| Literature DB >> 23587162 |
Masao Honda1, Taro Yamashita, Tatsuya Yamashita, Kuniaki Arai, Yoshio Sakai, Akito Sakai, Mikiko Nakamura, Eishiro Mizukoshi, Shuichi Kaneko.
Abstract
BACKGROUND: The acyclic retinoid, peretinoin, has been shown to be effective for suppressing hepatocellular carcinoma (HCC) recurrence after definitive treatment in a small-scale randomized clinical trial. However, little has been documented about the mechanism by which peretinoin exerts its inhibitory effects against recurrent HCC in humans in vivo.Entities:
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Year: 2013 PMID: 23587162 PMCID: PMC3660229 DOI: 10.1186/1471-2407-13-191
Source DB: PubMed Journal: BMC Cancer ISSN: 1471-2407 Impact factor: 4.430
Patient characteristics and prognosis
| 1 | 300 | 70 | F | P | RFA | 15 | 2 | m-p | 4 | 2 | A | 112 | 7.9 | Rec | Rec |
| 2 | 600 | 72 | F | R | RFA | 20 | 2 | w | 4 | 2 | A | 40 | 7.9 | Rec | Rec λ |
| 3 | 300 | 58 | M | P | resection | 25 | 1 | m-p | 2 | 1 | A | 16 | 19.2 | nonRec | nonRec |
| 4 | 600 | 54 | M | P | resection | 25 | 1 | m-p | 3 | 2 | A | 57 | 16.4 | nonRec | Rec |
| 5 | 600 | 60 | F | P | RFA | 23 | 1 | m-p | 4 | 2 | B | 23 | 6.4 | nonRec | nonRec |
| 6 | 300 | 73 | F | P | RFA | 20 | 2 | m-p | 3 | 2 | A | 31 | 14.2 | Rec | Rec λ |
| 7 | 300 | 69 | F | P | RFA | 11 | 3 | w-m | 4 | 1 | A | 38 | 11.5 | Rec | Rec λ |
| 8 | 600 | 74 | F | P | RFA | 16 | 2 | m-p | 4 | 1 | A | 45 | 5.1 | nonRec | Rec |
| 9 | 600 | 65 | M | R | RFA | 10 | 1 | m-p | 2 | 1 | A | 29 | 16.5 | nonRec | nonRec |
| 10 | 600 | 59 | M | P | resection | 34 | 1 | m-p | 4 | 2 | B | 60 | 9.4 | nonRec | nonRec |
| 11 | 300 | 70 | F | R | RFA | 15 | 1 | w-m | 4 | 2 | B | 98 | 7 | nonRec | nonRec |
| 12 | 300 | 66 | M | P | RFA | 15 | 1 | m-p | 4 | 1 | A | 90 | 10.6 | nonRec | nonRec |
Dose (mg/day), ALT(U/L), PLT(×104/μL), MTD (mm).
F; female, M; male, P; primary HCC, R; (first) recurrent HCC, MTD; maximum tumor diameter, w; well-differentiated, m; moderately differentiated, p; poorly differentiated, F; fibrosis stage, A; activity grade, CP; Child-Pugh classification, ALT; alanine aminotransferase, PLT; platelet.
Rec; recurrence, nonRec; non-recurrence, λ; death.
Figure 1Peretinoin pharmacokinetics study design and change of gene expression profiling. A: Peretinoin pharmacokinetics study design. Twelve patients were enrolled in the study and two groups of 6 patients were randomly administered one of two doses of peretinoin (600 or 300 mg per day) for 8 weeks. A liver biopsy was obtained before the start of peretinoin administration and 8 weeks into the treatment. After the second liver biopsy, oral administration of peretinoin twice daily was resumed for 88 weeks. B: Hierarchical clustering analysis of patients using all expressed genes. Patient numbers (Table 1) and peretinoin dose are listed. Patients with HCC recurrence are shown in red and boxed. There was no significant association between hepatic gene expression and HCC recurrence before starting peretinoin treatment, while distinct clusters of patients were observed after week 8 depending on HCC recurrence.
