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Logo of nihpaAbout Author manuscriptsSubmit a manuscriptNIH Public Access; Author Manuscript; Accepted for publication in peer reviewed journal;
Lung Cancer. Author manuscript; available in PMC Feb 1, 2011.
Published in final edited form as:
PMCID: PMC2846426
NIHMSID: NIHMS111678

Altered miRNA Expression in Sputum for Diagnosis of Non-small Cell Lung Cancer

SUMMARY

Analysis of molecular genetic markers in biological fluids has been proposed as a useful tool for cancer diagnosis. MicroRNAs (miRNAs) are small regulatory RNAs that are frequently dysregulated in lung cancer and have shown promise as tissue-based markers for its prognostication. The aim of this study was to determine whether aberrant miRNA expression can be used as a marker in sputum specimen for the diagnosis of non-small cell lung cancer (NSCLC). Experimental Design: Expressions of mature miRNAs, mir-21 and mir-155, were examined by real-time reverse transcription polymerase chain reaction (RT-PCR) and normalized to that of control miRNA, U6B, in sputum of 23 patients with NSCLC and 17 cancer-free subjects. The data was compared with conventional sputum cytology for the diagnosis of lung cancer. All endogenous miRNAs were present in sputum in a remarkably stable form and sensitively and specifically detected by real-time RT-PCR. Mir-21 expression in the sputum specimens was significantly higher in cancer patients (76.32 ± 9.79) than cancer-free individuals (62.24±3.82) (p<0.0001). Furthermore, overexpression of mir-21 showed highly discriminative receiver-operator characteristic (ROC) curve profile, clearly distinguishing cancer patients from cancer-free subjects with areas under the ROC curve at 0.902 ± 0.054. Detection of mir-21 expression produced 69.66% sensitivity and 100.00% specificity in diagnosis of lung cancer, as compared with 47.82% sensitivity and 100.00% specificity by sputum cytology. The measurement of altered miRNA expression in sputum could be a useful noninvasive approach for the diagnosis of lung cancer.

Key words: MicroRNA, sputum, lung cancer, real-time RT-PCR, diagnosis

INTRODUCTION

Non-small cell lung cancer (NSCLC) is the leading cause of cancer death in the United States and worldwide (1). Five-year survival rate of NSCLC patients is only 13%. An important reason for poor outcomes of the patients is that NSCLC is often detected after it has spread beyond the primary site at the time of diagnosis (2). Therefore, finding NSCLC early is a realistic approach to reduce the mortality associated with lung cancer (2). Although computed tomography appears promising as it can identify lung cancer at a smaller size compared with a chest X-ray, the improved sensitivity is related to a high false-positive rate (34). The fluorescence bronchoscopy excels at detecting centrally occurring lung tumor. However, it is invasive technique (34). The development of highly reliable and noninvasive diagnostic tools would facilitate the early detection of lung cancer, and is thus clinically important.

Lung carcinogenesis develops from respiratory airway of the patients (5). Because sputum contains exfoliated airway epithelial cells and is the most easily accessible biological fluid, cytological analysis of sputum has been used for lung cancer diagnosis (67). However, sputum cytology depends on the skills required for identifying subtle cellular morphological abnormalities in bronchial epithelial cells, thus the sensitivity is very low (67). Molecular genetic study of sputum can identify the cells bearing tumor-related molecular genetic aberrations, therefore, might be more sensitive than cytology in identifying neoplastic cells (67). For instance, we demonstrated that assessment of deletions of tumor suppressor genes, HYAL2 and FHIT, could detect abnormal cells not only in all the cytological positive sputum, but also in 55% cytologically negative sputum from stage I NSCLC patients (89).

MicroRNAs (miRNAs) are a class of small non-protein-coding RNAs that can posttranscriptionally regulate the expression of hundreds of their target genes, thereby controlling a wide range of biological functions such as cellular proliferation, differentiation, and apoptosis (10). Furthermore, miRNAs may function as tumor suppressors or oncogenes, and dysregulated miRNA expressions participate in cancer development and progression (11-2). Therefore, miRNAs can potentially be useful in the diagnosis and classification of human malignancies (11). For example, overexpressions of miRNAs, mir-21 and mir-155, in surgically resected lung tumor tissues were negative prognostic factors for overall survival of the patients (13-4). However, the feasibility of examining aberrant miRNA expressions in sputum for noninvasive diagnosis of lung cancer has not been investigated.

