Expression Analysis of Five Different Long Non-Coding Ribonucleic Acids in Nonsmall-Cell Lung Carcinoma Tumor and Tumor-Derived Exosomes
Abstract
:1. Introduction
2. Materials and Methods
2.1. Patient Samples
2.2. GEO Analysis
2.3. Extracellular Vesicle (EV) Isolation from Plasma
2.4. Measuring Particle Size of Isolated EVs
2.5. Flow Cytometry Analysis of Exosome Marker Proteins
2.6. RNA Extraction
2.7. cDNA Synthesis and Quantitative Real-Time Reverse Transcription PCR (qRT-PCR)
2.8. Statistical Analysis
3. Results
3.1. Characterization of Plasma Isolated EVs
3.2. The Relative Expressions of lncRNAs
3.3. The Correlation between lncRNA Expressions among Different Tissues and the Area under the Curve
3.4. The Association between lncRNA Expression and Clinicopathological Data
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | Number | |
---|---|---|
Gender N (%) | Female | 54 (32.1) |
Male | 114 (67.9) | |
Mean age ± SD | 62.22 ± 6.59 | |
Subtype N (%) | Adenocarcinoma | 116(69) |
Squamous cell carcinoma | 52 (31) | |
Stage N (%) | 1 | 47 (28) |
2 | 71 (42.3) | |
3 | 50 (29.8) | |
Body mass index N (%) | <30 | 110 (65.5) |
>30 | 58 (34.5) | |
Smoking | 147 (87.5) |
Sample | ADC | SQCC |
---|---|---|
Average of particle diameter (nm) | 121.2 | 118.6 |
Polydispersity index (PDI) a | 0.247 | 0.231 |
Major peak of particle diameter (nm) | 171.4 | 159.8 |
Percentage of 20–200 nm diameter (%) | 81.4 | 79.8 |
Genes | Target Sample | Compared To | Relative Expression | Std. Error | p Value | 95% Confidence Interval | |
---|---|---|---|---|---|---|---|
Lower Bound | Upper Bound | ||||||
GHSROS | tumor | normal | 3.41071 * | 0.43620 | 0.000 | 2.3629 | 4.4585 |
exosome | 0.08333 | 0.43620 | 1.000 | −0.9644 | 1.1311 | ||
exosome | normal | 3.32738 * | 0.43620 | 0.000 | 2.2796 | 4.3752 | |
tumor | −0.08333 | 0.43620 | 1.000 | −1.1311 | 0.9644 | ||
HMlincRNA717 | tumor | normal | −5.07143 * | 0.43958 | 0.000 | −6.1273 | −4.0155 |
exosome | −0.00595 | 0.43958 | 1.000 | −1.0618 | 1.0499 | ||
exosome | normal | −5.06548 * | 0.43958 | 0.000 | −6.1214 | −4.0096 | |
tumor | 0.00595 | 0.43958 | 1.000 | −1.0499 | 1.0618 | ||
HNF1A-AS1 | tumor | normal | 2.79167 * | 0.44683 | 0.000 | 1.7184 | 3.8650 |
exosome | 0.23810 | 0.44683 | 1.000 | −0.8352 | 1.3114 | ||
exosome | normal | 2.55357 * | 0.44683 | 0.000 | 1.4803 | 3.6269 | |
tumor | −0.23810 | 0.44683 | 1.000 | −1.3114 | 0.8352 | ||
HOTAIR | tumor | normal | 3.02381 * | 0.68063 | 0.000 | 1.3889 | 4.6587 |
exosome | 0.01190 | 0.68063 | 1.000 | −1.6230 | 1.6468 | ||
exosome | normal | 3.01190 * | 0.68063 | 0.000 | 1.3770 | 4.6468 | |
