Vala Sciences, Inc Download PDFPatent Trials and Appeals BoardJul 14, 20212020005380 (P.T.A.B. Jul. 14, 2021) Copy Citation UNITED STATES PATENT AND TRADEMARK OFFICE UNITED STATES DEPARTMENT OF COMMERCE United States Patent and Trademark Office Address: COMMISSIONER FOR PATENTS P.O. Box 1450 Alexandria, Virginia 22313-1450 www.uspto.gov APPLICATION NO. FILING DATE FIRST NAMED INVENTOR ATTORNEY DOCKET NO. CONFIRMATION NO. 13/865,121 04/17/2013 Patrick M. McDonough VALSC1500US 1673 38000 7590 07/14/2021 Terrance A. Meador 4422 Del Mar Avenue San Diego, CA 92107 EXAMINER DINES, KARLA A ART UNIT PAPER NUMBER 1639 MAIL DATE DELIVERY MODE 07/14/2021 PAPER Please find below and/or attached an Office communication concerning this application or proceeding. The time period for reply, if any, is set in the attached communication. PTOL-90A (Rev. 04/07) UNITED STATES PATENT AND TRADEMARK OFFICE ____________ BEFORE THE PATENT TRIAL AND APPEAL BOARD ____________ Ex parte PATRICK M. MCDONOUGH and JEFFREY H. PRICE ____________ Appeal 2020-005380 Application 13/865,121 Technology Center 1600 ____________ Before JEFFREY N. FREDMAN, ULRIKE W. JENKS, and JOHN G. NEW, Administrative Patent Judges. JENKS, Administrative Patent Judge. DECISION ON APPEAL This is an appeal1 under 35 U.S.C. § 134 involving claims directed to a method of operating an automated microscopy system for measuring biomarker labels. The Examiner has rejected the claims as obvious. We have jurisdiction under 35 U.S.C. § 6(b). We AFFIRM. 1 We use the word Appellant to refer to “applicant” as defined in 37 C.F.R. § 1.42(a). Appellant identifies Vala Sciences as the Real Party in Interest (Appeal Br. 3). Appeal 2020-005380 Application 13/865,121 2 STATEMENT OF THE CASE Background The increasing incidence of cancer in an aging population and the growing use of targeted cancer drugs requiring companion diagnostics using biomarkers are driving the rising need for automated testing and standardization. (Spec. 4.) Cancer diagnostics are becoming increasingly complex due to the increasing number of biomarkers upon which therapeutic decisions are based. (Id.) Classically, the pathologist diagnoses cancer by viewing tissue sections stained with hematoxylin and eosin (H & E), Papanicalou (Pap), and/or others, as depicted in Table 1 of Appellant’s Specification. (Spec. 4, Table 1.) New genes/biomarkers can be measured via immunohistochemistry (bright field or immunofluorescence labels) for cellular molecules including proteins, or chromogenic in situ hybridization (CISH), or fluorescence in situ hybridization (FISH) for nucleic acids (RNA or DNA). (Spec. 4.) A challenge that arises from the growing number of diagnostic tests includes the creation of a test that enables both scoring of the key diagnostic molecules in the tumor or surrounding normal tissue, directly in the same tissue section used by the clinician to perform the initial classical diagnosis. (Spec. 5.) The Specification teaches a method that integrates a pathology diagnostic step with gene/biomarker test(s) to enable the pathologist to perform both steps side-by-side on the same instrument and tissue section. (Spec. 7.) This integrative tool makes pertinent information immediately available to the pathologist or cancer research scientist for rapid identification of both known and novel biomarker patterns. (Spec. 9.) Appeal 2020-005380 Application 13/865,121 3 Claims Claims 1 and 4–15 are on appeal, and can be found in the Claims Appendix of the Appeal Brief (Appeal Br. 16–18). Claim 1 is representative of the claims on appeal, and reads as follows: 1. A method of operating an automated microscopy system for measuring biomarker labels, comprising: [A] labeling tissue sections with first biomarkers comprising fluorescent labels for diagnostic molecules comprising genes, mRNA, and proteins; [B] an automated microscopy-executed step of acquiring images of the fluorescently-labeled tissue sections; [C] labeling the same tissue sections with second biomarkers comprising classical diagnostic bright field dyes; [D] an automated microscopy-executed step of scanning the classically-labeled tissue sections to acquire images of them; [E] an automated microscopy-executed step of displaying the fluorescent images and the bright field images together; and, [F] an automated microscopy-executed histocytometry step of generating and displaying measurements of first or second biomarkers on a cell-by-cell basis comprising image segmentation and measurement analysis of biomarker quantities in each cell and each cell compartment. Appeal Br. 16 (Claims Appendix) (bracketing and lettering added for reference convenience). Rejections A. The Examiner rejected claims 1, 4–9, and 15 under 35 U.S.C. § 103(a) as being unpatentable over Cline2 in view of Hunter3 and Ingermanson4 (Final Act. 3–8). 2 Cline et al., US 2008/0032328 A1, published Feb. 7, 2008. 