Prosecution Insights
Last updated: October 04, 2026
Application No. 17/472,370

DETECTABLE ARRAYS, SYSTEMS FOR DIAGNOSIS, AND METHODS OF MAKING AND USING THE SAME

Final Rejection §101§103§112
Filed
Sep 10, 2021
Priority
Sep 24, 2013 — provisional 61/881,754 +2 more
Examiner
BUNKER, AMY M
Art Unit
1684
Tech Center
1600 — Biotechnology & Organic Chemistry
Assignee
Entopsis Inc.
OA Round
4 (Final)
29%
Grant Probability
At Risk
5-6
OA Rounds
0m
Est. Remaining
75%
With Interview

Examiner Intelligence

Grants only 29% of cases
29%
Career Allowance Rate
147 granted / 505 resolved
-30.9% vs TC avg
Strong +46% interview lift
Without
With
+45.5%
Interview Lift
resolved cases with interview
Typical timeline
3y 11m
Avg Prosecution
55 currently pending
Career history
566
Total Applications
across all art units

Statute-Specific Performance

§101
6.7%
-33.3% vs TC avg
§103
36.6%
-3.4% vs TC avg
§102
19.4%
-20.6% vs TC avg
§112
26.9%
-13.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 505 resolved cases

Office Action

§101 §103 §112
Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . DETAILED ACTION The text of those sections of Title 35, U.S. Code not included in this action can be found in a prior Office Action. Status of Claims Claim 48 is currently pending. Claim 48 has been amended by Applicants’ amendment filed 02-24-2026. Claims 52, 53, 61, 63-66, 68, 72-75, 78 and 79 have been canceled by Applicants’ amendment filed 02-24-2026. No claims have been added by Applicants’ amendment filed 02-24-2026. Applicant elected without traverse of Group I, claims 48-61 directed to a label-free method of detecting one or more unlabeled analytes in a first sample on a first detectable array in the reply filed March 8, 2023. Applicant subsequently elected with traverse of Group I, claims 48-53, 58, 60, 61 and 63-67, directed to a label-free method of detecting one or more unlabeled analytes in a first sample on a first detectable array; and the election of Species with traverse including: Species (A): wherein the substrate comprises at least two chemically distinct macromolecules affixed to different surfaces (instant claim 52); and Species (B)/(C): wherein each surface further comprises a photoinitiator (instant claim 76), in the reply filed on August 25, 2023 was previously acknowledged. Claims 50, 51, 70 and 71 were previously withdrawn and claims 68, 72-75, 78 and 79 are newly withdrawn from further consideration pursuant to 37 CFR 1.142(b) as being drawn to a non-elected invention, there being no allowable generic or linking claim. Applicant timely traversed the restriction (election) requirement in the reply filed on August 25, 2023. The restriction requirement was deemed proper and was made FINAL. The claims will be examined insofar as they read on the elected species. A complete reply to the final rejection must include cancellation of nonelected claims or other appropriate action (37 CFR 1.144) See MPEP § 821.01. Therefore, claim 48 is under consideration to which the following grounds of rejection are applicable. Priority The present application filed September 10, 2021 is a DIV of US Patent Application 15/023,321, filed March 18, 2016 (now abandoned), which is a 35 U.S.C. 371 national stage filing of International Application No. PCT/US2014/056822, filed on September 22, 2014, which claims the benefit of US Provisional Patent Application No. 61/881,754, filed September 24, 2013. Withdrawn Objections/Rejections Applicants’ amendment and arguments filed February 24, 2026 are acknowledged and have been fully considered. The Examiner has re-weighed all the evidence of record. Any rejection and/or objection not specifically addressed below are herein withdrawn. Maintained Objections/Rejections Claim Interpretation: the term “representations thereof” such as recited in claim 48 is interpreted to refer to any type of representation of the one or more first images and/or one or more predetermined second images such as, for example, mathematical representations, digital representations, visual representations, optical representations, graphical representations, color representations, textural representations, vocal representations, false color images, etc. (e.g., algorithms, video, audio, photographs, texture, absorption, fluorescence, digital images or formats, charts, color values, color grids, binary patterns, paintings, impressions, a memory of the image, etc.). The term “caramelization” such as recited in claim 48 is interpreted to refer to any process undergone by any component of a detectable array (to any degree) including one or more of the unlabeled or labeled analytes, macromolecules, coatings substrate surfaces, silane, siloxane, functional groups, polymers, monomers, etc. including: (1) turning brown (or any other color in a false color image); (2) the oxidation of sugar molecules at high temperatures; (3) solvent-mediated browning; and (4) the development of a rich, sweet, nutty and/or buttery flavor, etc. The term “receiving a result” such as recited in claim 48 is interpreted to refer to a result that is determined, provided, calculated, received, and/or transmitted by any method such as, for example, via computer, computer program, algorithm, mathematical equations, visual assessment, human brain interpretation, comparisons, measurements, statistical analysis, telephone, etc. Claim Rejections - 35 USC § 112(b) The rejection of claim 48 is maintained under 35 U.S.C. 112(b) as being indefinite for failing to particularly point out and distinctly claim the subject matter which applicant regards as the invention. Claim 48 is indefinite for the recitation of the term “the substrate coatings” such as recited in claim 48, line 8. There is insufficient antecedent basis for the term “the substrate coatings” in the claim because claim 48, line 6 recites the term “one or more substrate coatings.” The Examiner suggests that Applicant amend the claim to recite, for example, “wherein the one or more substrate coatings are located on.” Claim 48 is indefinite for the recitation of the term “the surface” such as recited in claim 48, lines 8 and 9. There is insufficient antecedent basis for the term “the surface” in the claim because claim 48, line 4 recites the term “a plurality of surfaces.” Claim 48 is indefinite for the recitation of the term “the substrate” such as recited in claim 48, lines 9-10 and 48-49. There is insufficient antecedent basis for the term “the substrate” in the claim because claim 48, line 4 recites the term “one or more substrates.” Claim 48 is indefinite for the recitation of the terms “one or more a plurality of macromolecules” and “one or more the plurality of macromolecules” such as recited in claim 48, lines 8-9, 12, 13, 21-22, 30-31 and 33 because it is unclear whether the term refers to a plurality of macromolecules, or whether the term refers to one or more of a plurality of macromolecules (e.g., one or more pluralities of macromolecules) and, thus, the metes and bounds of the claim cannot be determined. Claim 48 is indefinite for the recitation of the term “the macromolecule” such as recited in claim 48, lines 19-20. There is insufficient antecedent basis for the term “the macromolecule” in the claim because claim 48, lines 8-9 recites the term “one or more a plurality of macromolecules.” Claim 48 is indefinite for the recitation of the term “the identity, pattern or both identity and pattern” such as recited in claim 48, lines 30-31 and 32-33. There is insufficient antecedent basis for the term “the identity, pattern or both identity and pattern” in the claim because claim 48, line 14 recites the term “arranged in a pattern.” Claim 48 is indefinite for the recitation of the term “any other substrate coating” such as recited in claim 48, lines 33-34. There is insufficient antecedent basis for the term “any other substrate coating” in the claim because claim 48, line 6 recites the term “one or more substrate coatings.” Claim 48 is indefinite for the recitation of the term “any other of the plurality of surfaces” such as recited in claim 48, line 34. There is