| Literature DB >> 29344135 |
Jun Wang1,2, Lifeng Li1,2, Lina Gao1, Chao Guan1, Kexin Su1, Linlin Li1, Wenping Luo2,3, Hongying Chen1, Ping Ji1,3.
Abstract
Previous studies have demonstrated that cancer cells with increased levels of aldehyde dehydrogenase 'bright' activity (ALDHbr) exhibit stem cell properties compared with cells exhibiting decreased ALDH activity (ALDHlow). To screen possible biomarkers of cancer stem cells in tongue squamous cell carcinoma, ALDHbr and ALDHlow cells were isolated from the tongue squamous cell carcinoma TCA8113 cell line, and suppression subtractive hybridization was performed to identify differentially expressed genes in the two subpopulations. A total of 240 positive clones were randomly selected for sequencing and were functionally characterized using bioinformatical tools. The results of the present study identified the differential expression of 104 clones, 62 of which corresponded to known genes and 42 of which corresponded to unknown genes. Cluster analysis revealed that the known genes were involved in the regulation of the cell cycle and cell differentiation. In addition, analysis of 10 signaling pathways revealed that genes were markedly altered in the ALDHbr cell subpopulation. Additional study is required to identify the function that these genes serve in the biomolecular regulatory mechanisms of cancer stem cells and to assist in explaining the biological behavior of oral squamous cell carcinoma.Entities:
Keywords: aldehyde dehydrogenase; genes; oral squamous cell carcinoma; suppression subtractive hybridization; tumor stem cell
Year: 2017 PMID: 29344135 PMCID: PMC5754908 DOI: 10.3892/ol.2017.7108
Source DB: PubMed Journal: Oncol Lett ISSN: 1792-1074 Impact factor: 2.967
Figure 1.Isolation of ALDHbr cells in tongue squamous cell carcinoma TCA8113 cells. (A) Cells incubated with Aldefluor substrate (BAAA) and subsequent fluorescence-activated cell sorting was used to identify cells exhibiting increased ALDH activity (P2 region, 1.3%). (B) With the addition of DEAB, a specific inhibitor of ALDH, the proportion of sorted ALDHbr cells was markedly decreased (P2 region, 0.1%). ALDH, aldehyde dehydrogenase; DEAB, diethylaminobenzaldehyde; SSC-A, side scatter area.
Figure 2.Sphere formation of cells exhibiting increased ALDH activity. Isolated cells exhibiting increased and decreased ALDH activity were maintained in serum-free RPMI 1640 medium. Cells were subsequently inspected using an inverted phase contrast microscope (magnification, ×100) at a variety of culture times. Cells exhibiting increased ALDH activity formed spheres on (A) day 5 and (B) day 10; (C) whereas cells exhibiting decreased activity of ALDH died on day 5. ALDH, aldehyde dehydrogenase.
Figure 3.Construction of the suppression substrate hybridization library. (A) Products of PCR-select cDNA subtraction. (B) cDNA fragments of distinct lengths from white clones, amplified using PCR. PCR, polymerase chain reaction; M, DNA marker; 1, forward subtraction products; 2, reverse subtraction products.
Characteristics of overexpressed known genes in aldehyde dehydrogenase-positive subpopulation cells.