The objective of this study was to determine whether altered miRNA expression detected in sputum could be a useful biomarker for the diagnosis of NSCLC. Real-time quantitative reverse transcription polymerase chain reaction (RT-PCR) was performed with the following two goals of exploring whether 1) miRNA expression could robustly and reliably be measured in sputum and 2) analysis of miRNA expression in sputum might diagnose lung cancer. We showed that endogenous miRNAs stably existed and could be sensitively and specifically measured in sputum. Overexpression of mir-21 in sputum specimens would constitute a diagnostic marker for lung cancer.

MATERIALS AND METHODS

Patients

Twenty-three NSCLC patients who had flexible bronchoscopy at the University of Maryland Medical Center and Baltimore VA Medical Center participated in the study. In the same institutions, 17 cancer-free subjects were also recruited from patients who had received primary care and underwent fiberoptic bronchoscopy for other diseases than cancer. The research was approved by an institutional review board. The NSCLC patients included 13 adenocarcinomas and 10 squamous cell carcinomas, and 3 stage I, 5 stage II, 7 stage III, and 8 stage IV, as determined according to WHO classification and the International Union against Cancer staging system. Of the lung cancer patients, 9 cancer patients had central tumors and 14 had peripheral tumors in the lungs (Table 1).

Table 1
Demographics in cases and controls

Collection and processing of sputum

Sputum was collected from the participants as described in our recent reports (89). Two cytocentrifuge slides were made from each sputum sample and stained with Papanicolaou stain for cytologic diagnosis using the classification of Saccomanno (15). Positive cytology included both carcinoma in situ and invasive carcinoma. The main variables used to select sputum specimens for the study were high cellularity, good nuclear morphology, and lack of purulence, debris, and residual cytoplasm (89).

RNA isolation

RNA was isolated from sputum by using mirVana miRNA Isolation Kit (Ambion, Austin, TX), according to the manufacturer’s protocol. The qualification and quantification of RNA were assessed by using both Biospectrometer (Hutchinson Technology Inc, Hutchinson, MN) and Electrophoresis Bioanalyzer (Agilent Technologies, Foster City, CA).

Reverse transcription (RT) with miRNA-specific looped primer

RNA was applied for RT by using the Applied Biosystems 9700 Thermocycler (Applied Biosystems) and TaqMan® MicroRNA RT Kit (Applied Biosystems), according to the manufacturer’s instructions. The reaction includes 50 nM stem–loop RT primer, 1x RT buffer, 0.25 mM each of dNTPs, and 3.33 U/μl MultiScribe reverse transcriptase in a total volume of 15 μL.

Quantification of mature miRNAs by Real-time PCR

Real-time PCR was performed to measure expressions of target miRNAs by using TaqMan® PCR kit (Applied Biosystems) on a Bio-Red IQ5 Muilt-color Real-time PCR Detection System (Bio-Red, Hercules, CA). The 20 μl PCR reaction included RT product, 1x TaqMan® Universal PCR Master Mix (Applied Biosystems), and the corresponding primers and Taqman probe for the target genes. The reactions were incubated in a 94-well plate at 95°C for 15 min, followed by 45 cycles of 95°C for 15 s and 60°C for 1 min. The threshold cycle (Ct) was defined as the fractional cycle number at which the fluorescence passed the fixed threshold. Expression of target miRNAs, mir-21 and mir-155, was normalized in relation to expression of small nuclear U6B RNA, a commonly used internal control for miRNA quantification assay (16). All assays were performed in triplicates.

Characterization of stability of miRNAs in sputum

Synthesized Caenorhabditis elegans miRNA, cel-miR-238, that did not exist in the human genomes (17) was obtained from Integrated DNA Technologies (Integrated DNA Technologies, Inc, Coralville, IA). One sputum specimen was spilt in two parts. In the first part, 2X Denaturing Solution (Ambion) was first added to inhibit RNase activity in the sputum sample, and the synthesized C. elegans miRNA, cel-miR-238, was subsequently added with a concentration of 100 fmol/μl. Conversely, in the second part of the specimen, cel-miR-238 was added and, after 5miniutes the Denaturing Solution was added in the sputum sample. RNA was isolated from the sputum samples, respectively. Quantification of the cel-miR-238 and human endogenous miRNAs (miR-21 and miR-155) was performed by using real-time RT-PCR in the samples, respectively.

