DEVELOPMENT OF PROGNOSTIC MARKERS DSG-3 FROM THE SALIVA OF ORAL CANCER PATIENTS
20180321248 ยท 2018-11-08
Inventors
Cpc classification
G01N2333/705
PHYSICS
G01N33/57484
PHYSICS
C12Q2600/112
CHEMISTRY; METALLURGY
A61P35/00
HUMAN NECESSITIES
International classification
Abstract
A method for the early detection of head and neck cancer is provided. The method includes obtaining a saliva sample from a subject, determining the expression level of Desmoglien 3 (DSG3) in the saliva sample, and detecting head and neck cancer by the expression level of DSG3.
Claims
1. A method for the early detection of head and neck cancer comprising: obtaining a saliva sample from a subject; determining the expression level of Desmoglien 3 (DSG3) in said saliva sample; and detecting head and neck cancer by the expression level of DSG3.
2. The method of claim 1, wherein the step of detecting head and neck cancer comprises comparing the expression level of DSG3 with the average expression levels of DSG3 from control saliva samples and advanced stage cancer saliva samples, wherein said control saliva samples are from subjects selected from the group consisting of a) smokers, b) drinkers, c) smokers and drinkers, and d) non-smokers and non-drinkers, all of whom had not yet developed head and neck cancer, and wherein a determination that the level of expression of DSG3 in said saliva sample is greater than the average level of expression of DSG3 in said control saliva samples, but is less than the average DSG3 expression level of the advanced stage cancer saliva samples is indicative of the early detection of head and neck cancer in the subject.
3. The method according to claim 2, wherein said head and neck cancer comprises lip, oral cavity, tongue, throat, nasal cavity, paranasal sinuses, pharynx, larynx, salivary glands and cervical lymph nodes of the neck.
4. The method according to claim 2, wherein DSG3 expression levels of said saliva samples are at least two times greater than the DSG3 expression levels of the control saliva samples.
5. The method according to claim 2, wherein DSG3 expression levels of said saliva samples are at least five times greater than the DSG3 expression levels of the control saliva samples.
6. A method for the early detection of head and neck cancer comprising: obtaining a saliva sample from a subject; determining the expression level of Desmoglien 3 (DSG3) and one or more other biomarkers selected from the group consisting of IL-1, IL-6, IL-8, VEGF, TGF, TNF, MMP-7, plasminogen activated (PA), uPA, IGF, and INF-2 proteins in said saliva sample; and detecting head and neck cancer by the expression level of DSG3 and one or more other biomarkers selected from the group consisting of IL-1, IL-6, IL-8, VEGF, TGF, TNF, MMP-7, plasminogen activated (PA), uPA, IGF, and INF-2 proteins.
7. The method of claim 6, wherein the step of detecting head and neck cancer comprises comparing the expression level of DSG3 and said one or more other biomarkers with the average expression levels of DSG3 and said one or more other biomarkers from control saliva samples and advanced stage cancer saliva samples, wherein said control saliva samples are from subjects selected from the group consisting of a) smokers, b) drinkers, c) smokers and drinkers, and d) non-smokers and non-drinkers, all of whom had not yet developed head and neck cancer, and wherein a determination that the level of expression of DSG3 and said one or more other biomarkers in said saliva sample is greater than the average level of expression of DSG3 and said one or more other biomarkers in said control saliva samples, but is less than the average DSG3 and said one or more other biomarkers expression level of the advanced stage cancer saliva samples is indicative of the early detection of head and neck cancer in the subject.
8. The method according to claim 7, wherein said head and neck cancer comprises lip, oral cavity, tongue, throat, nasal cavity, paranasal sinuses, pharynx, larynx, salivary glands and cervical lymph nodes of the neck.
9. The method according to claim 7, wherein said one or more other biomarkers comprise IL-8.
10. The method according to claim 9, wherein DSG3 and IL-8 expression levels of said saliva samples are at least two times greater than the DSG3 and IL-8 expression levels of the control saliva samples.
11. The method according to claim 9, wherein DSG3 and IL-8 expression levels of said saliva samples are at least five times greater than the DSG3 and IL-8 expression levels of the control saliva samples.
12. A method for treating head and neck cancer comprising performing one or more procedures selected from the group consisting of radiation therapy, surgery and chemotherapy on a subject, wherein the procedure is performed when early detection of head and neck cancer is detected by the method of claim 2.
13. The method according to claim 12, wherein said head and neck cancer comprises lip, oral cavity, tongue, throat, nasal cavity, paranasal sinuses, pharynx, larynx, salivary glands and cervical lymph nodes of the neck.
