- Open Access
The salivary microbiota as a diagnostic indicator of oral cancer: A descriptive, non-randomized study of cancer-free and oral squamous cell carcinoma subjects
Journal of Translational Medicine volume 3, Article number: 27 (2005)
The purpose of the present investigation was to determine if the salivary counts of 40 common oral bacteria in subjects with an oral squamous cell carcinoma (OSCC) lesion would differ from those found in cancer-free (OSCC-free) controls.
Unstimulated saliva samples were collected from 229 OSCC-free and 45 OSCC subjects and evaluated for their content of 40 common oral bacteria using checkerboard DNA-DNA hybridization. DNA counts per ml saliva were determined for each species, averaged across subjects in the 2 subject groups, and significance of differences between groups determined using the Mann-Whitney test and adjusted for multiple comparisons. Diagnostic sensitivity and specificity in detection of OSCC by levels of salivary organisms were computed and comparisons made separately between a non-matched group of 45 OSCC subjects and 229 controls and a group of 45 OSCC subjects and 45 controls matched by age, gender and smoking history.
Counts of 3 of the 40 species tested, Capnocytophaga gingivalis, Prevotella melaninogenica and Streptococcus mitis, were elevated in the saliva of individuals with OSCC (p < 0.001). When tested as diagnostic markers the 3 species were found to predict 80% of cancer cases (sensitivity) while excluding 83% of controls (specificity) in the non-matched group. Diagnostic sensitivity and specificity in the matched group were 80% and 82% respectively.
High salivary counts of C. gingivalis, P. melaninogenica and S. mitis may be diagnostic indicators of OSCC.
Each year nearly 30,000 Americans are diagnosed with oral cancer. 90% of these lesions are oral squamous cell carcinomas . Despite advances in surgery, radiation and chemotherapy, the five-year survival rate is 54%, one of the lowest of the major cancer sites, and this rate has not improved significantly in recent decades [2–4]. Worldwide, the problem is much greater, with over 350,000 to 400,000 new cases being found each year . The disease kills one person every hour – more people than cancers of the cervix, brain, ovary, testes, liver, kidney, malignant melanoma or Hodgkin's lymphoma [5, 6]. In the United States, African American males suffer the highest incidence and lowest survival rates of any group. From 1985 to 1996, the five-year survival rate for tongue carcinoma in African-American men was 27%, compared with a 47% five-year survival rate among white men . In 2001, similar five-year survival rates were found in a study of oral and pharyngeal cancer among African-American and White men . Notably, incidence in young adults (<40 years) is increasing in the U.S. [9, 10] and worldwide [11, 12].
Early detection followed by appropriate treatment, can increase cure rates to 80 or 90%, and greatly improve the quality of life by minimizing extensive, debilitating treatments [5, 13]. Despite the accessibility of the oral cavity to direct examination, these malignancies are often not detected until a late stage [5, 14, 15]. Oral cancer is unusual in that it carries a high risk of second primary tumors. Patients who survive a first cancer of the oral cavity have up to a 20-fold increased risk of developing a second primary oral cancer and that risk lasts 5–10 years and sometimes longer .
Major risk factors for oral cancers in the United States are use of tobacco and alcohol, which account for 75 to 80% of all oral cancers [5, 17]. Although tobacco is a well-recognized risk factor for OSCC, the public is generally unaware that alcohol synergizes with tobacco. Those who both smoke and drink have 15 times the risk of developing oral cancer . Notably, some oral cancer patients have no known risk factors, and the disease in this population may pursue a particularly aggressive course .
The American Cancer Society recommends that doctors and dentists examine the mouth and throat during routine examinations  as early cancer lesions are often asymptomatic and may mimic benign lesions [19, 20]. General population screening, however, has not been shown to reduce the incidence of and mortality from oral cancer. The reasons include the low prevalence and incidence of OSCC, the potential for false-positive diagnoses and poor compliance with screening and referral [6, 21]. Thus the National Institute of Dental and Craniofacial Research and The Oral Cancer Foundation have recommended that research efforts focus on developing novel detection techniques [5, 16].
Studies have reported that certain common oral bacteria are elevated on or in oral and esophageal cancer lesions and their associated lymph nodes [22–28]. Although increased colonization of facultative oral streptococci have been reported most often [24–27], anaerobic Prevotella, Veillonella, Porphyromonas and Capnocytophaga species were also elevated [25, 26, 28]. Currently, studies are examining whether bacteria may be incidentally or causally associated with oral cancer. Additional research is determining whether various salivary markers may be used as early diagnostic indicators for oral cancer.