To further evaluate stability of the miRNAs in sputum, six sputum specimens were randomly selected, and each one was divided into 4 parts. The first aliquot from each sputum specimen was processed immediately for isolating RNA, while others were stored in 4°C and processed on day 1, 3 and 7. Expression of endogenous miRNAs (mi-21, miR-155, and U6B) was measured by using real-time RT-PCR at the same time in these specimens that were processed from the different time points. All experiments were performed at least three times.

Determination of specificity, sensitivity, and dynamic range of miRNAs quantification in sputum

To determine specificity of miRNA quantification in sputum by real-time RT-PCR assay, the synthesized cel-miR-238 was diluted in human RNA isolated from a denatured sputum specimen by ten orders of magnitude, including 1010, 109, 108, 107, 106, 105, 104, 103, 102, and 101 copies of cel-miR-238/μg human RNA. 10 ng human RNA was used as a negative control. The real-time RT-PCR assay with primers specific to cel-miR-238 was performed in the samples. To determine the sensitivity and dynamic range of miRNA quantification in sputum, RNA was extracted from six sputum specimens and then diluted by ten orders of magnitude in DEPC water, ranging from 0.86 pg to 860 ng/ml. Expressions of human miRNAs, mir-21, mir-155 and U6B, were assessed by using real-time RT-PCR in the samples. The result data was analyzed to determine the sensitivity and dynamic range of the quantification of the miRNAs as previously described (16). All tests were performed in triplicates.

Statistical analysis

Statistical analyses were done using Statistical Analysis System software version 6.12 (SAS Institute, Cary, NC). All P values shown were two sided, and a P value of <0.05 was considered statistically significant. Furthermore, receiver-operator characteristic (ROC) curve analysis was undertaken using expression level for each gene in the sputum specimens from cancer patients and cancer-free controls by Analyse-it software (Analyse-it Software, Leeds, UK). Using this approach, areas under the ROC curve (AUROCs) identified optimal sensitivity and specificity levels at which to distinguish normal individuals from cancer patients, and corresponding thresholds were calculated for each miRNA. In addition, contingency table and logistic regression analysis were applied to determine the associations between the genetic aberrations and clinicopathologic and demographic characteristics of the cases and controls, including cytology, gender, smoking status, location of tumor, and stage and histology classification.

RESULTS

Stability of miRNAs in sputum

Given that sputum might contain high levels of RNase activity, we determined whether miRNAs could stably be detected in the specimen. First, we mixed synthetic miRNA corresponding to Caenorhabditis elegans miRNA, cel-miR-238, into sputum either before or after the addition of a denaturing solution that inhibits RNase activity. The cel-miR-238 was selected because of the absence of homologous sequences in humans (17). Quantification of the cel-mir-238 expression by real-time RT-PCR showed that the synthetic miRNA was not detectable when added to the sputum specimen that had RNase activity. However, the cel-miR-238 expression was clearly observed in the specimen that had no RNase activity, because Denaturing Solution was added before the synthetic cel-mir-238 was spiked into sputum. Furthermore, the human endogenous miRNAs (mir-21 and mir-155) were clearly detected in the same samples. These results indicate that endogenous sputum miRNAs rather than naked exogenous miRNAs exist in a form that is resistant to RNase activity.

Given that sputum is the most easily accessible biological fluid and can be used as a surrogate diagnostic material for lung cancer in clinic settings. We next sought to investigate the stability of endogenous miRNAs in archived sputum. Aliquots of six sputum specimens were stored at 4°C for 1 to 7 days, respectively. Bioanalyzer showed that there was increasing degradation of total RNA illustrated by gradually decreased heights of 18S and 28S peaks from day 1 to day 7 (Figure 1A). However, there was no effect on expression levels of mir-21 or miR-155 as measured by real-time RT-PCR in the same specimens (Figure 1B). The data imply that even there was apparent degradation of total RNA, endogenous miRNAs could robustly and reliably be examined in sputum over the storage time points.

Fig. 1
Endogenous miRNAs could robustly and reliably be examined in sputum over seven-day storage. RNA assessed by capillary electrophoresis (A) show great degradation in sputum on day 7 compared with days 0, 1, and 3. However, the expression levels of each ...