3 Hunter et al., US 2007/0016373 A1, published Jan. 18, 2007. 4 Ingermanson et al., US 2010/0192084 A1, published on July 29, 2010. Appeal 2020-005380 Application 13/865,121 4 B. The Examiner rejected claims 10–13 under 35 U.S.C. § 103(a) as being unpatentable over Cline, Hunter, Ingermanson, and in further view of Key5 (Final Act. 9–11). C. The Examiner rejected claim 14 under 35 U.S.C. § 103(a) as being unpatentable over Cline, Hunter, Ingermanson, Key, and in further view of Tafas6 (Final Act. 11–12). Principle of Law A prima facie case for obviousness “requires a suggestion of all limitations in a claim,” CFMT, Inc. v. Yieldup Int’l Corp., 349 F.3d 1333, 1342 (Fed. Cir. 2003), and “a reason that would have prompted a person of ordinary skill in the relevant field to combine the elements in the way the claimed new invention does.” KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 418 (2007). Obviousness over Cline, Hunter, and Ingermanson The Examiner rejects claims 1, 4–9, and 15 based on the combination of Cline, Hunter, and Ingermanson, and rejects claims 10–13 by additionally including Key, and claim 14 by additionally including Tafas. Since all of these rejections rely upon the underlying teachings of Cline, Hunter, and Ingermanson regarding “generating and displaying measurements of first or second biomarkers on a cell-by-cell basis” as recited in claim element 1F, the same issue is dispositive for all of these rejections, so we will consider the rejections together. The Examiner reasons that the combination of Cline, Hunter, and Ingermanson renders the claimed invention obvious. (Final Act. 6.) The 5 Key, M., WO 2009/085576 A2, published July 9, 2009. 6 Tafas et al., US 2010/0315502 A1, published Dec. 16, 2010. Appeal 2020-005380 Application 13/865,121 5 Examiner finds that Cline teaches an automated microscopy system for imaging tissue stained with both molecular markers and morphological stains and a means for displaying images. (Final Act. 4 (citing Cline ¶ 15).) The Examiner also finds that Cline teaches overlaying molecular image information with H&E dye stained images and measuring the color and intensity of nuclei in the sample thereby constituting the generation and display of measurements of first or second biomarkers on a cell-by-cell basis. (Id. (citing Cline ¶¶ 7, 8).) The Examiner finds that Hunter teaches multicompartment models for cellular translocation events where many potentially important molecular targets are regulated in their expression levels and where these targets include the release of specific DNA binding proteins which regulate gene transcription (i.e., genes and mRNA). (Id. (citing Hunter ¶ 44).) Further, the Examiner finds that Ingermanson teaches that cell-by-cell experimental data are easily manipulated by tools accessed via tools for image analysis and that cell data can be viewed and exported into common Excel compatible formats. (Id. (citing Ingermanson ¶ 59).) Does the preponderance of the evidence of record support the Examiner’s conclusion that the combination of Cline, Hunter, and Ingermanson renders the method as recited in claim 1 obvious? Findings of Fact FF1. Cline teaches an automated microscopy system for imaging tissue stained with both molecular markers and morphological stains and a means for displaying images. (See Cline ¶¶ 9, 15; Final Act. 4.) FF2. Cline teaches providing a tissue on a substrate, applying one or more molecular probes adapted to provide fluorescent molecular markers, Appeal 2020-005380 Application 13/865,121 6 and obtaining a first digital image of the tissue section and the fluorescent molecular markers. (See Cline ¶¶ 9, 30; Final Act. 4.) FF3. Cline teaches that the tissue section is labeled with a morphological marker such as a traditional dye, placed at the same location under the microscope to obtain a bright field image or second digital image of the tissue section. (See Cline ¶¶ 9, 49; Final Act. 4.) FF4. Cline teaches displaying both the fluorescent and bright field images together. (See Cline ¶¶ 9, 58, 59; Final Act. 4.) Cline teaches using feature points such as center of nuclei and orientation of membrane structures in order to align the images. (Cline ¶ 9.) FF5. Cline teaches overlaying image information with H&E dye stained images and measuring the color and intensity of nuclei in the sample. (See Cline ¶¶ 7, 8; Final Act. 4.) Cline teaches that the method further comprises the steps of segmenting at least one of the images into nuclei, epithelia and stroma, and creating a mask of the stroma. (See Cline ¶ 11.) FF6. Cline teaches that their imaging methods provide greatly improved value to quantitative pathology and that image analysis algorithms can benefit from the added channels to separate tissue compartments. (See Cline ¶ 72; Final Act. 5.) FF7. Cline teaches that their imaging methods are not limited to morphological stains or fluorescent