The reason for these shifts in bacterial colonization of cancer lesions is unclear. Mechanistic studies of bacterial attachment provide some insights, however. Research has repeatedly shown that oral bacteria demonstrate specific tropisms toward different biological surfaces in the oral cavity such as the teeth, mucosa, and other bacteria [29–35]. The non-shedding surfaces of the teeth offer a far different habitat than the continually shedding surfaces of the oral mucosa. Due to the repeated shedding of epithelial cells, there is less time for a complex biofilm to develop on soft tissue surfaces; thus, a premium is placed on potent mechanisms of adhesion. The differences in bacterial tropisms for specific oral sites suggest that different intra-oral surfaces and bacterial species have different receptors and adhesion molecules that dictate the colonization of different oral surfaces.
It is now recognized that bacteria bind to and colonize mucosal surfaces in a highly selective manner via a "lock- and key" mechanism. Adhesins on bacteria bind specifically to complementary receptors on the mucosal surfaces of the host. These adhesins differ from species to species leading to specificity in attachment to different surfaces. Studies have shown that even within genera, colonization patterns of individual species may differ markedly [29–32]. Streptococcus salivarius, for example, preferentially colonized the oral soft tissues and saliva compared to the teeth, while the reverse was true of Streptococcus sanguis.
Cancer has been referred to as a molecular disease of cell membrane glycoconjugates, [36–38]. Certain glycoconjugates serve as receptors for specific bacteria and recent reports support the notion that shifts in the colonization of different cancer cells are associated with observed changes in cell surface receptors [36, 40, 41]. An in vitro study of S. sanguis, a common oral inhabitant, demonstrated that its binding capacity to normal exfoliated human buccal epithelial cells (HBEC) depended upon the availability of surface sialic acid residues . Desialylation of HBEC invariably abolished adhesion of S. sanguis to these epithelial cells. In similar experiments carried out with a buccal carcinoma cell line, S. sanguis did not reliably attach. It was determined that the tumor cells did not express the sialylated membrane glycoprotein of normal cells suggesting that changes in the surface receptors had occurred in the buccal carcinoma cell line.
In a previous study of 225 OSCC-free subjects we found a high degree of specificity in the "preferred" intra-oral localization of species, even within a single genus such as Streptococcus . This specificity in localization of individual species agreed with that described in previous studies. Our investigation extended earlier findings by describing the distribution of multiple species within the same genus on a wider range of intra-oral surfaces. For example, S. oralis, S. constellatus, S. mitis, S. intermedius and S. anginosus colonized the soft tissues in higher proportions than the teeth; however, their "preferred" soft tissue habitats differed. S. sanguis colonized different soft tissue locations in similar proportions, but was found in higher mean proportions on the teeth, particularly in the supragingival plaque.
The availability of a large amount of data from the OSCC-free subjects permitted this group to be subset according to periodontal and smoking status and the colonization patterns on the soft tissues compared among groups . The clinical parameters among the populations were in accord with those found in previous studies and results were similar to previous investigations [44–47]. Few differences were found in the salivary or soft tissue microbiota among the subset populations. It was concluded that the presence or absence of periodontal infections or a smoking habit had minimal effects on salivary and soft tissue colonization. These findings were in accord with studies by Danser et al. 1996 and Lie et al. 1998 [48, 49] but contrasted with earlier reports by Colman et al. 1976 and van Winkelhoff et al. 1986 [50, 51]. Importantly, we found that when the microbiota of teeth, soft tissues and saliva were compared, the microbial profile of saliva was similar to that of the soft tissues, but saliva and soft tissue colonization differed markedly from that of dental plaque. These findings were similar to those of other investigations [46, 51, 52].
As previously mentioned, studies have reported that the microbiota of OSCC lesions differs from that found on the soft tissues of OSCC-free individuals. Little was known, however, about the salivary microbiota of oral cancer subjects. Thus, the purpose of the present investigation was to determine whether the salivary microbiota in subjects with an oral squamous cell carcinoma (OSCC) lesion would differ from that found in OSCC-free controls.
