Introduction
Materials and methods
Cell culture
Label | A | B | C | 1 | 2 | 3 |
---|---|---|---|---|---|---|
Cell line | RMG-I-H | COC1/DDP | HO8910/PM | RMG-I-C | COC1 | HO8910 |
Total RNA extraction and gene chip hybridization
Data analysis and clustering
Validation for gene expression by quantitative real-time polymerase chain reaction
Gene name | GenBank accession number | Primer sequence (5′-3′) | Amplicon size (bp) |
---|---|---|---|
GCET2
| NM_152785 | F: ACCCTCATCAATCATCGGGTT
| 122 |
R: TCAGTCTCAGTTCCTCCCAAG
| |||
CFTR
| NM_000492 | F: TGCCCTTCGGCGATGTTTTT
| 127 |
R: GTTATCCGGGTCATAGGAAGCTA
| |||
FOXP1
| NM_032682 | F: TCCCGTGTCAGTGGCTATGAT
| 226 |
R: CTCTTTAGGCTGTTTTCCAGCAT
| |||
GARS
| NM_002047 | F: TTGGCCCAGCTTGATAACTATG
| 103 |
R: ACACTGGAGGGGATAGATCATTT
| |||
GAPDH
| NM_001256799 | F: ACAACTTTGGTATCGTGGAAGG
| 101 |
R: GCCATCACGCCACAGTTTC
|
Immunohistochemistry on paraffin embedded tissues
Enrichment analysis of DEGs
Construction of gene regulatory network
Statistics
Results
Gene expression analysis and clustering
Sample ID | OD260/280 | OD260/230 | Concentration (ng/µL) | RIN | 28S/18S | Results |
---|---|---|---|---|---|---|
A | 2.06 | 1.9 | 1,126.89 | 8.9 | 1.8 | Qualified |
B | 2.06 | 2.09 | 1,692.74 | 8.7 | 1.9 | Qualified |
C | 2.06 | 2.19 | 1,092.17 | 8.0 | 1.8 | Qualified |
1 | 2.07 | 1.95 | 1,431.45 | 8.6 | 1.7 | Qualified |
2 | 2.07 | 2 | 1,428.15 | 8.5 | 1.8 | Qualified |
3 | 2.07 | 2.14 | 1,024.49 | 8.9 | 2.1 | Qualified |
Gene symbol | GenBank accession | Description | Fold change |
P value |
---|---|---|---|---|
Up-regulated genes | ||||
GCET2
| NM_001008756 | Germinal center expressed transcript 2 | 3.25461 | 0.01955 |
TMEFF1
| NM_003692 | Transmembrane protein with EGF-like and two follistatin-like domains 1 | 2.48936 | 0.02476 |
PTTG3
| NR_002734 | Pituitary tumor-transforming 3 on chromosome 8 | 2.39659 | 0.00859 |
CFTR
| NM_000492 | Cystic fibrosis transmembrane conductance regulator isoform 36 | 2.37741 | 0.02794 |
MS4A6A
| NM_022349 | Membrane-spanning 4-domains, subfamily A, member 6A | 2.32408 | 0.02803 |
FFAR2
| NM_005306 | Free fatty acid receptor 2 | 2.26184 | 0.01446 |
BX648831
| BX648831 | Poly(A) binding protein, cytoplasmic 4-like | 2.25877 | 0.01799 |
GPRC6A
| NM_148963 | G-protein-coupled receptor, family C, group 6, member A | 2.17761 | 0.02608 |
SLC25A42
| NM_178526 | Solute carrier family 25, member 42 | 2.13807 | 0.02038 |
SVEP1
| AK027870 | Sushi, von Willebrand factor type A, EGF and pentraxin domain containing 1 | 2.1106 | 0.00132 |
NLRP4
| NM_134444 | NLR family, pyrin domain containing 4 | 2.10449 | 0.00205 |
GLP1R
| NM_002062 | Glucagon-like peptide 1 receptor | 2.09506 | 0.02839 |
LOC643406
| BC031676 | Hypothetical protein LOC643406 | 2.04176 | 0.01908 |
FLJ14816
| BC113708 | Hypothetical protein FLJ14816 | 2.01485 | 0.04223 |
Down-regulated genes | ||||
RPL28P1
| XR_019242 | Ribosomal protein L28 pseudogene 1 | 3.80897 | 0.01208 |
RPL23A
| NM_000984 | Ribosomal protein L23a | 3.35458 | 0.04575 |
RPL13AP3
| BC067891 | Ribosomal protein L13a pseudogene 3 | 3.0956 | 0.00275 |