Sensitivity, specificity, and dynamic range of miRNA quantification in sputum

To define the dynamic range, sensitivity, and specificity of miRNA quantification in sputum specimen, the synthesized cel-miR-238 miRNA was mixed with the human total RNA isolated from the denatured sputum specimen by ten orders of magnitude. Although the cel-miR-238 was detected in the mixed samples, it was not observed in the total human RNA that was not spiked with the cel-miR-238 miRNA, implying that the target miRNA can be specifically detected in sputum. Furthermore, as shown in Figure 2A and B, the real-time RT-PCR assay demonstrated excellent linearity between the log of the cel-miR-238 input and Ct value, suggesting that the assay had a dynamic range of at least 8 logs and was thus capable of detecting as few as 1,000 copies of the cel-miR-238 in one μg human RNA, and the correlation coefficient was 0.9981.

Fig. 2
Sensitivity and dynamic range of microRNA quantification in sputum. A. Amplification curve of synthesized cel-miR-238 miRNA in RNA extracted from a denatured sputum sample. The assay showed high sensitivity and broad dynamic range between signal of 103 ...

To further determine the sensitivity of detection miRNA in sputum specimens, the total RNA was isolated from cellular pellets of six sputum specimens and then diluted in DEPC water by ten orders of magnitude, respectively. The serially diluted RNAs served as experimental samples for measuring expression of mir-21, mir-155, and U6B. The results showed excellent linearity between the RNA input and the Ct values for the real-time RT-PCR assay. Furthermore, the assay had a dynamic range of at least six orders of magnitude (R2= 0.9986), and was capable of detecting as little as 0.86 pg of RNA and 10 copies of the target genes (Fig. 2C and D).

Genetic changes in sputum of lung cancer patients and cancer-free individuals

To determine clinical significance of dysregulated expressions of miRNAs in sputum for diagnosis of lung cancer, we evaluated expressions of two cancer-associated miRNAs, mir-21 and mir-155, in sputum obtained from a cohort of 23 NSCLC patients and 17 cancer-free subjects. All assays were sucessfully performed in the sputum specimens. Means of expression for mir-21 in the specimens of cancer patients and cancer-free individuals were 76.32 (SD 9.79) and 62.24 (SD 3.82), respetectively. Means of expression for mir-155 in the specimens of cancer patients and cancer-free individuals were 88.64 (SD 9.01) and 85.18 (SD 6.54), respetectively. Expression of mir-21 was significantly higher in cancer patients than in cancer free controls (p=0.0001), while there was not statstically significant difference of mir-155 expression in the specimens between the two groups (P=0.1669). ROC curves with corresponding AUROCs for mr-i21 and mir-155 expressions in sputum from cancer vs control cases are shown in Fig. 3.

Fig. 3
Receiver-operator characteristic (ROC) curve analysis of expression of miRNAs in sputum. A, ROC curve with corresponding the area under the ROC curve (AUROC) for mir-21 expression in sputum from NSCLC patients vs cancer-free individuals. B. ROC curve ...

The cutoff normalized miRNA expression value (72.97) for mir-21 was further chosen from the ROC curve in order to maximize sensitivity and specificity. Based on the cutoff, mir-21 overexpression was found in 16 of 23 and 0 of 17 sputum samples from cancer patients and cancer-free subjects, resulting in 69.66% (95% CI, 0.46–0.86) sensitivity and 100.00% (95% CI, 0.77–1.00) specificity in the diagnosis of lung cancer. Furthermore, the prevalence of mir-21 expressions detected in sputum was not associated with pack-years of smoking, patient age, gender, histological tumor type and stage, and location of the tumors (all P > 0.05) (Table 2). The data suggested that measuring expressions of mir-21 could provide a potential noninvasive diagnostic tool for lung cancer. Interestingly, of the three lung cancer patients diagnosed with stage I NSCLC, two patients’ sputum had high expression level of mi-21, indicating that the elevated mir-21 expression in sputum may be a useful biomarker for the early detection of lung cancer.