Materials and methods
A total of 229 OSCC-free subjects were recruited from the patient pool at The Forsyth Institute. All subjects were 18 years or older, and immunocompetent. Exclusion criteria included: antibiotic therapy within the previous 3 months, pregnancy or lactation, systemic conditions associated with immune dysfunction (e.g., diabetes), previous chemotherapy or radiation and the presence of any oral mucosal lesions.
Oral Cancer Population
A total of 45 subjects diagnosed with OSCC via biopsy were recruited from the Partners' Hospitals (The Dana Farber Cancer Institute, Brigham and Women's Hospital and Massachusetts General Hospital). Inclusion criteria required that subjects be 18 years or older and immunocompetent, with a primary untreated OSCC. Exclusion criteria included systemic conditions associated with immune dysfunction (e.g., diabetes), previous chemotherapy or radiation, an inability to properly consent, and/or lesions that could not be sampled due to discomfort, anatomic location or that did not affect the surface oral epithelium. In the unmatched comparisons OSCC subjects were older and included a higher percentage of male subjects and smokers than OSCC-free subjects (Table 1). Thus a subset of 45 controls was matched by computer for age, gender and smoking with the 45 OSCC subjects (Table 2).
Collection of samples and preparation of test membranes
Whole unstimulated saliva samples were collected by expectoration from 229 OSCC-free and 45 OSCC subjects. Samples were evaluated for their content of 40 common oral bacteria using checkerboard DNA-DNA hybridization as described by Socransky et al.  and whole genomic probes were prepared by the method described by Smith et al. (1989) . The concentration of the purified DNA was determined by spectrophotometric measurement of the absorbance at 260 nm and purity of the preparations was assessed by the ratio of the absorbances at 260 and 280 nm. Whole genomic DNA probes were prepared from each of the 40 test strains by labeling 1–3 μg DNA with digoxigenin (Boehringer Mannheim, Indianapolis IN.) using a random primer technique . The membranes were prehybridized to block nonspecific binding. The 40 species examined are commonly found in the oral cavity and are listed in Table 3 with their corresponding American Type Culture Collection (ATCC) numbers. Two lanes in each run had standards at 105 and 106 cells of each species and signals were converted to absolute counts by comparison with standards on the membrane. Signals were detected using a Storm Fluorimager (Molecular Dynamics, Sunnyvale CA). The sensitivity of this assay also detected 104 cells of a given species by adjusting the concentration of each DNA probe. Failure to detect a signal was recorded as zero, although counts in the 1 to 1000 range could have been present. Data available for all subjects were compared using the Mann-Whitney test and Bonferroni adjustment performed for multiple comparisons.
The levels of salivary bacteria in subjects with and without OSCC are illustrated in Fig 1. Comparisons between the 229 OSCC-free and 45 OSCC subjects indicated that 6 common oral bacteria (P. melaninogenica, C. gingivalis, Capnocytophaga ochracea, Eubacterium saburreum, Leptotrichia buccalis and S. mitis) differed (p < 0.001). Elevated salivary counts of ≥0.4 × 105/ml of 3 bacteria, C. gingivalis, P. melaninogenica and S mitis, were found to have diagnostic sensitivity and specificity ≥80%. The remaining species, including the three bacteria that were recovered in lower levels in salivary samples of OSCC patients, E. saburreum, L. buccalis, and C. ochracea, did not contribute significantly to the diagnostic test as their diagnostic sensitivity and specificity values were ≤60%.
Diagnostic sensitivity and specificity for different counts of C. gingivalis, P. melaninogenica and S. mitis/ml saliva for the unmatched populations are illustrated in Figure 2. C. gingivalis was the species most closely associated with oral cancer lesions but diagnostic sensitivity and specificity was highest when levels of the 3 bacteria were each ≥0.4 × 105. Median DNA probe counts of C. gingivalis P. melaninogenica and S. mitis in OSCC-free subjects were 0.25, 0.63, and 0.31 × 105 per ml of saliva. In contrast, the median DNA probe counts of these 3 species in the 45 OSCC subjects were 3.24, 5.62 and 1.62 × 105 per ml of saliva, respectively.