| No. | Length, bp | Gene | Accession no. | Identities (%) | E-value | Gene ID | Gene symbol | Chromosomal location |
|---|---|---|---|---|---|---|---|---|
| 1 | 206 | ref|NM_001170153.1| | 163/166 (99) | 2.00×10−76 | 41911 CG4699 | CG4699 (WAH) | Unknown | |
| 2 | 402 | ref|NG_012247.1| | 388/389 (99) | 0 | 10165 | SLC25A13 | 7q21.3 | |
| 3 | 303 | ref|NM_001161522.1| | 284/285 (99) | 8.00×10−145 | 11275 KLHL2 | KLHL2 | 4q21.2 | |
| 4 | 225 | ref|NG_012795.1| | 174/175 (99) | 3.00×10−83 | 4864 | NPC1 | 18q11-q12 | |
| 5 | 369 | ref|NM_014335.2| | 353/354 (99) | 0 | 23741 EID1 | EID1 | 15q21.1-q21.2 | |
| 6 | 289 | ref|NG_008163.1| | 512/514 (99) | 0 | 4853 | NOTCH2 | 1p13-p11 | |
| 7 | 234 | ref|NG_012047.1| | 215/216 (99) | 1.00×10−106 | 157266327 | BARD1 | 2q34-q35 | |
| 8 | 272 | ref|NG_016144.1| | 253/254 (99) | 1.00Ex10−127 | 269954693 | ITPR1 | 3p26-p25 | |
| 9 | 289 | gb|AF146191.1|AF146191 | 264/272 (98) | 2.00×10−125 | AAD46768.1 | FRG1 | 4q35 | |
| 10 | 280 | ref|NG_008882.1| | 263/263 (100) | 3.00×10−134 | 64087 | MCCC2 | 5q12-q13 | |
| 11 | 410 | ref|NM_001002.3| | 388/390 (99) | 0 | 6175 RPLP0 | RPLP0 | 12q24.2 | |
| 12 | 468 | ref|NM_001193536.1| | 449/450 (99) | 0 | 81704 DOCK8 | DOCK8 | 9p24.3 | |
| 13 | 365 | ref|NG_011782.1| | 342/347 (99) | 1.00×10−172 | 169792 | GLIS3 | 9p24.2 | |
| 14 | 412 | ref|NG_011525.1| | 352/392 (90) | 5.00×10−138 | 135138 | PACRG | 6q26 | |
| 15 | 153 | ref|NM_000094.3| | 134/135 (99) | 7.00×10−63 | 1294 COL7A1 | COL7A1 | 3p21.1 | |
| 16 | 226 | ref|NG_007726.1| | 207/208 (99) | 3.00×10−102 | 1956 | EGFR | 7p12 | |
| 17 | 450 | ref|NM_001111019.1| | 391/399 (98) | 0 | 89797 NAV2 | NAV2 | 11p15.1 | |
| 18 | 288 | ref|NM_000321.2| | 269/270 (99) | 1.00×10−137 | 5925 RB1 | RB1 | 13q14.2 | |
| 19 | 274 | gb|EF445041.1| | 214/257 (84) | 4.00×10−58 | ACA06092.1 | TTC12 | 11q23.1 | |
| 20 | 232 | ref|NM_001190440.1| | 213/214 (99) | 1.00×10−106 | 9611 NCOR1 | NCOR1 | 17p11.2 | |
| 21 | 283 | ref|NM_001003688.1| | 262/263 (99) | 1.00×10−133 | 4086 SMAD1 | SMAD1 | 7p15 | |
| 22 | 646 | ref|NG_016759.1| | 628/630 (99) | 0 | 90293 | KLHL13 | Xq23-q24 | |
| 23 | 418 | ref|NM_017922.3| | 395/399 (99) | 0 | 55015 PRPF39 | PRPF39 | 14q21.3 | |
| 24 | 398 | ref|NM_001113495.1| | 379/380 (99) | 0 | 10801 SEPT9 | SEPT | 17q25 | |
| 25 | 537 | ref|NM_001001396.1| | 186/188 (99) | 5.00×10−90 | 493 ATP2B4 | ATP2B4 | 1q32.1 | |
| 26 | 392 | PREDICTED: | ref|XR_113742.1| | 203/225 (91) | 3.00×10−76 | 441072 FLJ31104 | FLJ31104 | 5q11.2 |
| 27 | 227 | ref|NG_008937.1| | 207/207 (100) | 3.00×10−103 | 960 | CD44 | 11p13 | |
| 28 | 364 | Pongo abelii probable methyltransferase TARBP1-like (LOC100447859), mRNA | ref|XM_002809289.1| | 120/124 (97) | 3.00×10−51 | 100447859 LOC100447859 | LOC100447859 | Unknown |
Characteristics of downregulated known genes in aldehyde dehydrogenase-positive subpopulation cells.