COX19
| NM_001031617 | COX19 cytochrome c oxidase assembly homolog (S. cerevisiae) | 2.85475 | 0.01561 |
RBMX
| NM_002139 | RNA binding motif protein, X-linked | 2.77763 | 0.04326 |
LOC341412
| CA455253 | Hypothetical LOC341412, pseudo gene | 2.764 | 0.0313 |
LOC641784
| AW302767 | Similar to ribosomal protein L31, pseudo gene | 2.7233 | 0.04737 |
FOXP1
| NM_032682 | Forkhead box P1 | 2.63004 | 0.03159 |
COL27A1
| NM_032888 | Collagen, type XXVII, alpha 1 | 2.62832 | 0.02947 |
PTMA
| NM_002823 | Prothymosin, alpha | 2.58023 | 0.04672 |
CALCOCO2
| NM_005831 | Calcium binding and coiled-coil domain 2 | 2.53815 | 0.02005 |
DNAJB6
| NM_005494 | DnaJ (Hsp40) homolog, subfamily B, member 6 | 2.53533 | 0.02531 |
LOC391560
| XR_018524 | Ribosomal protein L32 pseudogene 7 | 2.43023 | 0.04685 |
ZNF234
| NM_006630 | Zinc finger protein 234 | 2.37866 | 0.0357 |
WASF2
| NM_006990 | WAS protein family, member 2 | 2.37554 | 0.02993 |
AP3S2
| NM_005829 | Adaptor-related protein complex 3, sigma 2 subunit | 2.36803 | 0.01003 |
KLF2
| NM_016270 | Kruppel-like factor 2 (lung) | 2.36563 | 0.03192 |
ZC3H11A
| NM_014827 | Zinc finger CCCH-type containing 11A | 2.35468 | 0.02414 |
RPS16P9
| XR_016930 | Ribosomal protein S16 pseudogene 9 | 2.32731 | 0.00056 |
EIF1B
| NM_005875 | Eukaryotic translation initiation factor 1B | 2.28022 | 0.00834 |
NR4A2
| NM_006186 | Nuclear receptor subfamily 4, group A, member 2 | 2.25709 | 0.03943 |
LY6G6C
| NM_025261 | Lymphocyte antigen 6 complex, locus G6C | 2.19288 | 0.0412 |
RPS7P5
| AK098605 | Ribosomal protein S7 pseudogene 5 | 2.17098 | 0.00883 |
RPLP0P2
| NR_002775 | Ribosomal protein, large, P0 pseudogene 2 | 2.15877 | 0.03239 |
CCDC144A
| BC034617 | Coiled-coil domain containing 144A | 2.15257 | 0.01531 |
GARS
| NM_002047 | Glycyl-tRNA synthetase | 2.14073 | 0.04554 |
LOC388524
| NM_001005472 | Similar to Laminin receptor 1 | 2.13836 | 0.04665 |
ZNF467
| NM_207336 | Zinc finger protein 467 | 2.12557 | 0.04513 |
LOC732186
| XR_016076 | Similar to signal sequence receptor gamma subunit, pseudo gene | 2.0591 | 0.01044 |
ZBTB43
| NM_014007 | Zinc finger and BTB domain containing 43 | 2.05301 | 0.02564 |
RPL13AP23
| XR_018808 | Ribosomal protein L13a pseudogene 23 | 2.04535 | 0.00653 |
RPLP1P7
| CH471086 | Ribosomal protein, large, P1 pseudogene 7 | 2.04394 | 0.00846 |
RPL31P10
| XR_018695 | Ribosomal protein L31 pseudogene 10 | 2.04042 | 0.03652 |
SNX29
| AK024473 | Sorting nexin 29 | 2.03297 | 0.04401 |
LOC648361
| XM_001127349 | Similar to 40S ribosomal protein S12, pseudogene | 2.00295 | 0.04577 |
Validation of gene expression results by using quantitative RT-PCR
Validation of protein expression by immunohistochemical staining
Cases | Nucleus staining | ||
---|---|---|---|
− | + | ||
EOC | 29 | 17 | 12 |
OM | 25 | 21 | 4 |
Cases | Nucleus staining | ||
---|---|---|---|
– | + | ||
Sensitive | 40 | 23 | 17 |
Resistant | 30 | 25 | 5 |
GO function analysis and Signal pathway result of differential genes
GO Term |
P value | Count in selection | % Count in selection | Count in total | % Count in total |
