body part that is related to the resistance that the body part offers to the flow of electrical current through it.
Values of electrical impedance of various body tissues are well known through studies on intact humans or from excised tissue made available following therapeutic surgical procedures. In addition, it is well documented that a decrease in electrical impedance occurs in tissue as it undergoes cancerous changes. This finding is consistent over many animal species and tissue types, including, for example human breast cancers.
A method for using electrical properties to diagnose disease involves homologous body parts, i.e., body parts that are substantially similar, such as a left breast and a right breast. In this method, the impedance of a body part of a patient is compared to the impedance of the homologous body part of the same patient. One technique for screening and diagnosing diseased states within the body using electrical impedance is disclosed in U.S. Pat. No. 6,122,544, which is incorporated herein by reference. In this patent, data are obtained from two anatomically homologous body regions, one of which may be affected by disease. Differences in the electrical properties of the two homologous body parts could signal disease.
To draw such a conclusion, it is assumed that, in the absence of disease, the two homologous body parts are sufficiently similar, and, ideally, identical. However, the difference may also arise because of natural variability between body parts, such as variability due to size or structural differences, or the effect of different surrounding tissues. If measured impedances are used directly, the natural variability can skew the results and a faulty diagnosis may result, such as showing disease in a body part.
The present invention balances out differences between homologous body parts that are due to natural factors unrelated to disease, such as differences in size or symmetry between left and right breasts. Once data are prebalanced, statistical analyses can be performed on the data to diagnose disease.
In particular, a method for diagnosing the possibility of disease in one of a first body part and a second substantially similar body part is described herein. The system includes a normalizing module for obtaining a normalizing factors database from a screening population group to account for differences in spatial separation of impedance measurements. This module normalizes a set of measurements within a body part. Once a set of normalizing factors is obtained, a prebalancing factor can be obtained that can further be used to adjust raw electrical measurements. Normalizing factors are applied to a smaller subset of measurements that are likely to better represent the body part as a whole. This set of measurements is reduced further by eliminating a set of the measurements that can be biased by a presence of a disease in a body part. The remaining measurements for each body part are then averaged to obtain an overall measure of a body part electrical property. The quotient between these measures is then used to adjust raw measurements. The adjusted measurements remove the imbalance that might exist due to natural differences between body parts. Adjusted measurements are then used as an input to other methods, such as HEDA (PCT/CA01/01788) to obtain more accurate disease diagnostics.
More particularly, a method and system for diagnosing the possibility of disease in one of a first body part and a second substantially similar body part is described herein. The system includes a prebalancing factor module for obtaining a prebalancing factor (PBF) from a population group to account for variability between the first body part and the second body part. The system also includes an electrode array for measuring a first electrical property of the first body part and a second electrical property of the second body part. The system further includes a prebalancing module for utilizing the prebalancing factor to prebalance at least one of the first electrical property and the second electrical property. The prebalanced first electrical property and second electrical property can be used to diagnose the possibility of disease in one of the first body part and the second body part.
Normalizing Factors Module
Normalization factors are calculated from a population of Ng subjects who have no disease in a body part of interest (e.g. women with disease-free breasts). For each subject, nCI impedance measurements, {Zi,jfirst K}, and nCI impedance measurements, {Zi,jsec K}, re acquired, where Zi,jfirst K is the impedance of the first body part measured between voltage electrodes i and j when current is injected between associated current electrodes, for the Kth subject. For each measurement the specific impedance calculation module 22 calculates:
where Mi,jK is a specific impedance(i.e., impedance per distance), Zi,jK is the measured impedance between voltage electrodes i and j, di,j is related to the distance between the electrodes. (In the last equation and in the rest of this section, the superscripts “first” and “sec” are omitted for clarity of notation; however, it should be understood that these are implied where quantities pertain to the first or second body part.) In one embodiment the Euclidean distance is measured between the voltage electrodes i and j on the electrode array 12 while the electrode array is placed on a realistic model of a body part. In other embodiments, a different metric can be employed that accounts for the curvature of the electrode array, which duplicates the curvature of the breast.
Further, a pair of electrodes (ref1, ref2) are selected, and its specific impedance designated as a reference measurement (Mref). The reference measurement electrodes are the same over the entire subject population. The normalizing quotients for subject K can be calculated as:
for each pair of electrodes (i,j). The normalizing quotients differ based on the position of electrodes on the body part (e.g. on a breast there is a significant difference between measurements in the inner lower region, as compared to the outer upper region).
The normalizing factors calculation module 24 repeats the previous steps in all members of the population group to obtain the set of quotients, {qi,j1,qi,j2, . . . ,qi,jNg}, the superscripts denoting the various members of the group.