biomarkers or even to pathology, and thus, encompass any stain that enables some informative aspect or feature of a biological sample to be visualized so that it can be digitally imaged and processed would be suitable for these methods, e.g., cytological or morphological stains, immunological stains such as immunohisto- and immunocyto-chemistry stains, etc. (See Cline ¶ 79; Final Act. 5.) Appeal 2020-005380 Application 13/865,121 7 FF8. Cline teaches two or more markers presented digitally on the same tissue section where these markers, such as fluorescent markers, are used to identify the expression of proteins and pathways for disease in tissue by sequential digitizing and processing the images based, in part, on cell morphology and biological pathways. (See Cline ¶ 6; Final Act. 7.) FF9. Cline teaches that probes are bound to overexpressed proteins in diseases such as cancer and the tissue microarray elements are imaged in a fluorescent microscope. The tissue microarray is then stained to show the morphology and digitized. (See Cline ¶ 8.) FF10. Cline teaches that the method may comprise the step of viewing one or more of the images with a virtual microscope for communication over a communications network. (See Cline ¶ 13; Final Act. 9.) FF11. Cline teaches that the means for storing the digital images stained with molecular markers and morphological stains may be remotely located from the processors and may be accessed through any suitable connection device or communications network including the internet. (See Cline ¶ 74; Final Act. 10.) FF12. Cline teaches that the automated system for carrying out the method generally comprises a means for at least temporarily storing the digital images stained with the molecular markers and the morphological stains. (See Cline ¶ 15.) FF13. Hunter teaches the development of multicompartment models for cellular translocation events where many potentially important molecular targets are regulated in their expression levels and also by their subcellular or spatial localization. (See Hunter ¶ 44; Final Act. 4.) Appeal 2020-005380 Application 13/865,121 8 FF14. Hunter teaches that the cell contains protein complexes that can be dissociated by proteolysis to release specific DNA binding proteins which regulate gene transcription and that any of these processes can be targets for improving clinical efficacy and reducing side-effects. (See Hunter ¶ 44; Final Act. 4–5.) FF15. Hunter teaches that the identification of discrete compartments has been achieved by compartment specific labeling using dyes. (See Hunter ¶ 45; Final Act. 5.) FF16. Ingermanson teaches that each unique cell has a set of unique measurements. (See Ingermanson ¶ 220; Final Act. 5.) FF17. Ingermanson teaches cell-by-cell experimental data are easily manipulated by tools accessed via tools for image analysis and that cell data can be viewed and exported into common Excel compatible formats. (See Ingermanson ¶ 59; Final Act. 5–6.) FF18. Key teaches that the test sample can be a biopsy specimen or a tissue section. (See Key, 16:18–19, 25–26; Final Act. 9.) Key teaches a calibrator cell pellet for use as a standard for quantifying the intensity of staining, for example, for normalizing staining as a calibrated standard thereby allowing more accurate quantitation of staining intensity. (See Key, 19:18–23; Final Act. 9.) FF19. Key teaches that the calibrator cell pellet is similar to a positive control in that it contains the molecule of interest; however, the calibrator cell pellet also has a known amount of the molecule of interest, and thus using this method provides a quantitative method of determining the concentration of an unknown molecule. (See Key, 30:9–14, 19–20; Final Act. 9.) Appeal 2020-005380 Application 13/865,121 9 FF20. Tafas teaches that it may be advantageous after receiving a microscopic image to be able to revisit the slide in the future and regulations may require that a specimen sample on a microscope slide be archived in order to allow post-diagnostic review of a diagnostic decision. (See Tafas ¶ 13; Final Act. 11.) Analysis Claim 1 The Examiner concludes that the combination of references teaches and/or suggests every claim limitation as recited in claim 1. (Ans. 14–19.) In particular, the Examiner finds that Cline teaches (1) an automated microscopy system in which a tissue section with two biomarkers is stained, one fluorescently labeled and another stained with classical diagnostic bright field dyes, in a method in which the digital images of the biomarkers are displayed together under a microscope, (2) the method further comprises segmenting at least one of the images into nuclei, epithelia, and/or stroma such that the color and intensity of these labeled segments is measured and identifying one or more molecular pathways based on the biomarkers such that the identified molecular pathways is quantified as a function