insufficient antecedent basis for the term “any other of the plurality of surfaces” in the claim because claim 48, line 4 recites the term “a plurality of surfaces.” Claim 48 is indefinite for the recitation of the terms “the one or more unlabeled analytes” and “at least one of the unlabeled analyte” such as recited in claim 48, lines 36-40 and 51-52. There is insufficient antecedent basis for the terms “the one or more unlabeled analytes” and “at least one of the unlabeled analyte” in the claim because claim 48, lines 15-16 recites the term “a plurality of unlabeled analytes.” Claim 48 is indefinite for the recitation of the term “the location” such as recited in claim 48, line 46. There is insufficient antecedent basis for the term “the location” in the claim. Claim 48 is indefinite for the recitation of the term “sample” such as recited in claim 48, line 46. There is insufficient antecedent basis for the term “sample” in the claim because claim 48, line 2 recites the term “a first sample.” Claim 48 is indefinite for the recitation of the term “the unlabeled analytes” such as recited in claim 48, line 47. There is insufficient antecedent basis for the terms “the unlabeled analytes” in the claim because claim 48, lines 15-16 recites the term “a plurality of unlabeled analytes.” Claim 48 is indefinite for the recitation of the term “the detecting” such as recited in claim 48, line 51. There is insufficient antecedent basis for the term “the detecting” in the claim. The rejection of claim 48 is maintained as being for the recitation of the terms “representation” such as recited in claim 48, lines 51-53 because the terms “representation” is a relative term that render the claim indefinite. The terms “representation” is not defined by the claim, and the Specification does not provide a standard for ascertaining the requisite amount of characterization or exemplification the one or more first images has as compared to some other value (e.g., heatmap, black & white image, etc.) that qualifies as a representation of the one or more first images, such that one of ordinary skill in the art would not be reasonably appraised of the scope of the invention and, thus, the metes and bounds of the claim cannot be determined. The rejection of claim 48 is maintained as being indefinite for the recitation of the term “the one or more second images” such as recited in claim 48, line 56. There is insufficient antecedent basis for the term “the one or more second images” in the claim because claim 48, line 54 recites the term “one or more predetermined second images.” Claim 48 is indefinite for the recitation of the term “the comparison” such as recited in claim 48, line 58. There is insufficient antecedent basis for the term “the comparison” in the claim. Claim 48 is indefinite for the recitation of the term “the form” such as recited in claim 48, line 58. There is insufficient antecedent basis for the term “the form” in the claim. The rejection of claim 48 is maintained as being indefinite for the recitation of the term “an estimation of a likelihood” in claim 48, line 59 because the terms “estimation” and “likelihood” are relative terms that render the claim indefinite. The terms “estimation” and “likelihood” are not defined by the claim, and the Specification does not provide a standard for ascertaining the requisite amount of estimating or likelihood as compared to some other value that qualifies as an “estimation of a likelihood”, such that one of ordinary skill in the art would not be reasonably appraised of the scope of the invention and, thus, the metes and bounds of the claim cannot be determined. The rejection of claim 48 is maintained as being for the recitation of the term “a subject associated with the first sample” in claim 48, lines 59-60 because claim 48 does not recite the presence of a subject including a subject “associated” with the first sample; there is no indication regarding how a subject is associated with the first sample, and/or that the sample is a biological sample obtained from a subject (e.g., blood, urine, plasma, saliva, etc.). There is no indication that the “subject” is a living subject, a human subject, a mammalian subject, etc. and/or that the subject is suffering from (or has been exposed to) a disease or disorder. The first sample can clearly comprise any labeled or unlabeled analytes from any subject (e.g., dirt, metal oxides, lake water, agricultural plants, air, fungi, bacteria, blood, etc.). The origin of the “subject” and the identity of the ‘first sample’ such as recited in lines 59-60 is completely unclear and, thus, the metes and bounds of the claim cannot be determined. The rejection of claim 48 is maintained as being for the recitation of the terms “associated with” and “susceptible” in claim 48, lines 59-60 because the terms “associated with” and “susceptible” are relative terms that render the claim indefinite. The terms “associated with” and “susceptible” are not defined by the claim, and the as-filed Specification does not provide a request standard for ascertaining an amount or degree of ‘association’ or ‘susceptibility’ that is indicates that a subject is ‘associated with’ the first sample; and/or is ‘susceptible’ to one or more unidentified list of diseases or disorders (e.g., as compared to a healthy control), and/or how the type and/or amount of association or susceptibility is determined or measured, such that one of ordinary skill in the art would not be reasonably appraised of the scope of the invention. Response to Arguments Applicant did not provide any arguments regarding the 35 USC 112(b) rejection. Thus, the claim remains rejected. Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 48, 52, 53, 61 and 63-66 are rejected under 35 U.S.C. 101 because the claimed invention is directed to a judicial exception (i.e., a law of nature, a natural phenomenon, or an abstract idea) without significantly more. An analysis with respect to the claims as a whole reveals that they do not include additional elements that are sufficient to amount to significantly more than the judicial exception. See; Alice Corp. Pty. Ltd. v. CLS Bank Int’l, 134 S. Ct. 2347, 110 U.S.P.Q.2d 1976 (2014); Ass’n for Molecular Pathology v. Myriad Genetics, Inc., 133 S. Ct. 2107, 2116, 106 U.S.P.Q.2d 1972 (2013); Mayo Collaborative Svcs. v. Prometheus Laboratories, Inc., 132 S. Ct. 1289, 101 U.S.P.Q.2d 1961 (2012). See also 2014 Interim Guidance on Patent Subject Matter Eligibility, available at http://www.gpo.gov/fdsys/- pkg/FR-2014-12-16/pdf/2014-29414.pdf (“2014 Interim Guidance”), and the Office’s examples to be considered in conjunction with the 2014 Interim Guidance in examination of nature-based products, available online at: http://www.uspto.gov/patents/law/exam/mdc_examples_ nature-based_products.pdf (“Nature-Based Products Examples”). This rejection is proper. Analysis of subject-matter eligibility under 35 U.S.C. § 101 requires consideration of three issues: (1) whether the claim is directed to one of the four categories recited in §101; (2) whether the claim recites or involves a judicial exception (i.e., a law of nature, natural phenomenon, or natural product); and (3) whether the claim as a whole recites something that amounts to significantly more than the judicial exception. In the instant case, the claims are directed to a natural phenomenon, which is the natural presence of analytes in a first sample including a biological sample from a subject and an estimation of a likelihood that a subject associated with the first sample has, does not have, or is susceptible to a disease or disorder. Therefore, each claim must be considered to determine whether, given their broadest reasonable interpretation, they amount to significantly more than the judicial exception. The claimed invention is not directed to patent eligible subject matter. Based upon an analysis with respect to the claims as a whole, claims 48, 52, 53, 61 and 63-66 do not recite something significantly different than a judicial exception. The rationale for this determination is explained below: In the instant