tumor | −0.01190 | 0.68063 | 1.000 | −1.6468 | 1.6230 | ||
LINCRNA-p21 | tumor | normal | −5.16667 * | 0.42132 | 0.000 | −6.1787 | −4.1546 |
exosome | 0.42262 | 0.42132 | 0.949 | −0.5894 | 1.4347 | ||
exosome | normal | −5.58929 * | 0.42132 | 0.000 | −6.6013 | −4.5772 | |
tumor | −0.42262 | 0.42132 | 0.949 | −1.4347 | 0.5894 |
Tumor vs. ANCT | Exosome vs. ANCT | |||||
---|---|---|---|---|---|---|
Gene | Standard Error | Odds Ratio | p Value | Standard Error | Odds Ratio | p Value |
GHSROS | 0.050 | 1.308 | 0.000 | 0.048 | 1.234 | 0.000 |
HMlincRNA717 | 0.045 | 0.771 | 0.000 | 0.048 | 0.759 | 0.000 |
HNF1A-AS1 | 0.045 | 1.151 | 0.000 | 0.045 | 1.169 | 0.000 |
HOTAIR | 0.029 | 1.085 | 0.000 | 0.029 | 1.101 | 0.000 |
LINCRNA-p21 | 0.059 | 0.689 | 0.000 | 0.055 | 0.672 | 0.000 |
Specificity (%) | Sensitivity (%) | Negative Predictive Value (%) | Positive Predictive Value (%) | AUC (%) | Cut off Point | Gene | |
---|---|---|---|---|---|---|---|
76.4 | 71.5 | 68.4 | 76.1 | 73.4 | >3.51 | GHSROS | Tumor compared to ANCT |
71.3 | 72.3 | 70.1 | 70.4 | 67.7 | >2.59 | HNF1A-AS1 | |
89.8 | 91.6 | 87.7 | 91.1 | 85.4 | >2.71 | HOTAIR | |
75.6 | 76.6 | 77.6 | 84.3 | 73.9 | >−4.42 | HMlincRNA717 | |
82 | 81.4 | 80.4 | 79.2 | 68.1 | >−5.02 | LINCRNA-p21 | |
94.4 | 93.7 | 91.3 | 93.8 | 93.7 | Combined LncRNAs | ||
77.3 | 74.1 | 71.1 | 76.2 | 75.1 | >3.12 | GHSROS | Exosome compared to ANCT |
70.8 | 73.4 | 70.2 | 69.8 | 68.1 | >2.09 | HNF1A-AS1 | |
88.6 | 92.2 | 88.4 | 92.1 | 87.2 | >1.87 | HOTAIR | |
74.7 | 78.7 | 75.6 | 86.7 | 72.2 | >−4.86 | HMlincRNA717 | |
83.4 | 82.1 | 81.3 | 76.4 | 68.5 | >−6.67 | LINCRNA-p21 | |
95.7 | 94.2 | 94.1 | 93.6 | 94.7 | Combined LncRNAs |
GHSROS | |||||||||
Tumoral: ANCT (N) | Tumoral: Exosome (N) | Exosome: ANCT (N) | |||||||
Down | Up | p Value | Down | Up | p Value | Down | Up | p Value | |
Age | |||||||||
<60 years | 15 | 45 | 0.893 | 27 | 33 | 0.612 | 15 | 45 | 0.794 |
>60 years | 26 | 82 | 53 | 55 | 29 | 79 | |||
Gender | |||||||||
Female | 12 | 42 | 0.65 | 25 | 29 | 0.813 | 16 | 38 | 0.485 |
Male | 29 | 85 | 55 | 59 | 28 | 86 | |||
Subtype | |||||||||
SCC | 13 | 39 | 0.904 | 22 | 30 | 0.356 | 13 | 39 | 0.814 |
Adeno | 28 | 88 | 58 | 58 | 31 | 85 | |||
Stage | |||||||||
1 | 14 | 33 | 20 | 27 | 18 | 29 | |||
2 | 15 | 56 | 0.561 | 33 | 38 | 0.513 | 14 | 57 | 0.073 |
3 | 12 | 38 | 27 | 23 | 12 | 38 | |||
Smoking | |||||||||
Yes | 40 | 107 | 0.005 | 75 | 72 | 0.599 | 75 | 72 | 0.484 |
No | 14 | 7 | 12 | 9 | 9 | 12 | |||
BMI | |||||||||
<30 | 28 | 82 | 0.663 | 56 | 54 | 0.24 | 30 | 80 | 0.66 |
>30 | 13 | 45 | 24 | 34 | 14 | 44 | |||