14. The method according to claim 12, wherein DSG3 expression levels of said saliva samples are at least two times greater than the DSG3 expression levels of the control saliva samples.
15. The method according to claim 12, wherein DSG3 expression levels of said saliva samples are at least five times greater than the DSG3 expression levels of the control saliva samples.
16. A method for treating head and neck cancer comprising performing one or more procedures selected from the group consisting of radiation therapy, surgery and chemotherapy on a subject, wherein the procedure is performed when early detection of head and neck cancer is detected by the method of claim 6.
17. The method according to claim 16, wherein said head and neck cancer comprises lip, oral cavity, tongue, throat, nasal cavity, paranasal sinuses, pharynx, larynx, salivary glands and cervical lymph nodes of the neck.
18. The method according to claim 16, wherein said one or more other biomarkers comprise IL-8.
19. The method according to claim 18, wherein DSG3 and IL-8 expression levels of said saliva samples are at least two times greater than the DSG3 and IL-8 expression levels of the control saliva samples.
20. The method according to claim 18, wherein DSG3 and IL-8 expression levels of said saliva samples are at least five times greater than the DSG3 and IL-8 expression levels of the control saliva samples.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
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[0022]
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[0024]
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[0027]
DETAILED DESCRIPTION OF THE INVENTION
[0028] A biomarker as used herein refers to a molecular indicator that is associated with a particular pathological or physiological state. The biomarker as used herein is a molecular indicator for cancer, more specifically an indicator for head and neck cancer.
[0029] As used herein the term cancer refers to or describes the physiological condition in mammals that is typically characterized by abnormal and uncontrolled cell division or cell growth. Examples of cancer include but are not limited to, carcinoma, lymphoma, blastoma, sarcoma, and leukemia. More specific examples of such cancers include breast, brain, bladder, prostate, colon, intestinal, squamous cell, lung, stomach, pancreatic, cervical, ovarian, liver, skin, colorectal, endometrial, salivary gland, kidney, thyroid, various types of head and neck cancer, and the like. More specifically, head and neck cancer refers to any cancer in the head or neck region of the body. Most head and neck cancers are squamous cell carcinomas, but some may be exophilic or endophilic. Examples of head and neck cancers include but are not limited to the lip, oral cavity (mouth), tongue, throat, nasal cavity, paranasal sinuses, pharynx, larynx, salivary glands and cervical lymph nodes of the neck, and the like.
[0030] As used herein, a subject is preferably a human, non-human primate, cow, horse, pig, sheep, goat, dog, cat, or rodent. In all embodiments, human subjects are preferred. The subject may be at risk of developing head and neck cancer, may be suspected of having head and neck, or may have head and neck cancer.
[0031] As used herein, the phrase treating head and neck cancer means to have one or more of the following effects: to inhibit the formation or spread of primary tumors, macrometastases or micrometastases, or decrease the size of primary tumors, macrometastases or micrometastases.
[0032] As used herein, the level of expression of biomarkers can be used for the early diagnoses of cancer in a subject. In these determinations, the level of expression of the biomarker is diagnostic of cancer if the level of expression is above a control level determined for that biopsy type, but below the biomarker expression level for advanced stage cancer biopsies. The control level of expression can be determined using standard methods known to those of skill in the art. For example, a number of histologically normal saliva samples from subjects that are clinically normal (i.e., do not have clinical signs of cancer) are assayed and the mean level of expression for the samples is determined. Likewise, a number of advanced stage cancer saliva samples are assayed and the mean level of expression is determined. Biomarker expression levels of control and cancer saliva samples are compared for a determination of the early diagnosis of cancer. For example, expression levels of one or more biomarkers in a saliva sample can be about two times or greater than the level of expression of those biomarkers in a control saliva sample, but less than the biomarker expression levels of a cancer saliva sample. More specifically, sample biomarker expression levels greater than about 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, or 20 times or more than the level of biomarker expression in the normal control saliva sample, but less than the biomarker expression levels of a cancer saliva sample indicates the early diagnosis cancer in the saliva sample.