case, claim 48 is broadly directed to a label-free method of detecting one or more unlabeled analytes in a first sample on a first detectable array, the first detectable array comprising: a substrate with a plurality of surfaces for binding one or more analytes, each surface of the plurality of surfaces independently comprising: one or more substrate coatings on the surf ace for fixing one or more a plurality of macromolecules to the surface of the substrate, said one or more substrate coatings comprising at least one silane or at least one siloxane; and the plurality of macromolecules affixed to at least a portion of the one or more substrate coatings, the such that the one more substrates comprise a plurality of binding sites for binding a plurality of analytes; wherein each macromolecule of the plurality of macromolecules has been affixed to the one or more substrate coatings by polymerizing a functional group of the silane or siloxane into a backbone of the macromolecule; wherein each macromolecule of the one or more plurality of macromolecules comprises a polymer of monomers selected from a group consisting of: acrylamide; 2-carboxyethyl acrylate; acrylic acid; N-[tris(hydroxymethyl)methyl] acrylamide; hydroxypropyl acrylates; 4-hydroxybutyl acrylate; N-hydroxyethyl acrylamide; N,N-dimethylacryl-amide; N-(1,1-dimethyl-3-oxobutyl) acrylamide; N-isopropylacrylamide; (meth)acrylates; 2-cyanoethyl acrylate; ethylene glycol phenyl ether acrylate; N-tert-octylacrylamide; 1-(acryloyloxy)-3 (methacryloyloxy)-2-propanol; bis-acrylamide; trimethylolpropane triacrylate; and combinations thereof; and wherein the identity, pattern, or both identity and pattern of the one or more plurality of macromolecules on the one or more substrate coatings of each of the plurality of surfaces is no identical to the identity, pattern, or both identity and pattern of the plurality of macromolecules on any other substrate coating of any other of the plurality of surfaces; the label-free method comprising: contacting the first sample including the one or more unlabeled analytes with the first detectable array to affix at least a portion of the one or more unlabeled analytes to the first detectable array; and heating the first detectable array with the one or more unlabeled analytes affixed thereto to cause a color change of at least one of the analyte and the first detectable array, wherein the heating induces a non-enzymatic browning reaction that includes at least one of a Maillard reaction or a caramelization, and wherein the heating comprises heating at a temperature from about 200°C to about 400°C for about 1 min to about 5 min for the Maillard reaction, or at a temperature from about 100°C to about 210°C for about 1 minute to about 5 minutes for the caramelization; and assessing a color of each of the plurality of surf aces of the substrate by colorimetric analytical technique, the assessing including: making one or more first images of the first detectable array, or a representation including a false color image thereof, after the detecting the one or more unlabeled analyte; comparing the one or more first images, or the representation thereof, to one or more predetermined second images of one or more second detectable arrays stored in a database, or representations thereof, each of the one or more second images being associated with a second sample; and receiving a result of the comparison in the form of a list of diseases or disorders and an estimation of a likelihood that a subject associated with the first sample has, does not have, or is susceptible to each of the diseases or disorders on the list. Beginning with Step I of the analysis, which asks whether the claimed invention falls within a statutory category, such that the instant claims are directed to a process, thus, the instant claims are directed to a statutory category. Step I [YES]. Proceeding to Step IIA – Prong One of the analysis, which asks if the claimed invention is directed to a judicial exception, such that claim 48 is drawn to a natural phenomenon in the form of a natural correlation between naturally occurring analytes in a first sample associated with a subject and an estimation of the likelihood that the subject has, does not have, and/or is susceptible to each of a disease or disorder on a list of diseases or disorders; and to an abstract idea including: (1) mathematical concepts such as mathematical relationships, formulas and/or calculations (e.g., assessing a color, pattern and/or identity of each of a plurality of analytes on a detectable array surfaces; carrying out a colorimetric analytical technique, making images of the first detectable array, receiving a result, etc.); and/or (2) mental processes including concepts performed in the human mind such as observations, evaluation, judgement, and/or opinion (e.g., assessing color or a color change; comparing one or more first images to one or more second images; estimating a likelihood that a subject has, does not have, or is susceptible to a list of diseases or disorders, etc.). Thus, the claims recite a natural phenomenon, and an abstract idea, which falls within the groupings of abstract ideas enumerated in the 2019 PEG including encompassing mathematical concepts, equations, and calculations that can be carried out in the human mind, and/or by using a general computer that performs routine and conventional functions, as well as, mental process performed in the human mind including concepts such as observation, evaluation, judgement, and/or opinion. Thus, under the revised Step IIA analysis, the claims are directed to a natural phenomenon, and to an abstract idea. Step IIA – Prong One [YES]. Step IIA - Prong Two asks whether the claim recites additional elements that integrate the exception into a practical application of the exception. In the instant case, the claims are directed to a judicial exception in the form of a natural phenomenon and an abstract idea. Claim 48 recites: “a label-free method of detecting one or more unlabeled analytes in a first sample on a first detectable array, the first detectable array comprising: a substrate with a plurality of surfaces for binding one or more analyte” in lines 1-3; “one or more substrate§. with a plurality of surfaces for binding one or more analytes, each surface of the plurality of surfaces independently comprising: one or more substrate coatings comprising a cellulose coating or, a sugar coating, wherein, the substrate coatings are located on the surface for fixing one or more a plurality of macromolecules to the surface of the substrate, said one or more substrate coatings comprising at least one silane or at least one siloxane; and one or more the plurality of macromolecules affixed to at least a portion of the one or more substrate coatings, the one or more plurality of macromolecules being arranged in a pattern on the one or more substrate coatings such that the one more substrates comprising a plurality of binding sites for binding a plurality of unlabeled analytes; wherein each macromolecule of the one or more plurality of macromolecules has been affixed to the one or more substrate coatings by polymerizing a functional group of the silane or siloxane into a backbone of the macromolecule; wherein each macromolecule of the one or more plurality of macromolecules comprises a polymer of monomers selected from a group consisting of: acrylamide; 2-carboxyethyl acrylate; acrylic acid; N-[tris(hydroxymethyl)methyl] acrylamide; hydroxypropyl acrylates; 4-hydroxybutyl acrylate; N-hydroxyethyl acrylamide; N,N-dimethylacrylamide; N-(I, 1-dimethyl-3-oxobutyl) acrylamide; N-iso-propylacrylamide; (meth)acrylates; 2-cyanoethyl acrylate; ethylene glycol phenyl ether acrylate; N-tert-octylacrylamide; 1-(acryloyloxy)-3-(methacryloyloxy)-2-propanol; bis-acrylamide; trimethylolpropane triacrylate; and combinations thereof” in lines 4-29; “wherein the identity, pattern, or both identity and pattern of the one or more plurality of macromolecules on the one or more substrate coatings of each of the plurality of surfaces is not identical to