| No. | Length, bp | Gene | Accession no. | Identities (%) | E-value | Gene ID | Gene symbol | Chromosomal location |
|---|---|---|---|---|---|---|---|---|
| 1 | 410 | Pan troglodytes hypothetical protein LOC736141 (LOC736141), mRNA | ref|XM_001135501.1| | 322/364 (89) | 3.00×10−117 | 736141 LOC736141 | LOC736141 | X |
| 2 | 505 | ref|NM_001040199.1| | 318/320 (99) | 9.00×10−163 | 56650 CLDND1 | CLDND1 | 3q12.1 | |
| 3 | 383 | ref|NM_025190.3| | 297/368 (81) | 4.00×10−70 | 57730 ANKRD36B | ANKRD36B | 2q11.2 | |
| 4 | 357 | ref|NM_001903.2| | 336/337 (99) | 1.00×10−174 | 1495 CTNNA1 | | CTNNA1 | 5q31 | |
| 5 | 364 | ref|NG_007077.2| | 344/346 (99) | 5.00×10−177 | 2108 | ETFA | 15q23-q25 | |
| 6 | 493 | Pan troglodytes RAB7, member RAS oncogene family-like 1, transcript variant 1 (RAB7L1), mRNA | ref|XM_001162387.1| | 264/296 (90) | 9.00×10−98 | 469654 RAB7L1 | RAB7L1 | 1q32 |
| 7 | 635 | ref|NM_015045.2| | 617/618 (99) | 0 | 23063 WAPAL | WAPAL/WAPL | 10q23.2 | |
| 8 | 459 | ref|NM_001029989.1| | 441/442 (99) | 0 | 9768 KIAA0101 | KIAA0101/PAF | 15q22.31 | |
| 9 | 299 | ref|NM_020850.1| | 281/281 (100) | 2.00×10−145 | 57610 RANBP10 | RANBP10 | 16q22.1 | |
| 10 | 224 | ref|NM_015084.2| | 202/204 (99) | 2.00×10−99 | 23107 MRPS27 | MRPS27 | 5q13.2 | |
| 11 | 426 | ref|NG_008931.1| | 408/410 (99) | 0 | 23230 | VPS13A | 9q21 | |
| 12 | 413 | ref|NG_008074.1| | 392/396 (99) | 0 | 81846 | SBF2 | 11p15.4 | |
| 13 | 613 | ref|NM_001190470.1| | 562/597 (95) | 0 | 100462981 | MTRNR2L2 | Unknown | |
| 14 | 423 | ref|NM_001190702.1| | 373/399 (94) | 9.00×10−167 | 100463486 MTRNR2L8 | MTRNR2L8 | Unknown | |
| 15 | 588 | ref|NM_052834.2| | 133/133 (100) | 2.00×10−63 | 23335 WDR7 | WDR7 | 18q21.1-q22 | |
| 16 | 261 | Pan troglodytes similar to ORF1; putative (LOC745921), mRNA | ref|XR_021946.1| | 276/326 (85) | 6.00×10−83 | 745921 LOC745921 | LOC745921 | Unknown |
| 17 | 459 | ref|NM_002539.1| | 570/570 (100) | 0 | 4953 ODC1 | | ODC1 | 2p25 | |
| 18 | 411 | ref|NG_008227.1| | 393/394 (99) | 0 | 80145 | ATXN7 | 3p21.1-p12 | |
| 19 | 494 | ref|NM_001172692.1| | 476/476 (100) | 0 | 126231 ZNF573 | ZNF573 | 19q13.12 | |
| 20 | 538 | ref|NM_001199455.1| | 297/299 (99) | 4.00×10−151 | 6046 BRD2 | BRD2 | 6p21.3 | |
| 21 | 353 | PREDICTED: Pan troglodytes similar to uracil DNA glycosylase (LOC743143), mRNA | ref|XR_021793.1| | 326/332 (98) | 2.00×10−163 | 743143 LOC743143 | LOC743143 | Unknown |
| 22 | 380 | ref|NM_001122821.1| | 360/360 (100) | 0 | 6418 SET | SET | 9q34 | |
| 23 | 205 | ref|NM_001193644.1| | 184/185 (99) | 2.00×10−90 | 5824 PEX19 | PEX19 | 1q22 | |
| 24 | 386 | ref|NG_011631.1| | 369/369 (100) | 0 | 4286 | MITF | 3p14.2-p14.1 | |
| 25 | 449 | ref|NM_013402.4| | 431/432 (99) | 0 | 3992 FADS1 | FADS1 | 11q12.2-q13.1 | |
| 26 | 352 | ref|NM_003463.3| | 332/335 (99) | 3.00×10−170 | 7803 PTP4A1 | PTP4A1 | 6q12 | |
| 27 | 323 | ref|NM_001184782.1| | 303/305 (99) | 2.00×10−155 | 55086 CXorf57 | CXorf57 | Xq22.3 | |
| 28 | 214 | ref|NG_009873.1| | 197/198 (99) | 1.00×10−96 | 1387 | CREBBP | 16p13.3 | |
| 29 | 436 | ref|NM_006010.4| | 411/415 (99) | 0 | 7873 MANF | MANF | Unknown | |
| 30 | 263 | ref|NM_015161.1| | 243/243 (100) | 3.00×10−124 | 23204 ARL6IP1 | ARL6IP1 | 16p12-p11.2 | |
| 31 | 501 | ref|NR_003286.2| | 479/480 (99) | 0 | 100008588 RN18S1 | RN18S1 | Unknown | |
| 32 | 248 | ref|NM_013302.3| | 227/227 (100) | 3.00×10−115 | 29904 EEF2K | EEF2K | 16p12.1 | |
| 33 | 486 | ref|NM_005933.3| | 466/469 (99) | 0 | 4297 MLL | MLL | 11q23 | |
| 34 | 499 | PREDICTED: | ref|XM_002806045.1| | 359/441 (81) | 3.00×10−93 | 100426362 LOC100426362 | LOC100426362 | Unknown |
Figure 4.Functional classification of differentially expressed ESTs. (A) Biological process of differentially expressed ESTs. (B) Molecular function of differentially expressed ESTs. (C) Cell component of differentially expressed ESTs. EST, expressed sequence tag.