45 OSCC-free controls were matched by computer for age, gender and smoking history with the 45 OSCC subjects. Diagnostic sensitivity and specificity for detection of oral cancer using levels of salivary bacteria were computed as described above. The results for the matched population were similar to those for the unmatched comparisons namely that the increased counts of C. gingivalis, P. melaninogenica and S. mitis were 80% diagnostically sensitive and 82% diagnostically specific for the presence of OSCC (Figure 3). As before, the remaining 37 species did not improve sensitivity or specificity.
Results from this investigation demonstrated that oral cancer subjects had elevated counts (p < 0.001) of C. gingivalis, P. melaninogenica and S. mitis in saliva compared to OSCC-free subjects. These results are borderline in significance after adjusting for multiple comparisons. However, when each species was ≥0.4 × 105 they indicated the presence of an OSCC lesion with 80% diagnostic sensitivity and ≥82% specificity in both matched and unmatched populations.
The reason for this finding is unclear. One explanation may relate to the altered cell surface receptors observed in cancer cells [36, 39, 41]. It seems reasonable that alterations in tumor cell receptors could change the adhesion of certain species of bacteria. This was shown, as previously discussed, in an in vitro study of HBEC and buccal cell carcinoma cell lines using the common oral bacterium S. sanguis by Neeser . One might expect that as Neeser found decreased colonization of S. sanguis, a similar study using S. mitis would result in a reduced colonization of oral cancer cells. Interestingly, our previous investigation of 225 OSCC-free subjects provided evidence to the contrary. Colonization of different oral sites differed among the 40 test species, even among those of the same genera, such as streptococci. For example, S. sanguis and S. mitis both colonized the oral soft and hard tissues; however, marked differences in their proportions at these sites were noted. Highly species-specific oral colonization by streptococci has been reported by other investigators [29–32, 57, 58].
Saliva was found to be similar in microbial profile to the soft tissues. This was a significant finding from the study of the OSCC-free population. In contrast, the microbiota of the teeth and saliva differed markedly. These results agreed with previous studies [30, 57, 58]. Thus, if alterations in bacterial adhesion to OSCC cells observed in vitro exist in vivo, colonization of OSCC lesions would be affected. Shifts in the soft tissue microbiota of the oral cavity appear likely to affect salivary levels as well.
A screening test for oral cancer based on salivary counts of bacterial species is appealing. Saliva is now meeting the demand for inexpensive, noninvasive, and easy-to use diagnostic aids for oral and systemic diseases, and for assessing risk behaviors such as tobacco and alcohol use. Detection of HIV by the presence of virus-specific antibodies in saliva, for example, has led to the development of commercially available test kits . If increased numbers of certain salivary species are shown to be a signature of oral cancer, an early diagnostic test for OSCC may be developed, reducing the morbidity and mortality of this devastating cancer.
Studies to examine the validity of these findings are planned. If the results of this study are validated it will be important to address whether oral bacteria can be used as indicators of oral cancer and whether certain oral species contribute to carcinogenesis.
Results of the present study suggest that high salivary counts of C. gingivalis, P. melaninogenica and S. mitis may be diagnostic indicators of OSCC. These findings taken with those of an earlier study indicate that the presence of an OSCC has a more powerful effect on the salivary microbiota than either smoking or periodontal infections.
SEER: Cancer Statistics Review. 2002, US Department of Health and Human Services, Public Health Service, National Institutes of Health, Bethesda, MD
The American Cancer Society. [http://www.cancer.org/docroot/home/index.asp]
Silverman S: Oral cancer. Semin Dermatol. 2001, 13: 132-137.
Canto MT, Devesa SS: Oral cavity and pharynx cancer incidence rates in the United States 1975–1998. Oral Oncol. 2002, 38: 610-617. 10.1016/S1368-8375(01)00109-9.
The Oral Cancer Foundation. [http://www.oralcancerfoundation.org/facts/]
Mignogna MD, Fedele S, Russo LL: The World Cancer Report and the burden of oral cancer. Eur J Cancer Prev. 2004, 13: 139-142. 10.1097/00008469-200404000-00008.
Goldberg HI, Lockwood SA, Wyatt SW, Crossett LS: Trends and differentials in mortality from cancers of the oral cavity and pharynx in the United States, 1973–1987. Cancer. 1994, 74: 565-572.
Moore RJ, Doherty DA, Do KA, Chamberlain RM, Khuri FR: Racial disparity in survival of patients with squamous cell carcinoma of the oral cavity and pharynx. Ethn Health. 2001, 6: 165-77. 10.1080/13557850120078099.