the identity, pattern, or both identity and pattern of the one or more plurality of macromolecules on any other substrate coating of any other of the plurality of surfaces; the label-free method comprising: contacting the first sample including the one or more unlabeled analytes with the first detectable array to affix at least a portion of the one or more unlabeled analytes to the first detectable array; and heating the first detectable array with the one or more unlabeled analytes affixed thereto to cause a color change of at least one of the unlabeled analyte and the first detectable array, wherein the heating induces a non-enzymatic browning reaction that includes at least one of a Maillard reaction or a caramelization, and wherein the heating comprises heating at a temperature from about 200°C to about 400°C for about 1 min to about 5 min for the Maillard reaction, or at a temperature from about 100°C to about 210°C for about 1 minute to about 5 minutes for the caramelization at the location where sample bound to the unlabeled analytes; and assessing a color of each of the plurality of surfaces of the substrate by colorimetric analytical technique, the assessing including: making one or more first images of the first detectable array, or a representation including a false color image thereof, after the detecting the one or more unlabeled analyte” in lines 30-52; and “comparing the one or more first images, or the representation thereof, to one or more predetermined second images of one or more second detectable arrays stored in a database, or representations thereof, each of the one or more second images being associated with a second sample; and receiving a result of the comparison in the form of a list of diseases or disorders and an estimation of a likelihood that a subject associated with the first sample has, does not have, or is susceptible to each of the diseases or disorders on the list” in lines 53-61. These limitations simply describe a process of collecting and analyzing information, which is analogous to “obtaining and comparing intangible data” (i.e. CyberSource Corp. v. Retail Decisions, Inc., 654 F.3d 1366, 99 U.S.P.Q.2d 1690 (Fed. Cir. 2011)); as well as, “collecting information, analyzing it, and displaying certain results of the collection analysis” (i.e. Electric Power Group, LLC, v. Alstom, 830 F.3d 1350, 119 U.S.P.Q.2d 1739 (Fed. Cir. 2016)). Moreover, many of Applicant’s process steps can be practiced as a mental process performed in the human mind, by pen and paper, or through the use of a generic computer, for example, “comparing information regarding a sample or test subject to a control or target data” (i.e. Univ. of Utah Research Found. v. Ambry Genetics Corp. (Also known as In re BRCA1– and BRCA2–Based Hereditary Cancer Test Patent Litigation), 774 F.3d 755, 113 U.S.P.Q.2d 1241 (Fed. Cir. 2014) or Association for Molecular Pathology v. USPTO (Also known as Myriad CAFC), 689 F.3d 1303, 103 U.S.P.Q.2d 1681 (Fed. Cir. 2012)). Hence, these limitations are akin to an “abstract idea itself” which was at issue in Alice Corp. and has been identified among non-limiting examples to be an abstract idea. Thus, the claims do not integrate the judicial exceptions into a practical application of the exceptions. One of ordinary skill in the art could not use the broadly recited process to specifically estimate the likelihood that an unidentified subject has, does not have, or is susceptible to even a single specific disease or disorder (e.g., cancer, MS, baldness, etc.). Step IIA – Prong Two [NO]. Proceeding to Step IIB of the analysis: the question then becomes what element or what combination of elements is sufficient to amount to significantly more than the abstract idea? The instant independent claim is recited at a high level of generality, such that substantially all practical applications of the judicial exception are covered. For instance, claim 48 is recited without any specificity as to the identity of the substrate; the identity of the one or more surfaces; the identity of the unlabeled analytes; the substrate coatings; the identity of the plurality of macromolecules, and/or combinations thereof; the pattern of the macromolecule arrangement; the method of contacting the first detectable array; the identity of the first detectable array and/or subsequent arrays; the method of heating; the specific non-enzymatic browning reaction; the level of browning; the colors changes; the level and specific colors; what unlabeled analytes are detected by a color change; the method of assessing a color; the colorimetric analytical technique; the method of comparing images; the samples (e.g., biological, environmental, biological fluids, tissue samples, etc.); the subject (e.g., microorganisms, prokaryotes, dirt, metal, plants, mammals, humans, etc.); the databases; the representations of images; the list of diseases and/or disorders; how the results associate the subject with an estimation of a likelihood of the subject having, not having, or being susceptible to any of the disease and/or disorders (or combinations thereof), etc. The claims amount to nothing more than assessing changes and/or levels of color determined by a colorimetric analytical technique when unlabeled analytes bind to macromolecules bound to a coating on the surface of a substrate are heated; such that comparing a first image with a second image determines an estimation of the likelihood that a subject associated with a first sample has, does not have, or is susceptible to a disease or disorder, wherein the steps of the method are well-known in the art. For example, methods and compositions for the direct detection of analytes using color changes that occur in biopolymeric material in response to the selective binding of analytes including biopolymeric material comprising a plurality of polymerized self-assembling monomers and one or more nucleic acid ligands, wherein said polymeric material change color in the presence of an analyte; the steps of: (i) providing biopolymeric materials comprising a plurality of polymerized lipid monomers and one or more ligands wherein the biopolymeric materials change color in the presence of analyte, and a sample suspected of containing an analyte; (ii) contacting the biopolymeric materials with the sample; and detecting a color change in the biopolymeric materials, wherein the biopolymeric material comprises self-assembling monomers such as lipids are known in the art; and that the biopolymeric materials contain nucleic acids as ligands that have affinity for an analyte including nucleic acid molecules, enzymes, pathogens, drugs receptor ligands, antigens, ions, proteins, hormones, blood components, antibodies and lectins from any organism including pathogens and microorganisms such as bacteria, fungi, viruses, parasites, etc.; that self-assembling monomers are selected from the group consisting of acetylenes, alkenes, thiophenes, polythiophenes, imides, acrylamides, methacrylates, vinylether, malic anhydride, urethanes, allylamines, siloxanes anilines, pyrroles, vinylpyridinium, and combinations thereof; and that direct colorimetric detection" refers to the detection of color changes without the aid of an intervening processing step (e.g. conversion of a color change into an electronic signal that is processed by an interpreting device), wherein the term encompasses visual observing (e.g., observing with the human eye) as well as detection by simple spectrometry, wherein lipid monomers can be made with silane or thiol anchoring groups, which allows dipping of solid supports into the solution to form a coated solid support including wherein diacetylene monomers are anchored by the silane and thiol groups and are then polymerized as evidenced by Charych et al. (US6306598; col 2, lines 48-58 and 67; col 3, lines 1-8; 28-35 and 59-64; col 4, lines 51-60; col 11, lines 27-34; and col 22, lines 42-47); and that heat- or microwave-activated browning composition prepared for coating a food product to produce surface browning on exposure to heat or microwave energy is known