Pathway analysis, on the basis of the pathway commons database.
| Signaling pathway | Entrez IDs | Enrichment statistics |
|---|---|---|
| Notch-HLH transcription | 1387, 4853 | C=6; O=2; E=0.01; R=290.63; rawP=1.93×10−5; adjP=0.0004 |
| TGF-β receptor | 1387, 5925, 960 | C=126; O=3; E=0.14; R=20.76; rawP=0.0004; adjP=0.0032 |
| Generic transcription | 1387, 4853 | C=28; O=2; E=0.03; R=62.28; rawP=0.0005; adjP=0.0032 |
| Microphthalmia-associated transcription factor | 1387, 4286 | C=51; O=2; E=0.06; R=34.19; rawP=0.0016; adjP=0.0051 |
| Signaling events mediated by stem cell factor receptor (c-Kit) | 1387, 9611, 4286, 29904 | C=436; O=4; E=0.50; R=8.00; rawP=0.0016; adjP=0.0051 |
| BMP receptor | 4086, 4286, 29904 | C=189; O=3; E=0.22; R=13.84; rawP=0.0014; adjP=0.0051 |
| NOTCH | 4853, 9611 | C=58; O=2; E=0.07; R=30.07; rawP=0.0020; adjP=0.0054 |
| Regulation of cytoplasmic and nuclear SMAD2/3 | 9611, 4286, 29904 | C=265; O=3; E=0.30; R=9.87; rawP=0.0035; adjP=0.0066 |
| TGF-β receptor | 9611, 4286, 29904 | C=265; O=3; E=0.30; R=9.87; rawP=0.0035; adjP=0.0066 |
| Androgen receptor | 1387, 5925 | C=79; O=2; E=0.09; R=22.07; rawP=0.0038; adjP=0.0066 |
Pathway analysis, on the basis of the Wikipathways database.
| Signaling pathway | Entrez IDs | Enrichment statistics |
|---|---|---|
| ∆-Notch | 9611, 4853, 4086, 1956 | C=86; O=4; E=0.10; R=40.55; rawP=3.05×10−6; adjP=3.97×10−5 |
| Senescence and autophagy | 5925, 960, 4297 | C=60; O=3; E=0.07; R=43.60; rawP=4.65×10−5; adjP=0.0003 |
| Androgen receptor | 1387, 5925, 1956 | C=115; O=3; E=0.13; R=22.75; rawP=0.0003; adjP=0.0013 |
| B cell receptor | 5925, 3708, 493 | C=158; O=3; E=0.18; R=16.56; rawP=0.0008; adjP=0.0021 |
| TGF-β receptor | 1387, 5925, 960 | C=155; O=3; E=0.18; R=16.88; rawP=0.0008; adjP=0.0021 |
| Notch | 1387, 4853 | C=46; O=2; E=0.05; R=37.91; rawP=0.0013; adjP=0.0026 |
| Id | 5925, 4086 | C=51; O=2; E=0.06; R=34.19; rawP=0.0016; adjP=0.0026 |
| TGF-β | 1387, 4086 | C=52; O=2; E=0.06; R=33.53; rawP=0.0016; adjP=0.0026 |
| Estrogen | 1387, 9611 | C=76; O=2; E=0.09; R=22.94; rawP=0.0035; adjP=0.0051 |
| Wnt and pluripotency | 1387, 960 | C=98; O=2; E=0.11; R=17.79; rawP=0.0057; adjP=0.0067 |