of one or more segmented morphological structures; and (3) these measurements of the biomarker(s) labeled constitute a measurement analysis of biomarker quantities in each cell and in each cell compartment. (Ans. 14–17; FF1–FF5 and FF8.) The Examiner further reasons that an ordinary skilled artisan would have understood cellular compartments to mean any closed structure within the cytosol such as a nucleus, mitochondria, and microtubules. (Ans. 16.) Moreover, the Examiner reasons that by overlaying molecular image information of H&E dye stained images and fluorescent stained images, and Appeal 2020-005380 Application 13/865,121 10 measuring the color and intensity of nuclei, for example, in the tissue sample, constitutes the generation and display of the first or second biomarker measurements on a cell-by-cell basis. (Ans. 16–17.) The Examiner further concludes that an ordinary skilled artisan would have been motivated to fluorescently label mRNA along with genes and proteins with diagnostic molecules in light of the teachings of Hunter. Specifically, Hunter teaches that the cell involves protein complexes that can be dissociated to release specific DNA binding proteins, which regulate gene transcription (i.e., genes and mRNA) and that any of these processes can be targets for improving clinical efficacy. (Final Act. 6; FF14.) In addition, the Examiner reasons that an ordinary skilled artisan would have been motivated to generate and display measurements of first or second biomarkers on a cell-by-cell basis comprising image segmentation and measurement analysis of biomarker quantities in each cell and each cell compartment in light of the teachings of Ingermanson because Ingermanson teaches that each cell has an unique set of measurements and because cell-to-cell differences are important in cellular analysis. (Final Act. 6; FF13–FF14.) Therefore, the Examiner concludes the cited references teach all the limitations of claim 1. Appellant contends that the combined references fail to teach and/or suggest every claim limitation, in particular, the claim limitation of an automated microscopy-executed histocytometry step of generating and displaying measurements of first or second biomarkers on a cell-by-cell basis comprising image segmentation and measurement analysis of biomarker quantities in each cell and each cell compartment. (Appeal Br. 5.) Appellant asserts that Cline does not teach single cell cytometry for Appeal 2020-005380 Application 13/865,121 11 quantification of biomarkers or measuring the color and intensity of any cellular component in the sample in order to generate cell-by-cell measurements. (Appeal Br. 6.) Rather, Appellant asserts that Cline refers to regions such as glands where a measurement based on color is derived largely from a union of identically colored cellular components in that region. (Id.) These are “cluster centers,” which are used for image alignment. (Id. (citing Cline ¶ 9).) Appellant further argues that Cline teaches segmenting a nuclear subregion of a glandular region, but not specific individual nuclei in the subregion. (Id.) Appellant contends that Figures 2A and 2B of Cline fail to demonstrate image segmentation and displays no “measurements of the first or second biomarkers on a cell-by-cell basis.” (Id. at 7.) Rather, Figure 2A shows an embodiment of an H&E image and Figure 2B shows the segmentation of the H&E image of Figure 2A where the segmentation is into two compartments; namely, clumps of cells (i.e., compartments containing multiple cells), and rarely, single cells. (Id. at 7–8.) Thus, Appellant contends that Cline only teaches using enough image measurement information to enable an algorithm to accurately register two sequential images of the same tissue section so that a single image showing multiple colors can be displayed. (Id. at 8–9.) Appellant contends that an ordinary skilled artisan would not turn to Hunter or Ingermanson to suggest generating and displaying cell-by-cell measurements of biomarkers in the setting of a pathology laboratory. (Id. at 10 and 12.) Appellant asserts that Hunter relates to drug discovery screening where cell measurements are used in a high throughput screening of lead compounds. (Id. at 10.) In order for drug discovery screening to work, Appellant asserts that the cells must be alive in culture in order for the cells Appeal 2020-005380 Application 13/865,121 12 to react with the test compounds. (Id.) In contrast, Appellant contends that pathology comprises the analysis of dead cells in tissue sections. (Id.) Therefore, Appellant argues that the field of endeavor of Cline and Hunter are quite different where Cline is directed to the field of automated pathology and Hunter is directed to the field of high throughput drug discovery. (Id. at 10–11.) Similarly, Appellant contends that Ingermanson is directed to a different field of endeavor compared to