in the art, including the steps of coating a food product with a microwaveable browning composition and subjecting the coated product to heat or microwave energy, wherein the browning composition includes at least one liposome-encapsulated Maillard browning reagent; and the invention provides a system to easily attach protein molecules including antibodies to the surface of polydiacetylene thin films and liposomes to provide protein ligands, as well as, peptides, lipoproteins, glycoproteins, enzymes, receptors, channels, etc. such that upon binding an analyte (e.g., an enzyme substrate, receptor ligand, antigen, and other protein), a disruption of the polymer backbone of the biopolymeric material can occur, resulting in a detectable color change; and that as a general procedure for hybridization, the two complementary DNA stands are mixed, heated for ~3 minutes in boiling water and slowly cooled. Moreover, the invention is directed to a stable composition that does not undergo premature browning during storage and that is readily activated by microwave energy to produce a golden brown color on the surface of a food, wherein a water-soluble Maillard browning reagents can alternatively be sequestered inside the liposomes including glucose; while the amino acids or proteins can be part of the external aqueous environment, as well as, encapsulating a base or other pH adjusting agent in an amount sufficient to adjust the pH of the browning composition to a point such that the Maillard browning reaction occurs as evidenced by Haynes et al. (US5089278; Abstract, lines 1-10; col 4, lines 11-15 and 37-46; col 32, lines 26-36; and col 76, lines 30-34). Additionally, highly specific probes generated to query a large number of molecules (e.g. antigens or nucleic acid sequences) are attached to the surface of a sample slide and exposed to target molecules generated from a wide variety of biological materials, such that if target molecules are present in the hybridization cocktail, they will bind with high affinity and specificity to substrate-bound probe molecules immobilized on the slide, wherein the slide is processed and imaged in a way that only areas containing bound target/probe substrate are detectable and fully quantifiable through radiolabeling, enzymatic colorimetry, fluorescence spectroscopy, mass spectroscopy or other techniques known to those skilled in the art; and that the method comprising; (a) applying to a glass surface a solution comprising (i) an organic solvent or mixture of organic solvents, (ii) a silane monomer or mixture of silane monomers and unreactive silanes; (b) removing the solvents to leave a coating of silane attached monomers and silane attached unreactive groups (interpreted as one or more silane substrate coating); (c) exposing said silane coated surface to an initiator; (d) immersing the silane-coated surface in a medium having one or more monomers in solution that are capable of reacting with the reactive sites created by surface bound initiator to form a polymer chain grafted onto said surface; (e) initiating a graft polymerization reaction on said silane-coated surface; and (f) graft polymerizing onto the silane-coated surface the reactive monomers from the medium by forming covalent bonds between the monomer molecules and the surface at reactive radical sites on the silane-coated surface; wherein the silane monomer solution was prepared by mixing together ethanol and methacryloxypropyl trimethoxy-silane, wherein examples of silanes with attached reactive monomers are (3-acryloxypropyl)trimethoxy-silane and methacryloxypropyl-trimethoxy-silane; and wherein the graft matrix is applied to the article surface in a pattern, which facilitates the placement of different types of reactive probes, and the reading of results once the matrix has been allowed to react with a test sample as evidenced by Hubbard (US Patent Application Publication 20050042612, published February 24, 2005; paragraphs [0003]; [0027]; [0067]-[0075]; [0087]; and [0261]); and it was known in the art that hat in diabetes patients, AGEs form as a direct consequence of chronically elevated glucose, which proceeds through the polyol pathway to be reduced to sorbitol by the enzyme aldose reductase, where sorbitol is in turn converted to fructose, then fructose-3-phosphate, and then to 3-deoxyglucose, a reducing sugar whose aldehyde carbonyl can react in the Maillard reaction with the amino group of a target molecule such as an amino acid to form a Schiff base, such that the Schiff base can then undergo an intramolecular rearrangement to form Amadori products, which can further rearrange and condense to form fluorescent, yellow brown products that represent AGEs as evidenced by Kennedy (US Patent Application Publication 20120083465, published April 5, 2012; paragraph [0004], lines 10-22). Furthermore, chemical sensor arrays based upon cross-reactive colorimetric response are known in the art, wherein each of many sensor elements in an array is a mixture of dyes or other compounds that changes color upon exposure to an analyte, such that these arrays typically use strong, poorly-reversible chemical reactions involving a diverse set of color-changing dyes or chromogens; such colorimetric sensor arrays have evolved to be fast, sensitive, portable, and inexpensive. Importantly, the analyte scope of the developed arrays has been shown to be capable of tailoring based on their intended applications, and can be made to be either broad or narrow as desired: in previous works, they have proven to be capable of discriminating among a broad range of analytes including both gaseous and aqueous analytes involving many different types of chemical reactivity, including Lewis and Brønsted acidity/basicity, molecular polarity, redox properties, and chelation; and that colorimetric sensor arrays are monitored by optical transduction, development of portable scanners involves investigating inexpensive, compact, low-noise optical imagers. Moreover, the mechanism of transduction in thermometric sensors relies on the measurement of the local heat change from specific chemical reactions or adsorption events involving the analyte, wherein thermometric sensors are constructed by coating a catalytic sensor layer on the surface of a thermometer; and that the interaction of a target analyte with a chemical sensor can generate or consume heat that is then measured by sensitive thermistor (i.e., semiconductors with strongly temperature-dependent conductivity), wherein thermometric sensors most commonly utilize enzymatic reactions with high enthalpy changes, such that due to the simplicity of the thermal biosensing approach (e.g., there is no need for labeling reactants), such that this method can be considered as a suitable replacement for other signal transduction methods that require a sophisticated cascades of reaction steps; and that the sensor spots can turn yellow-brown as evidenced by Askim (Dissertation, 2015, pg. ii, second full paragraph; pg. iii, last full paragraph; pg. 4, last partial paragraph; pg. 5, first partial paragraph; and pg. 172, first and second paragraphs). Thus, the claims as a whole simply append well-understood, routine, conventional activities previously known to the industry, specified at a high level of generality to the judicial exception, wherein the steps are well-understood, routine and conventional activities previously known to the industry, as discussed in Alice Corp., 134 S. Ct. at 2359-60, 110 USPQ2d at 1984 (see MPEP § 2106.05(d)). Step IIA [YES]. In sum, when the relevant factors are analyzed, the claims as a whole do NOT recite additional elements that amount to significantly more than the judicial exception itself. Accordingly, claim 48 DOES NOT qualify as eligible subject matter. In light of the above consideration and the new guidance, claim 48 is non-statutory. This rejection is newly recited as necessitated by the new Guidance set forth in the Memorandum of July 30, 2015 updating the June 25, 2014 guidance (see June 25, 2014 memorandum from Deputy Commissioner for Patent Examination