Myers JN, Elkins T, Roberts D, Byers RM: Squamous cell carcinoma of the tongue in young adults: increasing incidence and factors that predict treatment outcomes. Otolaryngol Head Neck Surg. 2000, 122: 44-51.
Pitman KT, Johnson JT, Wagner RL, Myers EN: Cancer of the tongue in patients less than forty. Head Neck. 2000, 22: 297-302. 10.1002/(SICI)1097-0347(200005)22:3<297::AID-HED14>3.0.CO;2-3.
SEER: Cancer Statistics Review. 1998, US Department of Health and Human services, Public Health Service, National Institutes of Health, Bethesda, MD
Neville BW, Day TA: Oral cancer and precancerous lesions. CA: Cancer J Clin. 2002, 52: 195-215.
Silverman S: Demographics and occurrence of oral and pharyngeal cancers. The outcomes, the trends, the challenge. J Am Dent Assoc. 2001, 7-11. Suppl 132
Holmes JD, Dierks EJ, Homer LD, Potter BE: Is detection of oral and oropharyngeal squamous cancer by a dental health care provider associated with a lower stage at diagnosis?. J Oral Maxillofac Surg. 2003, 61: 285-291. 10.1053/joms.2003.50056.
Alfano MC, Horowitz AM: Professional and community efforts to prevent morbidity and mortality from oral cancer. J Am Dent Assoc. 2001, 24S-29S. Suppl 132
National Institute of Dental and Craniofacial Research. [http://www.nidr.nih.gov/HealthInformation/DiseaseAndConditions/spectrumSerie]
Blot WJ, McLaughlin JK, Winn DM, Austin DF, Greenberg RS, Preston-Martin S, Bernstein L, Schoenberg JB, Stemhagen A, Fraumeni JF: Smoking and drinking in relation to oral and pharyngeal cancer. Cancer Res . 1988, 48: 3282-3287.
Llewellyn CD, Johnson NW, Warnaulasuriya KA: Risk factors for squamous cell carcinoma of the oral cavity in young people – a comprehensive literature review. Oral Oncol. 2001, 37: 401-418. 10.1016/S1368-8375(00)00135-4.
Shugars DC, Patton LL: Detecting, diagnosing, and preventing oral cancer. Nurse Pract. 1997, 22: 105, 109-10. 113-5 passim
Thomas JE, Faecher RS: A physician's guide to early detection of oral cancer. Geriatrics. 1992, 47: 58-63.
Hawkins RJ, Wang EE, Leake JL: Preventive health care, 1999 update: prevention of oral cancer mortality. The Canadian Task Force on Preventive Health Care. J Can Dent Assoc. 1999, 65: 617-
Rice DH, Weimert TA: Altered bacterial flora and clinical course with intraoral cancer. Laryngoscope. 1978, 88: 1861-1863.
Nagy KN, Sonkodi I, Szoke I, Nagy E, Newman HN: The microflora associated with human oral carcinomas. Oral Oncology. 1998, 34: 304-308. 10.1016/S1368-8375(98)00008-6.
Sasaki H, Ishizuka T, Muto M, Nezu M, Nakanishi Y, Inagaki Y, Watanabe H, Watanabe H, Terada M: Presence of Streptococcus anginosus DNA in esophageal cancer, dysplasia of esophagus, and gastric cancer. Cancer Research. 1998, 58: 2991-2995.
Sakamoto H, Naito H, Ohta Y, Tanakna R, Maeda N, Sasaki J, Nord CE: Isolation of bacteria from cervical lymph nodes in patients with oral cancer. Archives of Oral Biology. 1999, 44: 789-793. 10.1016/S0003-9969(99)00079-5.
Tateda M, Shiga K, Saijo S, Sone M, Hori T, Yokoyama J, Matsuura K, Takasaka T, Miyagi T: Streptococcus anginosus in head and neck squamous cell carcinoma: implication in carcinogenesis. Int J Mol Med. 2000, 6: 699-703.
Shiga K, Tateda M, Saijo S, Hori T, Sato I, Tateno H, Matsuura K, Takasaka T, Miyagi T: Presence of Streptococcus infection in extra-oropharyngeal head and neck squamous cell carcinoma and its implication in carcinogenesis. Oncol Rep. 2001, 8: 245-248.