[0033] Biomarker expression levels may be detected and quantified at the protein level. Methods for detecting proteins or measuring protein levels in biological samples are well known in the art. Many such methods employ antibodies (e.g., monoclonal or polyclonal antibodies) that bind specifically to target proteins. In such assays, an antibody itself or a secondary antibody that binds to it can be detectably labeled. Alternatively, the antibody can be conjugated with biotin, and detectably labeled avidin (a polypeptide that binds to biotin) can be used to detect the presence of the biotinylated antibody. Combinations of these approaches (including multi-layer sandwich assays) familiar to those in the art can be used to enhance the sensitivity of the methodologies. Some of these protein measuring assays (e.g., ELISA or Western blot) can be applied to body fluids or to lysates of test cells and others (e.g., immunohistological methods or fluorescence flow cytometry) applied to unlysed tissues or cell suspensions. Methods of measuring the amount of a label depend on the nature of the label and are known in the art, Appropriate labels include, without limitation, radionuclides (e.g., .sup.125I, .sup.131I, .sup.35S, .sup.3H, or .sup.32P), enzymes (e.g., alkaline phosphatase, horseradish peroxidase, luciferase, or -glactosidase), fluorescent moieties or proteins (e.g., fluorescein, rhodamine, phycoerythrin, GFP, or BFP), or luminescent moieties. Other applicable assays include quantitative immunoprecipitation or complement fixation assays.
[0034] Saliva samples are collected from control subjects as well as subjects with cancer. Controls can be divided into four categories: (1) healthy control, (2) control+smoker, (3) control+drinker, and (4) control+smoker+drinker. A healthy control is a subject that does not smoke, drink or have any other risk factors associated with the development of head and neck cancer. A control+smoker is a subject that is a smoker, but has not developed head and neck cancer. A control+drinker is a subject that drinks, but has not developed head and neck cancer. A control+smoker+drinker is a subject that smokes and drinks, but has not developed head and neck cancer.
[0035] One of the hallmarks and early events of carcinogenesis is tissue invasion and metastasis. Cancer cells can break away from their site or organ of origin to invade surrounding tissue and spread (metastasize) to distant body parts. Mutations of cadherin family members, specially DSG3 promotes this early event. Based on these observations, the inventors postulated that DSG3 level in saliva will increase when a premalignant lesion transforms into clinically detectable HNSCC. The data obtained strongly support this prediction.
[0036] The inventors studied salivary DSG3 level from healthy volunteers, and from those with risk factors for HNSCC, i.e., smoking and alcohol consumption. DSG3 level in saliva among these groups of population were negligible [0.03-4.5 picograms (pg)/ml] (
[0037] Patients with premalignant lesions also had low levels of DSG3 in saliva (3.2-4.5 pg/ml) (
[0038] Patients with clinical manifestation of HNSCC had a high level of DSG3 in their saliva (120.00-177.78 pg/ml) (
[0039] From this study, the inventors conclude:
[0040] 1) DSG3 can be used as a salivary biomarker to differentiate a premalignant lesion from a squamous cell carcinoma of head and neck.
[0041] 2) DSG3 can be utilized as a biomarker for cervical lymph node metastasis.
[0042] DSG3 biomarker in saliva should help clinicians tremendously as follows:
[0043] 1) The majority of the patients with oral lesions (benign or pre-malignant) undergo biopsy for the confirmation of diagnosis and mostly, to rule out the possibility of malignancy. The inventors' data shows that it costs approximately $7,000 to perform biopsy by a surgeon and interpret results by a pathologist. Evaluation of DSG3 salivary biomarker should save patients from undergoing unnecessary surgery. This approach should decrease patient morbidity and improve cost-containment.
[0044] 2) There is usually a dilemma regarding management of cervical lymph nodes for Stage I and II HNSCC since there is no radiologic evidence of cervical lymph node metastasis, although patients may have microscopic metastasis in the lymph node. DSG3 level in saliva has potential to resolve this issue. If the DSG3 level in saliva is >200 pg/ml, a patient should undergo neck dissection with removal of cervical lymph nodes, since there is a high likelihood that the patient will have microscopic metastasis in the lymph nodes.
[0045] Cancer saliva samples include: early stage (I & II) head and neck cancer, advanced stage (III & IV) head and neck cancer, and both exophilic and endophilic tongue cancers.
[0046] The following protocol for saliva collection was used: [0047] 1. The subject was told the time that saliva would be collected (early morning if possible). The subject was asked to refrain from eating, drinking, or oral hygiene procedures for at least half hour prior to the collection. [0048] 2. The subject was given drinking water and asked to rinse their mouth out well (without swallowing the water). [0049] 3. Five minutes after this oral rinse, the subject was asked to spit around 5 ml of saliva into a 50 cc Falcon tube. The tube was then placed on ice. The subject was reminded not to cough up mucus as saliva was desired, not phlegm. [0050] 4. The saliva samples were divided into two tubes. The Sample 1 tube contained 1 ml of saliva and this tube was used for the protein extraction. The Sample 2 tube contained approximately 4 ml of saliva which was used for the RNA extraction. [0051] 5. Sample 1: Centrifuge at 2600 g for 15 minutes at 4 C. If incomplete separation occurred, Sample 1 was spun for an additional 20 minutes. [0052] 6. The supernatant was transferred to a new tube and the following protease inhibitor was added in 1 ml of saliva. 1 microliter of Aprotinin (Stock 10 mg/ml), 3 microliters of Na.sub.3OV.sub.4 (Stock solution 400 mM), 10 microliters of PMSF (Stock solution 10 mg/ml). The solution was mixed well and frozen at 80 C. immediately. [0053] 7. Sample 2: An equal volume of RNA later stabilization reagent was added to this tube. An aliquot of several tubes was made. These sample tubes were marked and then frozen at 80 C. RNAs were extracted from these specimens according to the modified protocol from the manufacturer (RNeasy Mini Kit, Qiagen, Valencia, Calif.).