---|---|---|---|---|---|
Gene expression | 9.36E−04 | 11 | 39.285713 | 2,187 | 14.157172 |
Biopolymer biosynthetic process | 0.001659173 | 10 | 35.714287 | 1,972 | 12.765407 |
Macromolecule biosynthetic process | 0.0031013 | 10 | 35.714287 | 2,141 | 13.859399 |
cAMP-mediated signaling | 0.00382362 | 2 | 7.142857 | 51 | 0.33013982 |
Nucleobase, nucleoside, nucleotide and nucleic acid metabolic process | 0.00942933 | 10 | 35.714287 | 2,495 | 16.150957 |
Cyclic-nucleotide-mediated signaling | 0.010541212 | 2 | 7.142857 | 86 | 0.55670637 |
Transcription | 0.014451807 | 7 | 25 | 1,483 | 9.599948 |
Biosynthetic process | 0.014984685 | 10 | 35.714287 | 2,668 | 17.270844 |
G-protein-coupled receptor activity | 0.016115764 | 4 | 14.285714 | 546 | 3.5344381 |
Translation | 0.021661116 | 3 | 10.714286 | 332 | 2.1491456 |
Nucleic acid binding | 0.030367257 | 10 | 35.714287 | 2,970 | 19.22579 |
Biopolymer metabolic process | 0.030960111 | 12 | 42.857143 | 3,891 | 25.187727 |
Receptor activity | 0.036230754 | 6 | 21.428572 | 1,398 | 9.049715 |
G-protein-coupled receptor protein signaling pathway | 0.036383796 | 4 | 14.285714 | 702 | 4.5442777 |
Second-messenger-mediated signaling | 0.042707212 | 2 | 7.142857 | 182 | 1.178146 |
Ribonucleoprotein complex | 0.046174083 | 3 | 10.714286 | 447 | 2.8935785 |
Rhodopsin-like receptor activity | 0.04668641 | 3 | 10.714286 | 449 | 2.9065251 |
Structural constituent of ribosome | 0.0483463 | 2 | 7.142857 | 195 | 1.2622993 |
Macromolecule metabolic process | 0.049876012 | 13 | 46.42857 | 4,646 | 30.07509 |
Pathway | Number of entities | Matched with technology | Matched with entity list |
P value |
---|---|---|---|---|
P450 Hydroxylations | 19 | 4 | 2 | 0.002811053 |
HIF-1-alpha transcription factor network | 88 | 73 | 6 | 0.002937696 |
Mechanism of acetaminophen activity and toxicity | 12 | 5 | 2 | 0.004168975 |
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha | 111 | 86 | 6 | 0.006581206 |
Cystic fibrosis transmembrane conductance regulator (CFTR) and beta 2 adrenergic receptor (B2AR) pathway | 14 | 3 | 1 | 0.006656855 |
De novo synthesis of IMP | 32 | 4 | 1 | 0.011070482 |
Cytochrome p450 | 54 | 9 | 2 | 0.01444615 |
Phase 1 functionalization | 87 | 9 | 2 | 0.01444615 |
il12 and stat4 dependent signaling pathway in th1 development | 13 | 10 | 2 | 0.015267268 |
alpha6beta4integrin | 53 | 50 | 4 | 0.01597487 |
IL4-mediated signaling events | 84 | 52 | 4 | 0.018223463 |
Purine metabolism | 100 | 9 | 1 | 0.022020191 |
Xenobiotics | 60 | 15 | 2 | 0.0333969 |
Stathmin and breast cancer resistance to antimicrotubule agents | 18 | 2 | 1 | 0.03385132 |
Negative regulation of the PI3 K/AKT network | 12 | 2 | 1 | 0.03385132 |
TCR | 140 | 125 | 6 | 0.035289083 |
Gap-filling DNA repair synthesis and ligation in GG-NER | 7 | 2 | 1 | 0.038461793 |
Gap-filling DNA repair synthesis and ligation in TC-NER | 7 | 2 | 1 | 0.038461793 |
FOXA1 transcription factor network | 53 | 40 | 3 | 0.04229567 |
Nucleotide metabolism | 198 | 22 | 1 | 0.049933493 |