Policy Andrew Hirshfeld titled Preliminary Examination Instructions in view of the Supreme Court Decision in Alice Corporation Pty. Ltd. v. CLS Bank International, et al. (Alice Corp. Preliminary Examination Instructions) and the Revised Patent Subject Matter Eligibility Guidance (See, Federal Register, vol. 84, No. 4, January 7, 2019). Response to Arguments Applicant’s arguments filed February 24, 2026 have been fully considered but they are not persuasive. Applicants essentially asserts: (a) the analysis comprises multiple steps that are not found in nature and that result in a finding one would not obtain in nature and provides a result one does not obtain from a natural process (Applicant Remarks, pg. 5, third full paragraph). Regarding (a), the Examiner notes that the claims are clearly directed to a natural phenomenon and an abstract idea. Moreover, the claims recite process steps that are well-known, purely conventional or routine in the art as evidenced by Charych, Haynes, Hubbard, Kennedy, and Askim. Additionally, the process recited in instant claim 1 does not integrate the judicial exceptions into a practical application of the judicial exceptions. One of ordinary skill in the art could not use the process as recited to specifically estimate the likelihood that a subject has, will have, or is susceptible to a particular disease or disorder. The claim recites an unidentified subject that is somehow associated with an unidentified first sample, which comprises unspecified analytes that will bind to any macromolecules, and heating the array as recited will initiate a caramelization or Maillard reaction, such that any colorimetric technique and imaging method will assess the color (or false color image) to detect analytes, wherein comparing the first image with any image of a second sample produces a result that estimates the likelihood that the unidentified subject has, does not have, or is susceptible to an unspecified disease or disorder (e.g., cancer, MS, infertility, etc.). The instant claim does not integrate the judicial exception into a practical application of the exception because the process as recited in claim 1 cannot be used to clearly diagnose and treat a subject having a specific disease. Thus, the claim remains rejected. Claim Rejections - 35 USC § 103 The rejection of claim 48 is maintained under 35 U.S.C. 103 as being unpatentable over Hubbard et al. (hereinafter “Hubbard”) (US Patent Application Publication 20050042612, published February 24, 2005; of record) further in view of Kennedy et al. (hereinafter “Kennedy”) (US Patent Application Publication 20120083465, published April 5, 2012; of record) as evidenced by Tamanna et al. (hereinafter “Tamanna”) (International Journal of Food Science, 2015, 526762, 1-6). Regarding claim 48 (in part), Hubbard teaches that an important development in medicine has been the ability to quickly and reliably screen individuals for diseases and more recently genetic markers which can pre-dispose individuals to develop illnesses during their lifetime; and the generation of animal models to study human disease and many other genomic and proteomic approaches being applied to decipher the molecular pathogenesis of disease over the last decade (paragraph [0002]). Hubbard teaches that highly specific probes generated to query a large number of molecules (e.g. antigens or nucleic acid sequences) are attached to the surface of a sample slide and exposed to target molecules generated from a wide variety of biological materials, such that if target molecules are present in the hybridization cocktail, they will bind with high affinity and specificity to substrate-bound probe molecules immobilized on the slide, wherein the slide is processed and imaged in a way that only areas containing bound target/probe substrate are detectable and fully quantifiable through radiolabeling, enzymatic colorimetry, fluorescence spectroscopy, mass spectroscopy or other techniques known to those skilled in the art (interpreting biological materials to encompass biological fluids, etc.; determining the identity of the unlabeled analyte; and interpreted to encompass colorimetry; images or representations thereof; comparing a first image and a second image; and a colorimetric analytical technique, claim 48) (paragraph [0003]). Hubbard teaches that the method involves providing a pool of target nucleic acids comprising RNA transcripts of one or more target genes, or nucleic acids derived from the RNA transcripts, hybridizing said pool of nucleic acids to an array of oligonucleotide probes immobilized on the surface, where the array comprises more than 100 different oligonucleotides and each different oligonucleotide is localized in a predetermined region of the surface (interpreting 100 different oligonucleotides as one or more macromolecules; at least 12 chemically distinct macromolecules; and array, claim 48) (paragraph [0012]). Hubbard teaches that Turner et al. disclose in U.S. Pat. No. 5,948,62 a stamp for transferring molecules and molecular patterns to a substrate face which includes a backing and a polymeric gel bound to the backing and loaded with the molecular species, where the molecule to be patterned is a biomolecule, such as a protein or nucleic acid, the polymeric gel is typically a hydrogel, such as sugar-based polyacrylates and polyacrylamides, such that the process includes preparation of salinized glass plates and formation thereon of hydrogel layers via polymerization of 6-acryloyl-B-O-methylgalactoside (2% crosslinking) and N,N'-methylene-bis-acrylamide, such that a relief image-wise pattern is created on the hydrogel surface, which is used to transfer monoclonal antibodies or other biomolecules onto a substrate, wherein this process uses a crosslinked hydrogel like a relief printing plate (interpreting sugar-based polyacrylates as a sugar coating; identity or pattern; identity and pattern; crosslinker; acrylamide functional group; and methylene-bis-acrylamide, claim 48) (paragraph [0016]). Hubbard teaches that one common microarray surface structure comprises a linker molecule connecting the surface of the substrate (typically glass) with one end of the probe molecule, wherein typical linker molecules for DNA microarrays are amino-terminated silanes, which covalently to the glass surface through the silane end and are photo-crosslinked through the amine end to a DNA probe; and that initiator contained in the aqueous copolymer medium can lead to non-grafted polymer and block copolymer, which requires crosslinking to be permanently retained in the layer (interpreted as a crosslinker, claim 48) (paragraphs [0005]; and [0008]). Hubbard teaches a method for applying a three-dimensional, non-crosslinked, linear or branched graft polymer matrix with controlled graft polymer chain density to an uncoated glass surface, the method comprising; (a) applying to a glass surface a solution comprising (i) an organic solvent or mixture of organic solvents, (ii) a silane monomer or mixture of silane monomers and unreactive silanes; (b) removing the solvents to leave a coating of silane attached monomers and silane attached unreactive groups (interpreted as one or more silane substrate coating); (c) exposing said silane coated surface to an initiator; (d) immersing the silane-coated surface in a medium having one or more monomers in solution that are capable of reacting with the reactive sites created by surface bound initiator to form a polymer chain grafted onto said surface; (e) initiating a graft polymerization reaction on said silane-coated surface; and (f) graft polymerizing onto the silane-coated surface the reactive monomers from the medium by forming covalent bonds between the monomer molecules and the surface at reactive radical sites on the silane-coated surface (interpreted as a substrate with a plurality of surfaces; glass surface; silane substrate coating; on-substrate polymerization; glass; and macromolecules comprising a polymer of monomers, claim 48) (paragraphs [0067]-[0075]). Hubbard teaches that the invention provides for an article having