[0054] Saliva was tested for DSG-3 in protein and the RNA level. The inventors discovered that Desmoglein 3 (DSG3) proteins expressed high levels within HNSCC patients. The inventors also demonstrated that the expression of this protein increases as the disease progresses and thus, while not wanting to be bound by theory, these proteins appear to have a direct role in the development of HNSCC. The molecular mechanisms for the progression of head and neck squamous cell carcinoma (HNSCC) cancers are not well understood but are widely believed to involve alcohol, tobacco and deregulation of growth factors leading to development of cancer. The inventors have earlier demonstrated that some of the following proteins such as IL-8, IL-6, VEGF, MMP-9, and TGF beta are elevated in the normal person who may smoke or drink heavily. These proteins are used as tools to develop a prognostic kit in HNSCC. The inventors are able to determine the high risk factors in development of HNSCC among normal people who smoke or drink. The inventors received US patent on IL-8 in 2011 (U.S. Pat. No. 7,910,293, the entire contents of which are incorporated herein by reference in its entirety). DSG-3 is one of seven known desmosomal cadherins that mediate cell-cell adhesion in desmosomes and it is only present in the epithelial cells. The inventors are believed to be the first to detect the expression of DSG-3 from saliva of the oral patient with increased levels of expression correlating with the clinical stage of malignancy, implicating its potential to serve as a diagnostic and prognostic marker. DSG-3 was not detected in the saliva of controls. It was demonstrated that DSG-3 expression was not detected in a normal person who may smoke or drink heavily. DSG-3 can be used in an early prognostic kit that will help to determine how long it will take to develop HNSCC cancer without changing a lifestyle that involves heavy drinking and/or smoking.
[0055] The levels of IL-8 and DSG-3 will be detected in the saliva. This test will be more sensitive and specific for the detection of oral cancer at an early stage. Moreover, these proteins will also be an early indicator of the disease status for those individual who are at high risk for developing oral cancer. The inventors have also demonstrated that the combination of DSG-3 and IL-8 will have a compelling increase in efficacy for diagnostics compared to the efficacy of either DSG-3 or IL-8, by itself.
[0056] There are at least three main types of treatment head and neck cancer. These include radiation therapy, surgery and chemotherapy. The primary treatments are radiation therapy or surgery, or both combined. Chemotherapy is often used as an additional, or adjuvant, treatment. The optimal combination of these three treatments depends on the site of the cancer and the stage (extent) of the disease.
[0057] In general, patients with early-stage head and neck cancers (particularly those limited to the site of origin) are subjected to one treatmenteither radiation therapy or surgery. Patients who have more extensive cancers are often treated concurrently with both chemotherapy and radiation therapy. Sometimes, patients are treated with surgery followed by postoperative radiation therapy chemotherapy.
[0058] If the plan of treatment is radiation therapy alone for the primary cancer, the neck is also treated with radiation therapy. In addition, a neck dissection to remove involved lymph nodes may be necessary if the amount of disease in the neck nodes is extensive or if the cancer in the neck nodes has not been eliminated completely by the radiation therapy.
[0059] Another treatment that might be necessary before or after radiation therapy is surgery. In general, if the surgical removal of the primary tumor is indicated, radiation is given afterward if necessary. Sometimes, however, the cancer is extensive or it is not feasible to completely remove the cancer initially. Radiotherapy is then given first to try to shrink the tumor, and surgery will follow radiotherapy.
[0060] Studies indicate that chemotherapy given at the same time as radiation therapy is more effective than if it is given before a course of radiation therapy. Therefore, radiation treatment schedules sometimes include chemotherapy if the stage of the cancer is advanced (advanced stage III or stage IV). Drugs most commonly given in conjunction with radiation therapy are cisplatin (Platinol) and Cetuximab (Erbitux). Additional drugs include but are not limited to fluorouracil (5-FU, Adrucil), carboplatin (Paraplatin), and paclitaxel (Taxol). The chemotherapy may be given in a variety of ways, including a low daily dose, a moderately low weekly dose, or a relatively higher dose every three to four weeks.