Table 2
Prevalence of mir-21 expression in sputum of NSCLC patients

Comparison of cytology and measurement of altered miRNA expression in sputum for the diagnosis of lung cancer

As shown in Table 3, 11 of 23 sputum specimens from lung cancer patients were diagnosed as positive by cytological examination. All cytologically positive sputum specimens also had increased mir-21 expression. However, of the 12 cytologically negative sputum samples from lung cancer patients, 6 had mir-21 overexpression, two of which were obtained from stage I lung cancer patients. Overall, the sensitivity and specificity of sputum cytology were 47.82% (95% CI, 0.27–0.69) and 100.00% (95% CI, 0.77–1.00), whereas the sensitivity and specificity of measuring mir-21 expressions by real-time RT-PCR in sputum were 69.66% (95% CI, 0.46–0.86) and 100.00% (95% CI, 0.77–1.00), respectively. Therefore, examination of mir-21 expression had higher sensitivity than that of sputum cytology in the diagnosis and early detection of lung cancer patients (P < 0.05).

Table 3
Comparison of cytology and measurement of altered miRNA expression for the detection of lung cancer in sputum specimen

DISCUSSION

Our current study clearly shows that miRNAs are present in sputum in a very stable form. Expression of miRNAs could be readily and robustly measured by real-time RT-PCR in the easily accessible biological fluid with high sensitivity and specificity. Furthermore, examination of mir-21 overexpression yields higher sensitivity than that of sputum cytology, suggesting that elevated mir-21 expression would provide a useful biomarker for noninvasive diagnosis of lung cancer.

Sputum has the advantages as potential surrogate material for molecular genetic diagnosis of lung cancer, because of its non-invasive procurement, and the fact that it contains bronchial epithelial cells from the lungs and lower respiratory tract. Therefore, there is a long history of identifying and developing molecule genetic changes that can be tested in sputum as biomarkers (7). Although miRNAs have been proposed as tissue-based markers for predicting outcomes of lung cancer, analysis of miRNA expression in sputum poses several potential challenges. First, the high concentrations of RNase activity in sputum will degenerate RNA. Second, in clinical practice, there might be a time gap between collecting sputum from patients and processing the sample for analysis, during which, the likelihood of RNA degradation increases. Thus, it is imperative to investigate whether microRNA is stable in sputum and feasibility of detection of miRNA expression in sputum for diagnosis of lung cancer. Using real-time quantitative RT-PCR, we examined the expressions of endogenous and exogenous miRNAs, and found that endogenous miRNAs were resistant to RNase activity and present in sputum in a remarkably stable form. Furthermore, the miRNAs could reproducibly be detected after sputum was stored for up to 7 days, although there was significant degradation of total RNA. To our knowledge, this is the first report of feasibility of detection of miRNA in sputum. The results presented here will lay the basis and rationale to prompt future global investigations of miRNAs as sputum-based biomarkers for lung cancer.

Mir-21 is located in chromosome 17q23.1 that is site of translocation breakpoints or amplifications in various cancers (18). Furthermore, mir-21 has been found to specifically target and downregulate tumor suppressor genes, PTEN and TPM1, and therefore, might play an oncogenic role in tumorigenesis (1920). Chen et al. recently found that mir-21 was highly overexpressed in glioblastoma tumors compared with normal tissues (18). Moreover, inhibition of mir-21 in glioblastoma cell lines triggered caspase production and led to increased programmed cell death. In the current study, we show that the real-time RT-PCR assay for the assessment of mir-21 overexpression can detect abnormal specimens that escape cytologic examination, and provide a potential useful diagnostic biomarker for lung cancer. Furthermore, 2 of 3 stage I lung cancer patients are identified by measuring mir-21 expression in sputum indicate that mir-21 might sever as a biomarker for the early detection of lung cancer.

Elevated mir-21 expression occur in sputum of NSCLC patients with equal frequency among all histologic types and locations of lung tumor, suggesting that the genetic change might not be specific to histologic type. Detection of the abnormality may be useful in detecting all histologic types of NSCLC, including peripheral tumors, predominantly, adenocarcinomas of lung. This is particularly important because adenocarcinomas, which arise from the smaller airways, are difficult to be detected by bronchoscopy or sputum cytology and have become more prevalent than squamous cell lung cancers worldwide (1).