HMlincRNA717 | |||||||||
Tumoral: ANCT (N) | Tumoral: Exosome (N) | Exosome: ANCT (N) | |||||||
Down | Up | p Value | Down | Up | p Value | Down | Up | p Value | |
Age | |||||||||
<60 years | 46 | 14 | 0.978 | 29 | 31 | 0.258 | 50 | 10 | 0.657 |
>60 years | 83 | 25 | 62 | 46 | 87 | 21 | |||
Gender | |||||||||
Female | 45 | 9 | 0.167 | 33 | 21 | 0.214 | 61 | 13 | 0.196 |
Male | 84 | 30 | 58 | 56 | 96 | 18 | |||
Subtype | |||||||||
SCC | 35 | 17 | 0.051 | 23 | 29 | 0.084 | 43 | 9 | 0.798 |
Adeno | 94 | 22 | 68 | 48 | 94 | 22 | |||
Stage | |||||||||
1 | 38 | 9 | 25 | 22 | 39 | 8 | |||
2 | 56 | 15 | 0.387 | 42 | 29 | 0.473 | 62 | 9 | 0.097 |
3 | 35 | 15 | 24 | 26 | 36 | 14 | |||
Smoking | |||||||||
Yes | 64 | 83 | 0.637 | 73 | 74 | 0.861 | 70 | 77 | 0.102 |
No | 8 | 13 | 10 | 11 | 14 | 7 | |||
BMI | |||||||||
<30 | 85 | 25 | 0.837 | 30 | 50 | 0.892 | 87 | 23 | 0.258 |
>30 | 44 | 14 | 31 | 27 | 50 | 8 | |||
HNF1A-AS1 | |||||||||
Tumoral: ANCT (N) | Tumoral: Exosome (N) | Exosome: ANCT (N) | |||||||
Down | Up | p Value | Down | Up | p Value | Down | Up | p Value | |
Age | |||||||||
<60 years | 23 | 37 | 0.07 | 26 | 34 | 0.981 | 22 | 38 | 0.943 |
>60 years | 27 | 81 | 47 | 61 | 39 | 69 | |||
Gender | |||||||||
Female | 12 | 42 | 0.141 | 22 | 32 | 0.626 | 16 | 28 | 0.215 |
Male | 38 | 76 | 51 | 63 | 45 | 69 | |||
Subtype | |||||||||
SCC | 13 | 39 | 0.366 | 20 | 32 | 0.382 | 16 | 36 | 0.317 |
Adeno | 37 | 79 | 53 | 63 | 45 | 71 | |||
Stage | |||||||||
1 | 16 | 31 | 14 | 33 | 19 | 28 | 0.764 | ||
2 | 16 | 55 | 0.21 | 32 | 39 | 0.052 | 24 | 47 | |
3 | 18 | 32 | 27 | 23 | 18 | 32 | |||
Smoking | |||||||||
Yes | 70 | 77 | 0.1 | 61 | 86 | 0.475 | 66 | 81 | 0.067 |
No | 6 | 15 | 7 | 14 | 5 | 16 | |||
BMI | |||||||||
<30 | 31 | 79 | 0.537 | 47 | 63 | 0.794 | 38 | 72 | 0.513 |
>30 | 19 | 39 | 26 | 32 | 23 | 35 | |||
HOTAIR | |||||||||
Tumoral: ANCT (N) | Tumoral: Exosome (N) | Exosome: ANCT (N) | |||||||
Down | Up | p Value | Down | Up | p Value | Down | Up | p Value | |
Age | |||||||||
<60 years | 27 | 33 | 0.105 | 29 | 31 | 0.473 | 21 | 39 | 0.827 |
>60 years | 35 | 73 | 46 | 62 | 36 | 72 | |||
Gender | |||||||||
Female | 21 | 33 | 0.714 | 25 | 29 | 0.767 | 21 | 33 | 0.35 |
Male | 41 | 73 | 50 | 64 | 36 | 78 | |||
Subtype | |||||||||
SCC | 24 | 28 | 0.096 | 24 | 28 | 0.792 | 21 | 31 | 0.237 |
Adeno | 38 | 78 | 51 | 65 | 36 | 80 | |||
Stage | |||||||||
1 | 17 | 30 | 23 | 24 | 16 | 31 | |||
2 | 32 | 39 | 0.1 | 31 | 40 | 0.771 | 29 | 42 | 0.156 |
3 | 13 | 37 | 21 | 29 | 12 | 38 | |||
Smoking | |||||||||
Yes | 58 | 89 | 0.475 | 57 | 90 | 0.044 | 62 | 85 | 0.234 |