[0061] One of the following radiation therapy procedures may be used to treat Head and Neck Cancer:
[0062] External beam therapy (EBT): a method for delivering a beam of high-energy x-rays or proton beams to the location of the tumor. The beam is generated outside the patient (usually by a linear accelerator x-ray and cyclotron or synchrotron for proton beam) and is targeted at the tumor site. These x-rays can destroy the cancer cells and careful treatment planning allows the surrounding normal tissues to be spared. No radioactive sources are placed inside the patient's body.
[0063] Intensity-modulated radiation therapy (IMRT): an advanced mode of high-precision radiotherapy that utilizes computer-controlled x-ray accelerators to deliver precise radiation doses to a malignant tumor or specific areas within the tumor. The radiation dose is designed to conform to the three-dimensional (3-D) shape of the tumor by modulatingor controllingthe intensity of the radiation beam to focus a higher radiation dose to the tumor while minimizing radiation exposure to healthy cells.
[0064] Nucleic acid and protein sequences DSG3 are publicly available. For example, GENBANK Accession Nos.: NM_001944, M76482, AK290367, and BX538327 disclose exemplary nucleic acid sequences that encode human DSG3, and GENBANK Accession Nos.: NP_001935, AAA60230, BAF83056, and CAD98098 disclose exemplary human DSG-3 amino acid sequences, all of which are incorporated by reference (see e.g., U.S. Patent Application Publication No. 2012/0087892, the entire contents of which are incorporated herein by reference in its entirety).
[0065] DSG3 can include a full-length wild-type (or native) sequence, as well as DSG3 allelic variants that retain the ability to be expressed. DSG3 allelic variants have at least 80% sequence identity, for example at least 85%, 90%, 95%, or 98% sequence identity to a publicly available DSG-3 sequence.
[0066] NP_001944.2 (SEQ ID NO: 1) is as follows:
TABLE-US-00001 1 aaagcagcagagacgctgcagagggcttttcttagacatc aactgcagacggctggcagg 61 atagaagcagcggctcacttggactttttcaccagggaaa tcagagacaatgatggggct 121 cttccccagaactacaggggctctggccatcttcgtggtg gtcatattggttcatggaga 181 attgcgaatagagactaaaggtcaatatgatgaagaagag atgactatgcaacaagctaa 241 aagaaggcaaaaacgtgaatgggtgaaatttgccaaaccc tgcagagaaggagaagataa 301 ctcaaaaagaaacccaattgccaagattacttcagattac caagcaacccagaaaatcac 361 ctaccgaatctctggagtgggaatcgatcagccgcctttt ggaatctttgttgttgacaa 421 aaacactggagatattaacataacagctatagtcgaccgg gaggaaactccaagcttcct 481 gatcacatgtcgggctctaaatgcccaaggactagatgta gagaaaccacttatactaac 541 ggttaaaattttggatattaatgataatcctccagtattt tcacaacaaattttcatggg 601 tgaaattgaagaaaatagtgcctcaaactcactggtgatg atactaaatgccacagatgc 661 agatgaaccaaaccacttgaattctaaaattgccttcaaa attgtctctcaggaaccagc 721 aggcacacccatgttcctcctaagcagaaacactggggaa gtccgtactttgaccaattc 781 tcttgaccgagagcaagctagcagctatcgtctggttgtg agtggtgcagacaaagatgg 841 agaaggactatcaactcaatgtgaatgtaatattaaagtg aaagatgtcaacgataactt 901 cccaatgtttagagactctcagtattcagcacgtattgaa gaaaatattttaagttctga 961 attacttcgatttcaagtaacagatttggatgaagagtac acagataattggcttgcagt 1021 atatttctttacctctgggaatgaaggaaattggtttgaa atacaaactgatcctagaac 1081 taatgaaggcatcctgaaagtggtgaaggctctagattat gaacaactacaaagcgtgaa 1141 acttagtattgctgtcaaaaacaaagctgaatttcaccaa tcagttatctctcgataccg 1201 