Representative genes significantly up-regulated or down-regulated in response to peretinoin treatment
| | |||||
|---|---|---|---|---|---|
| 0.0002 | 1.85 | 1.25 | Cytochrome P450, family 26, subfamily B, polypeptide 1 | CYP26B1 | NM_019885 |
| 0.004 | 1.75 | 1.33 | Insulin-like growth factor binding protein 6 | IGFBP6 | NM_002178 |
| 0.005 | 1.42 | 1.16 | Regulatory factor X-associated ankyrin-containing protein | RFXANK | NM_134440 |
| 0.006 | 1.33 | 1.30 | Putative lymphocyte G0/G1 switch gene | G0S2 | NM_015714 |
| 0.013 | 1.54 | 0.90 | Retinol binding protein 1 | RBP1 | NM_002899 |
| 0.014 | 1.56 | 0.87 | Retinol binding protein 4 | RBP4 | NM_006744 |
| 0.034 | 1.27 | 1.07 | Retinoic acid induced 3 | GPRC5A | AI923823 |
| 0.040 | 1.22 | 1.19 | Transglutaminase 2 | TGM2 | AI962033 |
| 0.044 | 1.23 | 1.14 | CCAAT/enhancer binding protein (C/EBP), alpha | CEBPA | NM_004364 |
| 0.029 | 1.45 | 0.93 | Guanylate binding protein 1, interferon-inducible, 67kDa | GBP1 | NM_002053 |
| 0.047 | 1.39 | 0.94 | Interferon-induced protein 44 | IFI44 | NM_006417 |
| 0.048 | 1.28 | 1.05 | Chemokine (C-X-C motif) ligand 9 | CXCL9 | NM_002416 |
| 0.004 | 1.54 | 1.06 | BMP and activin membrane-bound inhibitor homolog | BAMBI | NM_012342 |
| 0.008 | 1.45 | 1.11 | Secreted frizzled-related protein 5 | SFRP5 | NM_003015 |
| 0.021 | 1.37 | 0.98 | Thrombomodulin | THBD | NM_000361 |
| 0.038 | 1.28 | 0.99 | Protein C receptor, endothelial (EPCR) | PROCR | NM_006404 |
| 0.029 | 1.35 | 0.96 | Jumonji domain containing 3 | JMJD3 | XM_043272 |
| 0.029 | 1.39 | 0.91 | Jumping translocation breakpoint | JTB | NM_006694 |
| 0.034 | 1.39 | 1.32 | Protein kinase, AMP-activated, alpha 2 catalytic subunit | PRKAA2 | NM_006252 |
| 0.045 | 0.78 | 0.94 | FK506 binding protein 12-rapamycin associated protein 1 | FRAP1 | NM_004958 |
| 0.019 | 0.77 | 1.25 | Interleukin 13 | IL13 | NM_002188 |
| 0.031 | 0.74 | 1.00 | Hepatocyte growth factor | HGF | NM_000601 |
| 0.011 | 0.73 | 0.94 | Junctional adhesion molecule 3 | JAM3 | NM_032801 |
| 0.013 | 0.70 | 1.00 | V-myc myelocytomatosis viral oncogene homolog | Myc | NM_002467 |
| 0.017 | 0.73 | 1.12 | Src-like-adaptor | SLA | NM_006748 |
| 0.028 | 0.78 | 1.10 | Cell division cycle 2, G1 to S and G2 to M | CDC2 | NM_001786 |
| 0.030 | 0.66 | 0.95 | BCL2-associated athanogene | BAG1 | NM_004323 |
| 0.039 | 0.64 | 0.93 | Chemokine (C-C motif) receptor 9 | CCR9 | NM_031200 |
| 0.043 | 0.76 | 1.13 | Pre-B-cell leukemia transcription factor 1 | PBX1 | H08835 |
The peretinoin-response genes were identified by comparing hepatic gene expression in the pre and under treatment of 6 patients who were treated with 600 mg dose of peretinoin. The fold changes of gene expression are shown in 300 mg and 600 mg dosage respectively.