The normalizing factor calculation module 24 calculates a set of normalizing factors ri,j given by:
The steps leading to the normalizing factors ri,j are performed on a population group with no disease. These values may then be stored in the normalizing factors database 18.
Prebalancing Factor Module
The prebalancing factor module 16 includes software and/or hardware for obtaining a prebalancing factor PBF from a population group to account for variability between the first body part and the second body part, as described in more detail below. For example, if the first and the second body part are right and left breasts, variability can arise because of size or architectural differences. This variability can skew results when comparing the right and left breasts, and cause faulty diagnosis. The present invention attempts to eliminate such natural variability between the first and the second body part by prebalancing so that differences that do arise can be attributed more confidently to the presence of disease.
Referring to
The electrodes of the electrode array 12 are applied on the patient, the multi-channel impedance measurement instrument 11 measures electrical properties (e.g. impedances) of two substantially similar body parts, such as a left and a right breast.
A small subset of all measurements that characterize the body part is taken. In the case where the first and the second body part are human breasts, it is advantageous that 1) the distance between the electrode pairs in the subset is approximately the same; 2) the electrodes are disposed at the outer area of the breast, and 3) the separation between electrodes in the pairs embraces about a quarter of the breast circumference.
Normalizing factors obtained from a normalizing factors database 18 are applied to the subset of first and second body part measurements 32, as follows:
where Zi,jfirst is the impedance measured between voltage electrodes i and j when current is injected between associated current injection electrodes i and j. In particular, the impedance may be obtained according to Vi,jfirst/Ii,jfirst, where Vi,jfirst is the voltage difference between electrodes i and j when a current Ii,jfirst is injected between associated current injection electrodes i and j.
This yields a normalized subset of impedances for both body parts. These subsets are pared down further to yield a final (and smaller) normalized subset by removing normalized impedances that could correspond to anomalous electrical pathways. For example, these subsets can be formed by removing approximately half of the smallest values of the normalized impedances. These smaller values are removed because they could potentially correspond to electrical pathways encountering malignant tumors. The highest value of the set, which could be an outlier, may also be removed. (Alternatively, more than one, e.g., the two highest values can be removed). The values in the final normalized subsets are averaged as follows:
where each Znormpfirst is associated with a particular pair of electrodes, the sum running over the corresponding pairs that contribute to the subset. Thus, n≦nCI and n′≦nCI. The prebalancing factor PBF is then calculated in the prebalancing factor calculator module 34:
The prebalancing module 36 prebalances all impedance measurements Zi,jfirst and Zi,jsec to yield Zi,jfirst* and Zi,jsec*, where
if PBF is greater than one, and
if PBF is less than one. Once the raw impedance measurements have been prebalanced, the prebalanced values can be processed to diagnose disease with a diagnosis module 66. For example, statistical tests can be performed to determine if significant differences exist between the right and left breast that could signal disease. Examples of such diagnostic procedures that can be performed are described in U.S. Pat. No. 6,122,544.
Different computer systems can be used to implement the method for diagnosing a disease in a body part. In one embodiment, the method can be implemented on a 2 GHz Pentium™ system with 512 Mb RAM.
For each subject to be diagnosed the following steps are performed. A plurality of electrodes is applied to both body parts (46) and impedance measurements are taken (47). A prebalancing factor is calculated based on a subset of measurements and normalized factors database (48). All impedance measurements are prebalanced using the calculated prebalancing factor (49).
It should be understood that various modifications and adaptations could be made to the embodiments described and illustrated herein, without departing from the present invention, the scope of which is defined in the appended claims. For example, although emphasis has been placed on describing a system for diagnosing breast cancer, the principles of the present invention can also be advantageously applied to other diseases of other body parts. In addition, the same principles of the present invention used to prebalance impedance measurements can be used to prebalance other electrical or non-electrical measurements, such as acoustic impedance measurements. Moreover, there are several reasons to prebalance electrical properties besides the diagnosis of disease. For example, electrical data can be prebalanced for the purpose of conducting research, to characterize normal electrical differences between homologous body parts. The method for prebalancing can be used as a predictor of homologous differences as measured by tissue physical density or acoustic transmission properties. A set of “normal or unaffected” values within a larger set may be sought that may contain members that are likely to be outside the normal set. The method and system described herein may then be used to prebalance the appropriate values.
This application is a continuation of application Ser. No. 10/790,846, filed Mar. 3, 2004, the entire contents of which is hereby incorporated by reference.
Number | Date | Country | |
---|---|---|---|
Parent | 10790846 | Mar 2004 | US |
Child | 11684994 | Mar 2007 | US |