agttcagtcaaccccagtcacaattcaggtaataaatgta agagaaggaattgcattccg 1261 tcctgcttccaagacatttactgtgcaaaaaggcataagt agcaaaaaattggtggatta 1321 tatcctgggaacatatcaagccatcgatgaggacactaac aaagctgcctcaaatgtcaa 1381 atatgtcatgggacgtaacgatggtggatacctaatgatt gattcaaaaactgctgaaat 1441 caaatttgtcaaaaatatgaaccgagattctactttcata gttaacaaaacaatcacagc 1501 tgaggttctggccatagatgaatacacgggtaaaacttct acaggcacggtatatgttag 1561 agtacccgatttcaatgacaattgtccaacagctgtcctc gaaaaagatgcagtttgcag 1621 ttcttcaccttccgtggttgtctccgctagaacactgaat aatagatacactggccccta 1681 tacatttgcactggaagatcaacctgtaaagttgcctgcc gtatggagtatcacaaccct 1741 caatgctacctcggccctcctcagagcccaggaacagata cctcctggagtataccacat 1801 ctccctggtacttacagacagtcagaacaatcggtgtgag atgccacgcagcttgacact 1861 ggaagtctgtcagtgtgacaacaggggcatctgtggaact tcttacccaaccacaagccc 1921 tgggaccaggtatggcaggccgcactcagggaggctgggg cctgccgccatcggcctgct 1981 gctccttggtctcctgctgctgctgttggccccccttctg ctgttgacctgtgactgtgg 2041 ggcaggttctactgggggagtgacaggtggttttatccca gttcctgatggctcagaagg 2101 aacaattcatcagtggggaattgaaggagcccatcctgaa gacaaggaaatcacaaatat 2161 ttgtgtgcctcctgtaacagccaatggagccgatttcatg gaaagttctgaagtttgtac 2221 aaatacgtatgccagaggcacagcggtggaaggcacttca ggaatggaaatgaccactaa 2281 gcttggagcagccactgaatctggaggtgctgcaggcttt gcaacagggacagtgtcagg 2341 agctgcttcaggattcggagcagccactggagttggcatc tgttcctcagggcagtctgg 2401 aaccatgagaacaaggcattccactggaggaaccaataag gactacgctgatggggcgat 2461 aagcatgaattttctggactcctacttttctcagaaagca tttgcctgtgcggaggaaga 2521 cgatggccaggaagcaaatgactgcttgttgatctatgat aatgaaggcgcagatgccac 2581 tggttctcctgtgggctccgtgggttgttgcagttttatt gctgatgacctggatgacag 2641 cttcttggactcacttggacccaaatttaaaaaacttgca gagataagccttggtgttga 2701 tggtgaaggcaaagaagttcagccaccctctaaagacagc ggttatgggattgaatcctg 2761 tggccatcccatagaagtccagcagacaggatttgttaag tgccagactttgtcaggaag 2821 tcaaggagcttctgctttgtccacctctgggtctgtccag ccagctgtttccatccctga 2881 ccctctgcagcatggtaactatttagtaacggagacttac tcggcttctggttccctcgt 2941 gcaaccttccactgcaggctttgatccacttctcacacaa aatgtgatagtgacagaaag 3001 ggtgatctgtcccatttccagtgttcctggcaacctagct ggcccaacgcagctacgagg 3061 gtcacatactatgctctgtacagaggatccttgctcccgt ctaatatgaccagaatgagc 3121 tggaataccacactgaccaaatctggatctttggactaaa gtattcaaaatagcatagca 3181 aagctcactgtattgggctaataatttggcacttattagc ttctctcataaactgatcac 3241 gattataaattaaatgtttgggttcataccccaaaagcaa tatgttgtcactcctaattc 3301 tcaagtactattcaaattgtagtaaatcttaaagtttttc aaaaccctaaaatcatattc 3361 gccaggaaattttcctaaacattcttaagcttctattttt cccctgccaaaggaaggtgt 3421 ttatcattttaaaatgcaatgtgatttagtggattaagca ggagcgctggttcttgtctc 3481 cattgccttttcttatatcattgataatgatgtaagaatc acaaggggccgggcgcggtg 3541 gctcacgcctgtaatcccagcactttgggaggccgaggca ggtggatcatgaggtcagga 3601 gatcgagaccatcctggctaacaaggtgaaaccccgtctc tactaaaaatacaaaaaatt 3661 agccgggcgcagtggcgggcgcctgtagtcccagctactc gggaggctgaggcaggagaa 3721 tggcatgaacccgggaagcggagcttgcagtgagccgaga ttgcgccactgcagtccgca 3781 gtccggcctgggcgacagagcgagactccgtctcaaaaaa aaaaaaaaaaaaagaatcac 3841 aaggtatttgctaaagcattttgagctgcttggaaaaagg gaagtagttgcagtagagtt 3901 tcttccatcttcttggtgctgggaagccatatatgtgtct tttactcaagctaaggggta 3961 taagcttatgtgttgaatttgctacatctatatttcacat attctcacaataagagaatt 4021 ttgaaatagaaatatcatagaacatttaagaaagtttagt ataaataatattttgtgtgt 4081 tttaatccctttgaagggatctatccaaagaaaatatttt acactgagctccttcctaca 4141 cgtctcagtaacagatcctgtgttagtctttgaaaatagc tcattttttaaatgtcagtg 