Crean S-J, Nair SP, Fardy M, Wilson M, Spratt D: Identification of bacterial DNA using PCR cloning within oral squamous cell carcinomas [abstract]. J Dent Res. 2002, 81: A364-
Krasse B: The proportional distribution of Streptococcus salivarius and other streptococci in various parts of the mouth. Odont Revy. 1954, 5: 203-211.
Liljemark WF, Gibbons RJ: Proportional distribution and relative adherence of Streptococcus mitis on various surfaces in the human oral cavity. Infect Immun. 1972, 6: 852-859.
Van Houte J, Gibbons RJ, Banghart SB: Adherence as a determinant of the presence of Streptococcus salivarius and Streptococcus sanguis on the human tooth surface. Arch Oral Biol. 1970, 15: 1025-1034. 10.1016/0003-9969(70)90115-9.
Van Houte J, Gibbons RJ, Pulkkinen AJ: Adherence as an ecological determinant for streptococci in the human mouth. Arch Oral Biol. 1971, 16: 1131-1141. 10.1016/0003-9969(71)90042-2.
Gibbons RJ, van Houte J: Dental caries. Annu Rev Med . 1975, 26: 121-136. 10.1146/annurev.me.26.020175.001005.
Gibbons RJ: Role of adhesion in microbial colonization of host tissues: a contribution of oral microbiology. J Dent Res. 1996, 75: 866-870.
Gibbons RJ: Bacterial adhesion to oral tissues: A model for infectious diseases. J Dent Res. 1989, 68: 750-760.
Neeser JR, Grafstrom RC, Woltz A, Brassart D, Fryder V, Guggenheim B: A 23 kDa membrane glycoprotein bearing NeuNAc alpha 2-3Gal beta 1-3GalNAc O-linked carbohydrate chains acts as a receptor for Streptococcus sanguis OMZ 9 on human buccal epithelial cells. Glycobiology . 1995, 5: 97-104.
Bhavanandan VP: Cancer-associated mucins and mucin-type glycoproteins. Glycobiology. 1991, 1: 493-503.
Hakomori S: Tumor malignancy defined by aberrant glycosylation and sphingo(glyco)lipid metabolism. Cancer Res. 1996, 56: 5309-5318.
Hoang-Vu C, Bull K, Schwarz I, Krause G, Schmutzler C, Aust G, Kohrle J, Dralle H: Regulation of CD97 protein in thyroid carcinoma. J Clin Endocrinol Metab. 1999, 84: 1104-1109. 10.1210/jc.84.3.1104.
Tieng V, Le Bouguenec C, du Merle L, Bertheau P, Desreumaux P, Janin A, Charron D, Toubert A: Binding of Escherichia coli adhesin AfaE to CD55 triggers cell-surface expression of the MHC class I-related molecule MICA. Proc Natl Acad Sci. 2002, 99: 2977-2982. 10.1073/pnas.032668099.
Williams P, Chaudhry Y, Goodfellow IG, Billington J, Powell R, Spiller OB, Evans DJ, Lea S: Mapping CD55 function. The structure of two pathogen-binding domains at 1.7 A. J Biol Chem. 2003, 278: 10691-10696. 10.1074/jbc.M212561200.
Mager DL, Ximenez-Fyvie LA, Haffajee AD, Socransky SS: Distribution of selected bacterial species on intra-oral surfaces. J Clin Periodontol. 2003, 30: 644-654. 10.1034/j.1600-051X.2003.00376.x.
Mager DL, Haffajee AD, Socransky SS: The effects of periodontitis and smoking on the microbiota of oral mucous membranes and saliva in systemically healthy subjects. J Clin Periodontol. 2003, 30: 1031-1037. 10.1046/j.0303-6979.2003.00418.x.
van der Velden U, Abbas F, Hart AA: Experimental gingivitis in relation to susceptibility to periodontal disease. (I.) Clinical observations. J Clin Periodontol. 1985, 12: 61-68.
Lie MA, Danser MM, van der Weijden GA, Timmerman MF, de Graaff J, van der Velden U: Oral microbiota in subjects with a weak or strong response in experimental gingivitis. J Clin Periodontol. 1995, 22: 642-647.
Muller H-P, Zoller L, Eger T, Hoffmann S, Lobinsky D: Natural distribution of oral Actinobacillus actinomycetemcomitans in young men with minimal periodontal disease. J Periodont Res. 1996, 31: 373-380.