Cline where Ingermanson does not teach or suggest measuring first or second biomarkers on a cell-by-cell basis. (Id. at 12.) Appellant asserts that Ingermanson is mainly concerned with management and control of an image processing pipeline by way of a graphical user interface (GUI). (Id.) Ingermanson performs quantitative measurements associated with a morphological characteristic such as a cell nucleus, a cell border, a cell body, etc. (Id.) As such, Appellant contends that Ingermanson also is directed to high throughput inspection of living cells contained in wells of a plate as opposed to a histocytometry step. (Id. at 14.) Thus, Appellant argues that an ordinary skilled artisan would not be motivated to consider “generating and displaying measurements of first or second biomarkers on a cell-by-cell basis comprising image segmentation and measurement analysis of biomarker quantities in each cell and each cell compartment” as recited in claim 1. (Id. at 13.) We are not persuaded. We agree with the Examiner’s factual findings and conclusion, as set out in the Final Action and Answer which we adopt and incorporate herein by reference. Regarding Appellant’s argument that the combination of references fails to teach and/or suggest each claim limitation as recited in claim 1, one cannot show nonobviousness by Appeal 2020-005380 Application 13/865,121 13 attacking references individually where the rejections are based on combinations of references. See In re Keller, 642 F.2d 413 (CCPA 1981); In re Merck & Co., 800 F.2d 1091 (Fed. Cir. 1986). Furthermore, [t]he test for obviousness is not whether the features of a secondary reference may be bodily incorporated into the structure of the primary reference; nor is it that the claimed invention must be expressly suggested in any one or all of the references. Rather, the test is what the combined teachings of the references would have suggested to those of ordinary skill in the art. In re Keller, 642 F.2d at 425. Appellant limits its argument to whether the combined cited references teach and/or suggest the automated microscopy-executed histocytometry step recited in claim 1. As such, our discussion will similarly be limited to discussion of the last claimed step in claim 1 (i.e., step [F] supra). It is acknowledged that Cline teaches that the image pixel is segmented into compartments based on clustering and detection algorithms. (See Cline ¶ 8; FF5, FF7.) However, Cline also teaches, in one embodiment, that these segmented compartments of the H&E stained color images can be measured where the color and intensity of specific cell components such as glands, epithelia, stroma and/or nuclei is determined. (FF5.) Cline teaches that the image can then be further segmented such that the color and intensity of the second biomarker (i.e., H&E dye stained morphological marker such as hematoxylin for DNA) is measured for a specific cell component such as a nuclei. (FF1–FF5; see also Cline Figs. 2A and 2B.) The nucleus of any cell that is labeled in the cell cluster will be illuminated and an ordinary skilled artisan can quantify the number cells and cell compartments (e.g., nuclei) that are illuminated, which then allows for the Appeal 2020-005380 Application 13/865,121 14 identification of molecular pathways as a function of one or more morphological components. (See Ans. 14–15; FF1–FF6.) Therefore, the pathologist is examining the image on a cell-by-cell basis because the individual nuclei are illuminated based on which nuclei are labeled within a cell cluster. Furthermore, Cline teaches that molecular biomarkers, e.g., fluorescently labeled markers such as Her2/neu, etc., advantageously provide functional and compartmental information that is not visible using H&E stains alone. (Cline ¶¶ 30–32.) Cline then teaches that identification of one or more molecular pathways based on the molecular marker where the molecular pathway is indicative of a disease. (Cline ¶ 11.) Thus, contrary to Appellant’s argument, the teachings of Cline teach and/or suggest an automated microscopy-executed histocytometry step of generating and displaying measurements of first or second biomarkers on a cell-by-cell basis comprising image segmentation and measurement analysis of biomarker quantities in each cell and each cell compartment. Notwithstanding the teachings of Cline, the Examiner further relies on Ingermanson to support that an ordinary skilled artisan would be motivated with a reasonable expectation of success to measure the generated and displayed first or second biomarkers taught in Cline on a cell-by-cell basis. (Ans. 15.) Ingermanson teaches that each unique cell has a set of unique measurements. (Id.; FF16.) Ingermanson also teaches that cell-by-cell experimental data is easily manipulated by tools accessed via tools for image analysis and that cell data can be viewed and exported into common Excel compatible