4201 agtagatgtagcatacatatgatgtataatgacgtgtatt atgttaacaatgtctgcaga 4261 ttttgtaggaatacaaaacatggccttttttataagcaaa acgggccaatgactagaata 4321 acacatagggcaatctgtgaatatgtattataagcagcat tccagaaaagtagttggtga 4381 aataattttcaagtcaaaaagggatatggaaagggaatta tgagtaacctctatttttta 4441 agccttgcttttaaattaaacagctacagccatttaagcc ttgaggataataaagcttga 4501 gagtaataatgttaggttagcaaaggtttagatgtatcac ttcatgcatgctaccatgat 4561 agtaatgcagctcttcgagtcatttctggtcattcaagat attcacccttttgcccatag 4621 aaagcaccctacctcacctgcttactgacattgtcttagc tgatcacaagatcattatca 4681 gcctccattattccttactgtatataaaatacagagtttt atattttcctttcttcgttt 4741 ttcaccatattcaaaacctaaatttgtttttgcagatgga atgcaaagtaatcaagtgtt 4801 tgtgctttcacctagaagggtgtggtcctgaaggaaagag gtcccctaaatatcccccac 4861 cctggtgctcctccctctccctggtaccctgactaccagg aagtcaggtgctagagcagc 4921 tggagaagtgcaggcagcctgtgcttccacagatgggggt gctgctgcaacaaggctttc 4981 aatgtgcccatcttaggtgggagaagctagatcctgtgca gcagcctggtaagtcctgag 5041 gaggttccattgctcttcctgctgctgtcctttgcttctc aacggtggctcgctctacag 5101 tctagagcacatgcagctaacttgtgcctctgcttatgca tgagggttaaattaacaacc 5161 ataaccttcatttgaagttcaaaggtgtattcaggatcct caaagcattttaaccttgcc 5221 gcttaaaacccaatttaccgtgaaatgggaattttgctgc attgttaaactgtagtggaa 5281 accatgctatagtaataaaggttatataagagagaaattg aaattaaatgtgtttttaaa 5341 tttcaaaaaaaaatcaatctttaggatgacttaaaaattg atttgccatgtaaaatgtat 5401 ctgcattttttacacaaaacttgttttaagcataaaattt taaaactgtactacttgatg 5461 tattatacattttgaaccatatgtattaaaccataaacag tataatgttgttataataaa 5521 acaggcaataaatttataaataaaagctgaaaaaaaaaaaa
[0067] NP_001935.2 (SEQ ID NO: 2) is as follows:
TABLE-US-00002 1 mmglfprttgalaifvvvilvhgelrietkgqydeeemtm qqakrrqkrewvkfakpere 61 gednskrnpiakitsdyqatqkityrisgvgidqppfgif vvdkntgdinitaivdreet 121 psflitcralnaqgldvekpliltvkildindnppvfsqq ifmgeieensasnslvmiln 181 atdadepnhlnskiafkivsqepagtpmfllsrntgevrt ltnsldreqassyrlvvsga 241 dkdgeglstqcecnikvkdvndnfpmfrdsqysarieeni lssellrfqvtdldeeytdn 301 wlavyfftsgnegnwfeiqtdprtnegilkvvkaldyeql qsvklsiavknkaefhqsvi 361 sryrvqstpvtiqvinvregiafrpasktftvqkgisskk lvdyilgtyqaidedtnkaa 421 snvkyvmgrndggylmidsktaeikfvknmnrdstfivnk titaevlaideytgktstgt 481 vyvrvpdfndncptavlekdavcssspsvvvsartlnnry tgpytfaledqpvklpavws 541 ittlnatsallraqeqippgvyhislvltdsqnnrcempr sltlevcqcdnrgicgtsyp 601 ttspgtrygrphsgrlgpaaigllllgllllllapllllt cdcgagstggvtggfipvpd 661 gsegtihqwgiegahpedkeitnicvppvtangadfmess evctntyargtavegtsgme 721 mttklgaatesggaagfatgtvsgaasgfgaatgvgicss gqsgtmrtrhstggtnkdya 781 dgaismnfldsyfsqkafacaeeddgqeandclliydneg adatgspvgsvgccsfiadd 841 lddsfldslgpkfkklaeislgvdgegkevqppskdsgyg iescghpievqqtgfvkcqt 901 lsgsqgasalstsgsvqpavsipdplqhgnylvtetysas gslvqpstagfdplltqnvi 961 vtervicpissvpgnlagptqlrgshtmlctedpcsrli
[0068] A database generated from the methods provided herein and the analyses described above can be included in, or associated with, a computer system for the early detection of head and neck cancer. The database can include a plurality of digitally-encoded reference (or control) profiles. Profiles can be included in the database for consecutive or simultaneous comparison to a subject profile. The computer system can include a server containing a computer-executable code for receiving a profile of a subject and identifying from the database a matching reference profile that is diagnostically relevant to the subject profile.