Asikainen S, Chen C: Oral ecology and person-to-person transmission of Actinobacillus actinomycetemcomitans and Porphyromonas gingivalis. Periodontology 2000. 1999, 20: 65-81.
Danser MM, Timmerman MF, van Winkelhoff AJ, van der Velden U: The effect of periodontal treatment on periodontal bacteria on the oral mucous membranes. J Periodontol. 1996, 67: 478-485.
Lie MA, van der Weijden GA, Timmerman MF, Loos BG, van Steenbergen TJ, van der Velden U: Oral microbiota in smokers and non-smokers in natural and experimentally-induced gingivitis. J Clin Periodontol. 1998, 25: 677-686.
Colman G, Beighton D, Chalk AJ, Wake S: Cigarette smoking and the microbial flora of the mouth. Aust Dent J. 1976, 21: 111-118.
van Winkelhoff AJ, van der Velden U, Winkel EG, De Graaff J: Black-pigmented Bacteroides and motile organisms on oral mucosal surfaces in individuals with and without periodontal breakdown. J Perio Res. 1986, 21: 434-439.
Eger T, Zoller L, Muller H-P, Hoffmann S, Lobinsky D: Potential diagnostic value of sampling oral mucosal surfaces for Actinobacillus actinomycetemcomitans in young adults. Eur J Oral Sci. 1996, 104: 112-117.
Socransky SS, Smith C, Martin L, Paster BJ, Dewhirst FE, Levin AE: "Checkerboard" DNA-DNA hybridization. Biotechniques. 1994, 17: 788-792.
Smith GL, Socransky SS, Smith CM: Rapid method for the purification of DNA from subgingival microorganisms. Oral Microbiol Immunol. 1989, 4: 47-51.
Feinberg AP, Vogelstein BA: Technique for radiolabeling DNA restriction endonuclease fragments to high specific activity. Anal Biochem. 1983, 132: 6-13. 10.1016/0003-2697(83)90418-9.
Schramm W, Angulo GB, Torres PC, Burgess-Cassler A: A simple saliva-based test for detecting antibodies to human immunodeficiency virus. Clin Diagn Lab Immunol. 1999, 6: 577-80.
Smith DJ, Anderson JM, King WF, Van Houte J, Taubman MA: Oral streptococcal colonization of infants. Oral Microbiol Immunol. 1993, 8: 1-4.
Krasse B: The proportional distribution of different types of streptococci in saliva and plaque material. Odont Revy. 1953, 4: 304-312.
My sincere gratitude goes to Rosemary Costello RN, MS, OCN, and Julia Kazakin MD for their unwavering support of this study. Many thanks to James Rocco MD, PhD, Sovanda Som, BS, Tina Yaskell, BS, the staff of the Head and Neck Clinics at the Dana Farber Cancer Institute and Massachusetts General Hospital for their invaluable assistance in conducting this investigation. Finally, special thanks go to the patients who enrolled in this study; it would not have been possible without them.
DLM conceived of this investigation and the preliminary studies, constructed the study design, developed clinical sampling techniques, wrote hospital protocols and K-23 grant application that funded the project, collected and processed the majority of OSCC subject samples, modified laboratory protocols and drafted the manuscript. ADH made substantial contributions to the conception and study design. She coordinated the study of OSCC-free subjects, conducted the statistical analysis of the OSCC-free data and made substantial contributions to the interpretation of the data for the OSCC-free and OSCC populations. PMD, CMN and MRP made substantial contributions to the conception, design and coordination of the study during the preliminary studies and initiation of this investigation and were instrumental in coordinating clinical evaluations with the recruitment and sampling of OSCC subjects. JMG was instrumental in the conception and design of the study and performed the majority of statistical analyses and interpretations of data for the OSCC subjects. JMG made critical revisions for important intellectual content of the manuscript. All authors have given final approval of the manuscript.
About this article
Cite this article
Mager, D., Haffajee, A., Devlin, P. et al. The salivary microbiota as a diagnostic indicator of oral cancer: A descriptive, non-randomized study of cancer-free and oral squamous cell carcinoma subjects. J Transl Med 3, 27 (2005) doi:10.1186/1479-5876-3-27
- Oral Squamous Cell Carcinoma
- Oral mucosa
- bacterial markers
- early detection