at its surface a permanently attached three-dimensional, non-crosslinked graft polymer matrix containing probe molecules, said probe molecules having inherent specificity for binding to target chemical or biochemical species for which information on its presence or concentration in a sample is of interest, wherein probes can be attached as side-chains to the backbone of the graft polymer (interpreted as sample, claim 48) (paragraph [0027]). Hubbard teaches one or more active chemical moieties having inherent specificity for binding to chemical or biochemical, or biological probes or targets, wherein the chemical or biochemical functional targets selected from the group consisting of molecules or molecular fragments of DNA, RNA, protein, carbohydrates, and lipids (interpreted as a sugar coating, claim 48) (paragraph [0030]). Hubbard teaches that a target is a chemical or biochemical species that is the subject of an assay experiment including viruses, bacteria, DNA, RNA, proteins, lipids, toxins, or other chemical or bioactive agents for which information on their presence or concentration in a sample is of interest (interpreted as unlabeled analytes; an interpreting toxins and bacteria as environmental samples; and obtaining unlabeled analytes, claim 48) (paragraph [0114]). Hubbard teaches that the graft polymer matrices of the invention can be constructed and used so as to provide an increased capacity and efficiency for a single type of reactive group, or can be constructed and used for mixtures of multiple layers of probes/functional groups in a single location (interpreted as a plurality of surfaces; and graft polymer matrices as macromolecules, claim 48) (paragraph [0088]). Hubbard teaches that in a particularly preferred embodiment of the invention, the graft matrix is applied to the article surface in a pattern, which facilitates the placement of different types of reactive probes, and the reading of results once the matrix has been allowed to react with a test sample (interpreted as a pattern; and for binding one or more analytes, claim 48) (paragraph [0087]). Hubbard teaches in Examples 1-3, preparation of a graft polymer layer containing acrylamide, aminopropyl-acrylamide and PEG-methacrylate with an initiator incorporated into the primer, wherein a reactive monomer solution was prepared by dissolving acrylamide, polyethylene glycol methacrylate, and 3-aminopropylmethacrylamide hydrochloride, and five coated glass microscope slides were placed in the reactor vessel with the monomer solution such that slides were prepared having a graft polymer comprising poly(ethylene glycol) spacer arms and alkylamine active groups attached to the graft polymer backbone (interpreted as one or more monomers including acrylamide and (meth)acrylate, claim 1) (paragraphs [0156]-[0167]). Hubbard teaches in Table 2, the different mole percent of the respective monomers that were in the reactive monomer salt solutions including different mole percent of N,N,-dimethyl acrylamide (interpreted as identity is different; and N,N’-dimethyl acrylamide, claim 48) (paragraph [0248], lines 1-2 and Table 2). Hubbard teaches that the silane monomer solution was prepared by mixing together ethanol and methacryloxypropyl trimethoxy-silane, wherein examples of silanes with attached reactive monomers are (3-acryloxypropyl)-trimethoxy-silane and methacryloxypropyl-trimethoxy-silane (corresponding to methacryloxypropyl trimethoxy-silane, claim 48) (paragraph [0261], Example 16). Hubbard teaches that the term “non-crosslinked” is intended to refer to a polymer matrix in which the benefits of a porous, coherent material are achieved with individual polymer chains bound to the substrate without the requirement of extensive crosslinking, wherein a limited amount of crosslinking is contemplated within the scope of the invention so long as the polymer chains are directly bound to the surface, and the crosslinking does not interfere with the functionality of the matrix (interpreted as encompassing at least one crosslink, claim 48) (paragraphs [0023], lines 10-14; and [0025], lines 27-30). Hubbard teaches that probe reactive groups (active chemical moieties) can be incorporated into the graft polymer matrix that bind to either DNA or protein based on the probes (corresponding to a protein bound to a macromolecule, claim 48) (paragraph [0023], lines 6-9). Hubbard teaches that photo-initiators/photo-sensitizers include, but are not limited to, organic peroxide and azo initiators, benzophenone, benzophenone derivatives (interpreted as encompassing DMPA), camphorquinone-N,N-dimethyl-aminoethyl-methacrylate (interpreted as encompassing DMPA, claim 48) (paragraph [0128], lines 30-35). Hubbard teaches that a second method to apply the unreactive surface primer layer which can be exposed to a medium containing initiator molecules is to apply to the unreactive surface, an initiator/primer layers, and then applying a coating to the surface to be graft polymerized; and a third method is to attach an initiator to a glass surface using a silane group attached to the initiator, wherein suitable initiators can be found in US6358557 including photoinitiators (interpreted as photo-initiators, claim 48) (paragraph [0126]-[0127], lines 1-3). Hubbard teaches that photo-initiators and photosensitizers include, but are not limited to, organic peroxide and azo initiators, benzophenone, benzophenone derivatives, camphorquinone-N,N dimethyl-amino-ethyl-methacrylate, and others (interpreted as encompassing DMPA, claim 48) (paragraph [0128], last five lines). Hubbard teaches that the graft polymer layer is typically a linear or branched polymer comprising one or more distinct monomer units, wherein monomers include 2,3-hydroxypropyl acrylates, 2-hydroxypropyl acrylate, 2- and 3-hydroxypropyl acrylate, poly(ethylene glycol) acrylates, poly(ethylene glycol) methacrylates, acrylic acid, methacrylic acid, acrylamide, etc. (interpreted as macromolecules having a polymer of monomers, claim 48) (paragraph [0133]). Hubbard teaches that samples (N=9 per dilution) were printed in a staggered pattern using a Virtek Chipwriter, such that after washing, the slides were scanned with a Virtek chip reader; and FIG. 4C is a composite of images from each sample, wherein a false color spectrum gradient was applied to each image; wherein Figure 4C is a composite fluorescent image of FITC binding to amnio groups in graft coat on glass slides and includes a false color scale spectrum indicating degree of binding (red indicating high fluorescence) (interpreted as comparing a first detectable array and a second detectable array or representations thereof; color change; assessing color; and a false color images, claim 48) (paragraphs [0097]; and [0226]; and Figures 4A and 4C). Hubbard teaches that graft polymer matrices of the present invention can be constructed and used so as to provide an increased capacity and efficiency for a single type of reactive group or probe, or can be constructed and used for mixtures of or multiple layers of probes/functional groups in a single location (paragraph [0088]). Hubbard teaches that the functional utility is an enhanced ability to be imaged by an imaging method selected from the group consisting of magnetic resonance imaging, computer tomography, x-ray radiology, fluorescence, and ultrasonography; as well as, an enhanced resistance to infection and thrombosis (interpreted as making a first image and a second image or a representation thereof; and associated with a disease or disorder, claim 48) (paragraph [0031]). Hubbard teaches in Figures 3A and 3B, an increase in color density corresponding to an increase in printed biocytin concentration across the graft polymer surface, wherein Figure 3A shows an amount of biocytin printed, and Figure 3B shows images after development (interpreted as comparing a first image and a second image, claim 48) (paragraphs [0093]; and Figures 3A and 3B). Hubbard teaches that Figure 4C illustrates a composite fluorescent image of FTIC binding to amino groups in graft coat on glass slides with either a low