No | 10 | 11 | 13 | 8 | 6 | 15 | |||
BMI | |||||||||
<30 | 38 | 72 | 0.383 | 48 | 62 | 0.718 | 36 | 74 | 0.651 |
>30 | 24 | 34 | 27 | 31 | 21 | 37 | |||
LINCRNA-p21 | |||||||||
Tumoral: ANCT (N) | Tumoral: Exosome (N) | Exosome: ANCT (N) | |||||||
Down | Up | p Value | Down | Up | p Value | Down | Up | p Value | |
Age | |||||||||
<60 years | 52 | 8 | 0.808 | 29 | 31 | 0.369 | 53 | 7 | 0.57 |
>60 years | 95 | 13 | 60 | 48 | 92 | 16 | |||
Gender | |||||||||
Female | 45 | 9 | 0.261 | 27 | 27 | 0.595 | 47 | 7 | 0.85 |
Male | 102 | 12 | 62 | 52 | 98 | 16 | |||
Subtype | |||||||||
SCC | 42 | 10 | 0.077 | 25 | 27 | 0.394 | 44 | 8 | 0.669 |
Adeno | 105 | 11 | 64 | 52 | 101 | 15 | |||
Stage | |||||||||
1 | 40 | 7 | 24 | 23 | 38 | 9 | |||
2 | 60 | 11 | 0.252 | 37 | 34 | 0.872 | 63 | 8 | 0.436 |
3 | 47 | 3 | 28 | 22 | 44 | 6 | |||
Smoking | |||||||||
Yes | 90 | 57 | 0.63 | 92 | 55 | 0.223 | 89 | 58 | 0.765 |
No | 14 | 7 | 16 | 5 | 12 | 9 | |||
BMI | |||||||||
<30 | 94 | 16 | 0.27 | 57 | 53 | 0.679 | 94 | 16 | 0.657 |
>30 | 53 | 5 | 32 | 26 | 51 | 7 |
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Talebi, S.; Abadi, A.J.; Kazemioula, G.; Hosseini, N.; Taheri, F.; Pourali, S.; Mahdloo, T.; Rezaei, M.; Mirinezhad, M.; Ajami, N.; et al. Expression Analysis of Five Different Long Non-Coding Ribonucleic Acids in Nonsmall-Cell Lung Carcinoma Tumor and Tumor-Derived Exosomes. Diagnostics 2022, 12, 3209. https://doi.org/10.3390/diagnostics12123209
Talebi S, Abadi AJ, Kazemioula G, Hosseini N, Taheri F, Pourali S, Mahdloo T, Rezaei M, Mirinezhad M, Ajami N, et al. Expression Analysis of Five Different Long Non-Coding Ribonucleic Acids in Nonsmall-Cell Lung Carcinoma Tumor and Tumor-Derived Exosomes. Diagnostics. 2022; 12(12):3209. https://doi.org/10.3390/diagnostics12123209
Chicago/Turabian StyleTalebi, Samaneh, Asal Jalal Abadi, Golnesa Kazemioula, Nayyerehalsadat Hosseini, Forough Taheri, Saba Pourali, Touba Mahdloo, Marzieh Rezaei, Mohammadreza Mirinezhad, Naser Ajami, and et al. 2022. "Expression Analysis of Five Different Long Non-Coding Ribonucleic Acids in Nonsmall-Cell Lung Carcinoma Tumor and Tumor-Derived Exosomes" Diagnostics 12, no. 12: 3209. https://doi.org/10.3390/diagnostics12123209
APA StyleTalebi, S., Abadi, A. J., Kazemioula, G., Hosseini, N., Taheri, F., Pourali, S., Mahdloo, T., Rezaei, M., Mirinezhad, M., Ajami, N., & Salmaninejad, A. (2022). Expression Analysis of Five Different Long Non-Coding Ribonucleic Acids in Nonsmall-Cell Lung Carcinoma Tumor and Tumor-Derived Exosomes. Diagnostics, 12(12), 3209. https://doi.org/10.3390/diagnostics12123209