formats. (Id.; FF17.) Therefore, we agree with the Examiner’s conclusion that an ordinary skilled artisan would be motivated with a reasonable expectation of success to generate and display measurements of Appeal 2020-005380 Application 13/865,121 15 first or second biomarkers taught in Cline on a cell-by-cell basis because cell-by-cell experimental data is easily manipulated by tools accessed via tools for image analysis. We are not persuaded by Appellant’s argument that an ordinary skilled artisan would not turn to Hunter or Ingermanson to suggest generating and displaying cell-by-cell measurements of biomarkers in the setting of a pathology laboratory because Hunter and Ingermanson are directed to a different field of endeavor. (Appeal Br. 10 and 12.) To determine what is “analogous prior art” for the purpose of analyzing the obviousness of the subject matter at issue two criteria have evolved: (1) whether the art is from the same field of endeavor, regardless of the problem addressed, or (2) if the reference is not within the field of the inventor’s endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved. In re Clay, 966 F.2d 656, 658–59 (Fed. Cir. 1992).7 See also In re Klein, 647 F.3d 1343, 1348 (Fed. Cir. 2011) (a reference is reasonably pertinent and thus analogous if it “would have commended itself to an inventor’s attention in considering his problem”).8 In KSR, the Court instructed that “[w]hen a work is available in one field of endeavor, design incentives and 7 See also In re Bigio, 381 F.3d 1320, 1325 (Fed. Cir. 2004). 8 See also In re ICON Health and Fitness, Inc., 496 F.3d 1374, 1380 (Fed. Cir. 2007) (citing In re Paulsen, 30 F.3d 1475, 1481 (Fed. Cir. 1994) (finding that an inventor considering a hinge and latch mechanism for portable computers would naturally look to references employing other “housings, hinges, latches, springs, etc.,” which in that case came from areas such as “a desktop telephone directory, a piano lid, a kitchen cabinet, a washing machine cabinet, a wooden furniture cabinet, or a two-part housing for storing audio cassettes”)). Appeal 2020-005380 Application 13/865,121 16 other market forces can prompt variations of it, either in the same field or a different one.” KSR, 550 U.S. at 417. Cline is generally related to tissue micro array (TMA) processing and imaging. (See Cline ¶ 1; FF1–FF12.) Cline teaches that TMAs are used for many analytic and diagnostic purposes includes the diagnosis of diseased tissue at the molecular level. (Cline ¶ 2.) Hunter is generally related to an assay of biological material by means of high, speed, high throughput cytometry using fractionalized intensities of subcellular components in magnified images. (See Hunter ¶ 2; FF13–FF15.) Ingermanson is generally related to the technical field of image processing. (See Ingermanson ¶ 9; FF16–FF17.) More particularly, Ingermanson is related to automated analysis of magnified images and the instrumentation system used to in the analysis of the magnified images. (See Ingermanson ¶ 9; FF17.) Ingermanson teaches magnified images of biological material are obtained for purposes of study, diagnosis, or determination of experimental results. (See Ingermanson ¶ 10.) Appellant’s narrow interpretation of the field of endeavor, i.e., pathology laboratory for Cline, drug discovery screening where cell measurements are used in a high throughput screening of lead compounds for Hunter, and management and control of an image processing pipeline by way of a graphical user interface (GUI) for Ingermanson, is unpersuasive. (See Appeal Br. 10 and 12.) Appellant offers no legal basis for such a narrow interpretation. We, therefore, find that each cited reference is within the same field of endeavor; namely, the field of analytical and diagnostic processing and imaging of a biological material. Nonetheless, assuming arguendo, that the cited references encompass different fields of endeavor, the cited references are reasonably pertinent to Appeal 2020-005380 Application 13/865,121 17 the particular problem with which the inventor is involved. The problem identified in the Specification includes creating a test that enables both scoring of the key diagnostic molecules in a tumor or surrounding normal tissue, directly in the same tissue section as the clinician uses to perform the classical initial diagnosis. (See Spec. ¶¶ 5, 6.) The Specification further teaches that the claimed invention solves this problem by integrating a pathology diagnostic step with a gene/biomarker test(s) to enable the pathologist to perform both steps side-by-side on the same instrument. (Id. ¶ 7.) This integrative tool makes pertinent information immediately available to the pathologist or cancer research scientist for rapid identification of both known and novel biomarker patterns and enables rapid integration of sets of cancer biomarker pattern analyses into the tissue