or high concentration of initiator in primer, wherein a false color scale spectrum indicates degree of binding with red the highest (interpreted as a false color image; comparing a first and second image; associated with disease or disorders such as having, not having, or is susceptible to each of the disease or disorders; glass substrate; and fluorescence, claim 48) (paragraph [0097]; and Figure 4C). Hubbard does not specifically exemplify at least one of a Maillard reaction or caramelization, claim 48, in part). Regarding claims 48 (in part), Kennedy teaches that one type of ligands known to bind to RAGE are advanced glycation end-products (AGEs), which are the chemical products of nonenzymatic attachment of sugars to proteins and lipids, wherein AGEs accumulate in a plethora of biologic settings and have now been demonstrated to play important roles in the pathogenesis of a diverse array of diseases, including diabetes, inflammation, renal failure, aging, systemic amyloidosis, Alzheimer's dementia, inflammatory arthritis, atherosclerosis and colitis, to name but a few (interpreted as comprising a sugar coating; making a first image and a second image or a representation thereof; and associated with a disease or disorder, claim 48) (paragraph [0004], lines 1-9). Kennedy teaches that in diabetes patients, AGEs form as a direct consequence of chronically elevated glucose, which proceeds through the polyol pathway to be reduced to sorbitol by the enzyme aldose reductase, where sorbitol is in tum converted to fructose, then fructose-3-phosphate, and then to 3-deoxyglucose, a reducing sugar whose aldehyde carbonyl can react in the Maillard reaction with the amino group of a target molecule such as an amino acid to form a Schiff base, such that the Schiff base can then undergo an intramolecular rearrangement to form Amadori products, which can further rearrange and condense to form fluorescent, yellow brown products that represent AGEs (interpreted as a Maillard reaction, with heating from 120-300C, claims 48 and 68) (paragraph [0004], lines 10-22), wherein it is known that the typical roasting temperature range is from 180-250oC, and roasting time varies between 2 and 25 minutes depending on the process employed, such that when an internal temperature exceeds 180oC, a Maillard reaction, carbohydrate caramelization, and pyrolysis of organic compounds results as evidenced by Tamanna (pg. 3, col 2, first full paragraph). “It is prima facie obvious to combine prior art elements according to known methods to yield predictable results; the court held that, " ... a conclusion that a claim would have been obvious is that all the claimed elements were known in the prior art and one skilled in the art could have combined the elements as claimed by known methods with no change in their respective functions, and the combination would have yielded nothing more than predictable results to one of ordinary skill in the art. KSR International Co. v. Teleflex Inc., 550 U.S._,_, 82 USPQ2d 1385, 1395 (2007); Sakraida v. AG Pro, Inc., 425 U.S. 273, 282, 189 USPQ 449, 453 (1976); Anderson's-Black Rock, Inc. v. Pavement Salvage Co., 396 U.S. 57, 62-63, 163 USPQ 673, 675 (1969); Great Atlantic & P. Tea Co. v. Supermarket Equipment Corp., 340 U.S. 147, 152, 87 USPQ 303,306 (1950)". Therefore, in view of the benefits of detecting the presence of advanced glycan end-produces (AGEs) as exemplified by Kennedy, it would have been prima facie obvious before the effective filing date of the claimed invention to modify the arrays of highly specific probes that bind targets including DNA, RNA, proteins, carbohydrates, and lipids in graft polymer matrixes as disclosed by Hubbard to include ligands that bind to AGEs as taught by Kennedy with a reasonable expectation of success in using the Maillard reaction to calorimetrically signify the presence of AGEs bound to arrays comprising highly specific probes; and/or in using the fluorescent yellow-brown of the Maillard reaction to detect target AGEs in a sample applied to an array, where specific color changes can signify the degree of binding and/or suggest the presence of a pathogenic disease in a subject including diabetes, inflammation, renal failure, Alzheimer’s dementia, etc. Thus, in view of the foregoing, the claimed invention, as a whole, would have been obvious to one of ordinary skill in the art at the time the invention was made. Therefore, the claims are properly rejected under 35 USC §103 as obvious over the art. Response to Arguments Applicant did not provide any arguments regarding the 35 USC 103 rejection. Thus, the claim remains rejected. New Objections/Rejections Notice of Non-Compliant Amendment (37 CFR 1.121) The amendment to the claims filed on February 24, 2026 does not comply with the requirements of 37 CFR 1.121(c) because the status identifiers of claim 48 has been submitted with improper markings to indicate that changes have been made relative to the immediate prior version of claims filed on September 10, 2024. Amendments to the claims filed on or after July 30, 2003 comply with 37 CFR 1.121(c), which states: (c)(2) Claims - When claim text with markings is required. All claims being currently amended in an amendment paper shall be presented in the claim listing, indicate a status of “currently amended,” and be submitted with markings to indicate the changes that have been made relative to the immediate prior version of the claims. The text of any added subject matter must be shown by underlining the added text. The text of any deleted matter must be shown by strike-through except that double brackets placed before and after the deleted characters may be used to show deletion of five or fewer consecutive characters. The text of any deleted subject matter must be shown by being placed within double brackets if strike-through cannot be easily perceived. Only claims having the status of “currently amended,” or “withdrawn” if also being amended, shall include markings. If a withdrawn claim is currently amended, its status in the claim listing may be identified as “withdrawn—currently amended.” Specifically, instant claim 48 in the claims filed February 24, 2026 do not include strike-throughs, underlining, double brackets, etc. that indicate that amendments have been made to instant claim 48. For example, claim 48, lines 8-9 recites the term “located on the surface for fixing one or more a plurality of macromolecules to the surface of the substrate”; while claim 48, lines 5-6 (of the claims filed 09-10-2024) recites the term “on the surface for fixing a plurality of macromolecules to the surface of the substrate.” There are no markings indicating amendments to the instant claims as compared to the claims filed 09-10-2024. To be fully responsive, Applicant is required to comply with the Notice of Non-Compliant Amendment (37 CFR 1.121). In the interests of compact prosecution, an action on the merits has been prepared. However, future amendments must comply with 37 CFR 1.121(c) in order to avoid a notice of non-compliant amendment. Conclusion Claim 48 is rejected. THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to AMY M BUNKER whose telephone number is (313) 446-4833. The examiner can normally be reached on Monday-Friday (6am-2:30pm). Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Heather Calamita can be reached on (571) 272-2876. The fax phone number for the organization where this application or proceeding is assigned is (571) 273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /AMY M BUNKER/Primary Examiner, Art Unit 1684
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Prosecution Timeline

Show 6 earlier events
Sep 05, 2024
Applicant Interview (Telephonic)
Sep 06, 2024
Examiner Interview Summary
Sep 10, 2024
Request for Continued Examination
Sep 11, 2024
Response after Non-Final Action
Dec 16, 2024
Non-Final Rejection mailed — §101, §103, §112
Jul 10, 2025
Response after Non-Final Action
Jul 28, 2026
Response Filed
Aug 03, 2026
Final Rejection mailed — §101, §103, §112 (current)

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