[0069] Thus, the various techniques, methods, and aspects of the invention described above can be implemented in part or in whole using computer-based systems and methods. Additionally, computer-based systems and methods can be used to augment or enhance the functionality described above, increase the speed at which the functions can be performed, and provide additional features and aspects as a part of or in addition to those of the invention described elsewhere in this document. Various computer-based systems, methods and implementations in accordance with the above-described technology are presented below.
[0070] A processor-based system can include a main memory, preferably random access memory (RAM), and can also include a secondary memory. The secondary memory can include, for example, a hard disk drive and/or a removable storage drive, representing a floppy disk drive, a magnetic tape drive, an optical disk drive, etc. The removable storage drive reads from and/or writes to a removable storage medium. Removable storage medium refers to a floppy disk, magnetic tape, optical disk, and the like, which is read by and written to by a removable storage drive. As will be appreciated, the removable storage medium can comprise computer software and/or data.
[0071] In alternative embodiments, the secondary memory may include other similar means for allowing computer programs or other instructions to be loaded into a computer system. Such means can include, for example, a removable storage unit and an interface. Examples of such can include a program cartridge and cartridge interface (such as the found in video game devices), a removable memory chip (such as an EPROM or PROM) and associated socket, and other removable storage units and interfaces, which allow software and data to be transferred from the removable storage unit to the computer system.
[0072] The computer system can also include a communications interface. Communications interfaces allow software and data to be transferred between computer system and external devices. Examples of communications interfaces can include a modem, a network interface (such as, for example, an Ethernet card), a communications port, a PCMCIA slot and card, and the like. Software and data transferred via a communications interface are in the form of signals, which can be electronic, electromagnetic, optical or other signals capable of being received by a communications interface. These signals are provided to communications interface via a channel capable of carrying signals and can be implemented using a wireless medium, wire or cable, fiber optics or other communications medium. Some examples of a channel can include a phone line, a cellular phone link, an RF link, a network interface, and other communications channels.
[0073] The terms computer program medium and computer usable medium are used to refer generally to media such as a removable storage device, a disk capable of installation in a disk drive, and signals on a channel. These computer program products are means for providing software or program instructions to a computer system.
[0074] Computer programs (also called computer control logic) are stored in main memory and/or secondary memory. Computer programs can also be received via a communications interface. Such computer programs, when executed, enable the computer system to perform the features of the invention as discussed herein. In particular, the computer programs, when executed, enable the processor to perform the features of the invention. Accordingly, such computer programs represent controllers of the computer system.
[0075] In an embodiment where the elements are implemented using software, the software may be stored in, or transmitted via, a computer program product and loaded into a computer system using a removable storage drive, hard drive or communications interface. The control logic (software), when executed by the processor, causes the processor to perform the functions of the invention as described herein.
[0076] In another embodiment, the elements are implemented primarily in hardware using, for example, hardware components such as PALs, application specific integrated circuits (ASICs) or other hardware components. Implementation of a hardware state machine so as to perform the functions described herein will be apparent to person skilled in the relevant art(s). In yet another embodiment, elements are implanted using a combination of both hardware and software.
[0077] In another embodiment, the computer-based methods can be accessed or implemented over the World Wide Web by providing access via a Web Page to the methods of the invention. Accordingly, the Web Page is identified by a Universal Resource Locator (URL). The URL denotes both the server machine and the particular file or page on that machine. In this embodiment, it is envisioned that a consumer or client computer system interacts with a browser to select a particular URL, which in turn causes the browser to send a request for that URL or page to the server identified in the URL. Typically the server responds to the request by retrieving the requested page and transmitting the data for that page back to the requesting client computer system (the client/server interaction is typically performed in accordance with the hypertext transport protocol (HTTP)). The selected page is then displayed to the user on the client's display screen. The client may then cause the server containing a computer program of the invention to launch an application to, for example, perform an analysis according to the invention.
REFERENCES
[0078] All references cited herein, including those below are hereby incorporated by reference herein in their entirety. [0079] 1. U.S. Pat. No. 7,910,293. [0080] 2. U.S. Patent Application Publication No. 2010/0099102. [0081] 3. U.S. Patent Application Publication No. 2012/0087892.