and cellular microscope-image viewpoint of the pathologist to create a multiplexed high throughput cancer biomarker histocytometry toolset. (Id. ¶ 9.) We find that each cited reference would enable an ordinary skilled artisan to solve this problem of integrating a diagnostic and identification step as the cited references are each directly related to improving analytical and diagnostic processing and imaging of biological materials. (FF1–FF17.) Thus, even if the cited references encompass different fields of endeavor, each is reasonably pertinent to the particular problem with which the inventor is involved. For the reasons discussed above, we agree with the Examiner’s conclusion. Appellant has not persuasively shown that the cited combination of references fails to teach and/or suggest each claim limitation as recited in claim 1. Thus, we conclude that the preponderance of the Appeal 2020-005380 Application 13/865,121 18 evidence does support the Examiner’s position and therefore affirm the rejection of claims 1, and 5–9 and 15 on appeal. Claim 4 The Examiner finds that Cline suggests that tissues having a biomarker(s) overexpressed in cancer would be present only in areas of tissue overexpressing the biomarker(s) and tissues not expressing biomarkers would not have a detectable biomarker associated with that tissue, and therefore, necessarily constitutes a gradient between tumor (biomarker labels detected) and non-tumor (no biomarker labels detected) areas of the tissue section (Final Act. 7–8; FF4–FF9). Appellant contends that the combination of references fails to teach and/or suggest the claim limitation as recited in claim 4. (Appeal Br. 14.) Appellant asserts that the Office’s interpretation of Cline is misplaced because there is no basis for the Office to reasonably interpret Cline as necessarily teaching or inferring that there would be a decrease in biomarkers displayed in areas outside of cancerous cells which do not overexpress the biomarker thereby constituting a gradient between tumor and non-tumor areas of the tissue section. (Id.) Rather, Appellant argues that Cline teaches sequential imaging and registration methods that enable “for the first time” two or more markers to be presented on the same tissue section without any discussion of generating a gradient from the distances for detecting the presence of tumor outside the tissue section. (Id.) Appellant argues that such a conclusion is only possible by engaging in retrospective reasoning, which is unpermitted. (Id.) We are not persuaded by Appellant’s argument that Cline cannot be reasonably interpreted as teaching an inference that there would be a Appeal 2020-005380 Application 13/865,121 19 decrease in biomarkers displayed in areas outside of cancerous cells which do no overexpress the biomarker thereby constituting a gradient between tumor and non-tumor areas of the tissue section without utilizing hindsight reasoning. Any judgment on obviousness is in a sense necessarily a reconstruction based upon hindsight reasoning, but so long as it takes into account only knowledge which was within the level of ordinary skill at the time the claimed invention was made and does not include knowledge gleaned only from applicant’s disclosure, such a reconstruction is proper. In re McLaughlin, 443 F.2d 1392, 1395 (CCPA 1971). Appellant does not direct us to evidence in the record to persuade us that the Examiner improperly relied upon knowledge that was derived solely from Appellant’s Specification and not from either the teachings and suggestions of the prior art or the knowledge of a skilled artisan. As discussed supra, Cline shows images of cell clusters where one or more individual cell components such as the nuclei can be measured and quantified based on the cell component labeled. (See Cline Figs. 2A and 2B; FF4–FF7.) Moreover, the plain and ordinary meaning of a “concentration gradient” is the difference in the concentration of a substance between two areas.9 Given that the image will illuminate which cell components are labeled and which are not, we agree with the Examiner that an ordinary skilled artisan can determine the gradient between cell components labeled and those not labeled thereby indicative of cells labeled and those not labeled, e.g., tumor versus non-tumor cells. (Final Act. 7.) We are consequently not persuaded by Appellant’s argument. 