Furthermore, most of the previously identified lung cancer associated molecular genetic changes were related to the smoking status. Some of the changes can be found in healthy smokers who never develop lung cancer (7). The use of such molecular genetic alterations as biomarkers could produce high false positive diagnostic rate or over-diagnosis, impeding their application in clinical settings, especially in screening or early detection of lung cancer. We here find that the increased mir-21 expression is not statistically significantly associated with number of smoking pack-years in both cancer patients and controls, suggesting that dysregulation of mir-21 in lung cancer might not be tobacco smoking-related damage. Therefore, mir-21 expression in sputum would provide a specific marker for the early detection of lung cancer with high accuracy.

Mir-155 can target 3-prime UTR of TP53INP1, which is also target gene of p53 (22). Nikiforova et al. recently found that measuring altered mir-155 expression can detect thyroid cancer with high accuracy in the surgical and preoperative fine-needle aspiration samples (22). Furthermore, high levels of mir-155 in surgical lung tumor tissues correlated with shorter survival of the patients after resection (11); implying that elevated mir-155 expression might be a prognostic biomarker of lung cancer. However, results from our current study showed that detection of mir-155 expression in sputum could not distinguish the lung cancer patients from cancer-free controls. Possible explanations for the observation might be the followings. First, the primer and probe we utilized in the current study is different from ones used in the previous reports from others. The different primers might cause contradictory results. Second, dysregulation of mir-155 expression might be associated with late-stage lung cancer and the recurrence of tumors (23). Although the detection of the mir-155 expression in tumor tissues could predict relapse of cancer and poor outcomes of the patients, measuring the advanced stage lung tumor-related genetic change in sputum might not provide high accuracy for the early detection of lung cancer. Third, the sample size in the current study is small, additional studies in large case-control population will be needed to explore the difference.

Although the detection of mir-21 expression in sputum seems to be more sensitive than cytology in the detection of lung cancer, the 69.99% sensitivity is still not yet efficient for routine clinical application. The result might indicate the need to develop a strategy for simultaneous assessment of a panel of tumor-specific miRNA biomarkers in sputum for highly sensitive and specific diagnosis of lung cancer. To that end, we are currently performing global miRNA characterization of bronchial epithelial cells from lung cancer patients to identify a panel of lung tumor specific miRNAs for diagnosis of lung cancer with high sensitivity and specificity.

In summary, although the sample size used in the research is small, the proof of principle study yields 1) interesting results on miRNA stability that provide a firm grounding for further investigation of this class of molecules as sputum-based biomarkers for lung cancer, and 2) measuring mir-21 expression in sputum can distinguish patients with lung cancer from cancer-free controls with higher sensitivity, as compared with conventional sputum cytology. Nevertheless, further validation of mir-21 status in large populations and identification of additional miRNAs whose aberrations can be detected in sputum and specific to lung cancer are required.

Acknowledgments

Grant Support: This work was supported in part by National Cancer Institute (NCI) grants CA-135382, CA-137742, and CA-133956, Wendy Will Case Cancer Award, an award from The University of Maryland Statewide Health Network, American Cancer Society Research Scholar Grant, Associate Member Award from NCI-The Early Detection Research Network, an clinical innovator award from Flight Attendant Medical Research Institute, and a scholar career development award from NIH K12RR023250-University of Maryland Multidisciplinary Research Career Development Program (F. J.).

Footnotes

A Conflict of Interest Statement

All authors have no potential conflict of interest relevant to this manuscript was reported.