Supervised learning methods
| Pre-treatment | Recurrence vs non-recurrence | 6 | 47.1 | N.S. |
| On-treatment | Recurrence vs non-recurrence | 224 | 79.6 | < 0.05 |
| On-treatment | 300 mg vs 600 mg | 38 | 72.7 | N.S. |
Seven algorithms of Compound-Covariate Predictor, Diagonal Linear Discriminant Analysis 1-Nearest Neighbor, 3-Nearest Neighbors, Nearest Centroid, Support Vector Machine, and Bayesian Compound Covariate were used for class prediction. Prediction % was calculated as the average of these seven algorithms.
Figure 2Expression profiling of 224 gene predictors and the prognosis of patients. A: Hierarchical clustering using 224 gene predictors of patients with or without HCC recurrence. Patients with HCC recurrence within 2 years are shown in red and patients with HCC recurrence after the cessation of peretinoin are boxed in red. B: Pathway analysis of differentially expressed genes using MetaCore (GeneGo). Functional ontology enrichment analysis was performed to find differentially expressed pathway maps or map folders using 224 differentially expressed genes (p<0.002) between patients with and without HCC recurrence. C, D: Kaplan-Meier estimation of recurrence-free ratio (C) and survival ratio (D) of patients with recurrence expression patterns (red) and those with non-recurrence expression (blue).
Representative genes differentially expressed between HCC recurrence and non-recurrence groups
| | | | ||
| 0.0001 | -5.19 | Platelet derived growth factor C | PDGFC | AI446155 |
| 0.0006 | -4.37 | Sperm equatorial segment protein 1 | NOX5 | NM_145658 |
| 0.0010 | -4.13 | Interleukin 18 | IL18 | AI800476 |
| | | | ||
| 0.0004 | -4.63 | Prominin 1 | PROM1 | NM_006017 |
| 0.0018 | -3.83 | Pyruvate kinase, muscle | PKM2 | NM_002654 |
| | | | ||
| 0.0018 | -3.84 | TGFB-induced factor (TALE family homeobox) | TGIF1 | AI866302 |
| 0.0018 | -3.84 | NK2 transcription factor related, locus 5 | NKX2-5 | NM_004387 |
| | | | ||
| 0.0005 | -4.47 | Transcriptional co-activator with PDZ-binding motif | WWTR1 | AK025216 |
| 0.0017 | -3.87 | Roundabout, axon guidance receptor, homolog 1 | ROBO1 | NM_133631 |
| 0.0018 | -3.84 | Hepatitis B virus x associated protein | RSF1 | NM_016578 |
| 0.0019 | -3.79 | Heat shock 27kDa protein 2 | HSPB2 | NM_001541 |
| 0.0002 | 4.88 | Metallothionein 2A | MT2A | NM_005953 |
| 0.0002 | 4.08 | CCAAT/enhancer binding protein (C/EBP), alpha | CEBPA | NM_004364 |
| 0.0003 | 4.72 | Forkhead box A3 | FOXA3 | NM_004497 |
| 0.0006 | 4.42 | Hemopexin | HPX | NM_000613 |
| 0.0006 | 4.35 | Metallothionein 1H | MT1H | NM_005951 |
| 0.0013 | 4.01 | Forkhead box A1 | FOXA1 | NM_004496 |
| 0.0014 | 3.97 | FK506 binding protein 8, 38kDa | FKBP8 | NM_012181 |
| 0.0005 | 4.51 | Deleted in colorectal carcinoma | DCC | X76132 |
| 0.0018 | 3.84 | NK3 transcription factor related, locus 1 | NKX3-1 | NM_006167 |
| 0.0015 | 3.93 | BH3 interacting domain death agonist | BID | NM_197967 |
| 0.0019 | 3.82 | Programmed cell death 8 | AIFM1 | NM_145813 |
Figure 3Hierarchical clustering using pre-defined curated gene sets based on NCBI’s Cancer Genome Anatomy Project. Presented genes were differentially expressed at P-values <0.05 between patients with and without HCC recurrence.
Figure 4RTD-PCR evaluation of PDGF-C, PROM1, MDK, CYP26B1, and RAR β in the liver of patients with or without HCC recurrence.