9 “Transport across membranes,” BBC, available online at https://www.bbc.co.uk/bitesize/guides/zqdhjty/revision/2, 4 pages at page 2 (2021). Appeal 2020-005380 Application 13/865,121 20 For the reasons discussed above, we agree with the Examiner’s conclusion. Appellant has not persuasively shown that the cited combination of references fails to teach and/or suggest each claim limitation as recited in claim 4. Thus, we conclude that the preponderance of the evidence does support the Examiner’s position and therefore affirm the rejection of claim 4 on appeal. Claims 10–13 Appellant contends that the cited combination of references fails to teach and/or suggest the claim limitations as recited in claims 10–13. (Id. at 14–15.) Appellant asserts that Key teaches a calibrator cell pellet standard that displays a color that is proportional to the amount of a molecule of interest, which “provides an objective and quantitative method of determining the concentration of an ‘unknown molecule.’” (Id. at 15.) Such a teaching, Appellant argues, fails to teach or suggest “displaying images and measures from an on-slide standard for normalizing the measures of the biomarkers of other tissues.” (Id.) Appellant argues that to infer any further functionality, without reference to an explicit passage in Key describing displaying images and measures from an on-slide standard, is to engage in retrospective reasoning, which is unpermitted. We are not persuaded. Appellant does not direct us to sufficient evidence in the record to persuade us that the Examiner improperly relied upon knowledge that was derived solely from Appellant’s Specification and not from either the teachings and suggestions of the prior art or the knowledge of a skilled artisan. See In re McLaughlin, 443 F.2d at 1395. Key expressly teaches a calibration method for normalizing staining thereby allowing more accurate quantitation of staining intensity. (FF18–FF19.) Appeal 2020-005380 Application 13/865,121 21 Therefore, we find that the Office did not utilize improper hindsight. We are consequently not persuaded by Appellant’s argument. For the reasons discussed above, we agree with the Examiner’s conclusion. Appellant has not persuasively shown that the cited combination of references fails to teach and/or suggest each claim limitation as recited in claims 10–13. Thus, we conclude that the preponderance of the evidence does support the Examiner’s position and therefore affirm the rejection of claims 10–13 on appeal. Claim 14 Appellant contends that the cited combination of references fails to teach and/or suggest the claim limitations as recited in claim 14. (Appeal Br. 15.) Appellant asserts that Tafas teaches the possibility of future regulations requiring storage of microscope slides for archival purposes in order to allow post-diagnosis review of a diagnostic decision. (Id.) Appellant further asserts that Tafas teaches that the possibility of storing specimen image data with the slide in order to determine the degree of degradation of the specimen over time. (Id.) Such teachings, Appellant argues, fails to reference biomarkers or on-slide standards. (Id.) Appellant argues that to infer any further characteristics of Tafas’s archive of microscope slides, without reference to an explicit passage in Tafas describing displaying images and measures from an on-slide standard, is to engage in retrospective reasoning, which is unpermitted. (Id.) We are not persuaded. Appellant does not direct us to sufficient evidence in the record to persuade us that the Examiner improperly relied upon knowledge that was derived solely from Appellant’s Specification and not from either the teachings and suggestions of the prior art or the Appeal 2020-005380 Application 13/865,121 22 knowledge of a skilled artisan. See In re McLaughlin, 443 F.2d at 1395. Tafas expressly suggests that it is advantageous to store microscopic images to be able to revisit the slide in the future and regulations may require that a specimen sample on a microscope slide be archived in order to allow post- diagnostic review of a diagnostic decision (FF20). Therefore, we find that the Office did not utilize improper hindsight. We are consequently not persuaded by Appellant’s argument. For the reasons discussed above, we agree with the Examiner’s conclusion. Appellant has not persuasively shown that the cited combination of references fails to teach and/or suggest each claim limitation as recited in claim 14. Thus, we conclude that the preponderance of the evidence does support the Examiner’s position and therefore affirm the rejection of claim 14 on appeal. Appeal 2020-005380 Application 13/865,121 23 SUMMARY We affirm the rejection of claims 1, 4–9, and 15 under 35 U.S.C. § 103(a) over Cline, Hunter, and Ingermanson. We affirm the rejection of claims 10–13 under 35 U.S.C. § 103(a) over Cline, Hunter, Ingermanson, and Key. We affirm the rejection of claim 14 under 35 U.S.C. § 103(a) over Cline, Hunter, Ingermanson, Key, and Tafas. Claim(s) Rejected 35 U.S.C. § Reference(s)/Basis Affirmed Reversed 1, 4–9, 15 103(a) Cline, Hunter, Ingermanson 1, 4–9, 15 10–13 103(a) Cline, Hunter, Ingermanson, Key 10–13 14 103(a) Cline, Hunter, Ingermanson, Key, Tafas 14 Overall Outcome 1, 4–15 No time period for taking any subsequent action in connection with this appeal may be extended under 37 C.F.R. § 1.136(a). AFFIRMED Copy with citationCopy as parenthetical citation