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References

1. Greenlee RT, Hill-Harmon MB, Murray T, Thun M. Cancer statistics, 2001. CA Cancer J Clin. 2001;51:15–36. [PubMed]
2. Flehinger BJ, Melamed MR, Zaman MB, Heelan RT, Perchick WB, Martini N. Early lung cancer detection: results of the initial (prevalence) radiologic and cytologic screening in the Johns Hopkins study. Am Rev Respir Dis. 1984;130:549–554. [PubMed]
3. Hirsch FR, Franklin WA, Gazdar AF, Bunn PA., Jr Early detection of lung cancer: clinical perspectives of recent advances in biology and radiology. Clin Cancer Res. 2001;7:5–22. [PubMed]
4. Toloza EM, Harpole L, McCrory DC. Noninvasive staging of non-small cell lung cancer: a review of the current evidence. Chest. 2003;123:137S–146S. [PubMed]
5. Minna JD, Roth JA, Gazdar AF. Focus on lung cancer. Cancer Cell. 2002;1:49–52. [PubMed]
6. Saccomanno G, Archer VE, Auerbach O, Saunders RP, Brennan LM. Development of carcinoma of the lung as reflected in exfoliated cells. Cancer. 1974;33:256–70. [PubMed]
7. Thunnissen FB. Sputum examination for early detection of lung cancer. J Clin Pathol. 2003;11:805–10. [PMC free article] [PubMed]
8. Li R, Todd NW, Qiu Q, Fan T, Zhao RY, Rodgers WH, et al. Genetic deletions in sputum as diagnostic markers for early detection of stage I non-small cell lung cancer. Clin Cancer Res. 2007;13:482–7. [PubMed]
9. Qiu Q, Todd NW, Li R, Peng H, Liu Z, Yfantis HG, Katz RL, Stass SA, Jiang F. Magnetic enrichment of bronchial epithelial cells from sputum for lung cancer diagnosis. Cancer. 2008;114:275–83. [PubMed]
10. Lagos-Quintana M, Rauhut R, Lendeckel W, Tuschl T. Identification of novel genes coding for small expressed RNAs. Science. 2001;294:853–8. [PubMed]
11. Yanaihara N, Caplen N, Bowman E, Seike M, Kumamoto K, Yi M, et al. Unique microRNA molecular profiles in lung cancer diagnosis and prognosis. Cancer Cell. 2006;9:189–98. [PubMed]
12. Ortholan C, Puissegur MP, Ilie M, Barbry P, Mari B, Hofman P. MicroRNAs and Lung Cancer: New Oncogenes and Tumor Suppressors, New Prognostic Factors and Potential Therapeutic Targets. Curr Med Chem. 2009;16:1047–61. [PubMed]
13. Takamizawa J, Konishi H, Yanagisawa K, Tomida S, Osada H, Endoh H, et al. Reduced expression of the let-7 microRNAs in human lung cancers in association with shortened postoperative survival. Cancer Res. 2004;64:3753–6. [PubMed]
14. Markou A, Tsaroucha EG, Kaklamanis L, Fotinou M, Georgoulias V, Lianidou ES. Prognostic value of mature microRNA-21 and microRNA-205 overexpression in non-small cell lung cancer by quantitative real-time RT-PCR. Clin Chem. 2008;54:1696–704. [PubMed]
15. Saccomanno G, Archer VE, Auerbach O, Saunders RP, Brennan LM. Development of carcinoma of the lung as reflected in exfoliated cells. Cancer. 1974;33:256–70. [PubMed]
16. Chen C, Ridzon DA, Broomer AJ, Zhou Z, Lee DH, Nguyen JT, et al. Real-time quantification of microRNAs by stem-loop RT-PCR. Nucleic Acids Res. 2005;33:e179. [PMC free article] [PubMed]
17. Mitchell PS, Parkin RK, Kroh EM, Fritz BR, Wyman SK, Pogosova-Agadjanyan EL, et al. Circulating microRNAs as stable blood-based markers for cancer detection. Proc Nat Acad Sci USA. 2008;105:10513–8. [PMC free article] [PubMed]
18. Chan JA, Krichevsky AM, Kosik KS. MicroRNA-21 is an antiapoptotic factor in human glioblastoma cells. Cancer Res. 2005;65:6029–33. [PubMed]
19. Pezzolesi MG, Platzer P, Waite KA, Eng C. Differential expression of PTEN-targeting microRNAs miR-19a and miR-21 in Cowden syndrome. Am J Hum Genet. 2008;82:1141–9. [PMC free article] [PubMed]
20. Zhu S, Si ML, Wu H, Mo YY. MicroRNA-21 targets the tumor suppressor gene tropomyosin 1 (TPM1) J Biol Chem 3007. 282:14328–36. [PubMed]
21. Gironella M, Seux M, Xie MJ, Cano C, Tomasini R, Gommeaux J, et al. Tumor protein 53-induced nuclear protein 1 expression is repressed by miR-155, and its restoration inhibits pancreatic tumor development. Proc Nat Acad Sci USA. 2007;104:16170–5. [PMC free article] [PubMed]
22. Nikiforova MN, Tseng GC, Steward D, Diorio D, Nikiforov YE. MicroRNA expression profiling of thyroid tumors: biological significance and diagnostic utility. J Clin Endocr Metab. 2008;93:1600–1608. [PMC free article] [PubMed]
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