| Literature DB >> 22788688 |
Wenshi Wang1, Daohai Yu, Amod A Sarnaik, Bin Yu, Maclean Hall, Dawn Morelli, Yonghong Zhang, Xiuhua Zhao, Jeffrey S Weber.
Abstract
BACKGROUND: Ipilimumab induces long-lasting clinical responses in a minority of patients with metastatic melanoma. To better understand the mechanism(s) of action and to identify novel biomarkers associated with the clinical benefit and toxicity of ipilimumab, baseline characteristics and changes in CD4(+) and CD8(+) T cells from melanoma patients receiving ipilimumab were characterized by gene profiling and flow cytometry.Entities:
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Year: 2012 PMID: 22788688 PMCID: PMC3527361 DOI: 10.1186/1479-5876-10-146
Source DB: PubMed Journal: J Transl Med ISSN: 1479-5876 Impact factor: 5.531
Demographics and treatment related variables of all patients in this study (n = 55)
| gender | F | 21 (38.2) |
| | M | 34 (61.8) |
| stage | IIIc | 24 (43.6) |
| | IV | 31 (56.4) |
| HLA A2 | A2+ | 34 (61.8) |
| | A2- | 21 (38.2) |
| dosage | 10 mg/kg | 40 (72.7) |
| | 3 mg/kg | 15 (27.3) |
| irAE | N | 31 (56.4) |
| | Y | 24 (43.6) |
| Outcome | NED | 35 (63.6) |
| Relapse | 20 (36.4) |
Microarray data for immune related genes from CD4T cells (Table 2a) and CD8T cells (Table 2b) with fold increases over baseline control samples, p-values for the differences indicated, FDR for the false discovery rate, and the mean ± SD of pre and post samples for the gene expression ranges
| a. Genes impacted by ipilimumab in CD4+ T cells | ||||||
| CDC2 | cell division cycle 2, G1 to S and G2 to M | 1.98 | 0.009 | 0.0409 | 18.61 ± 4.41 | 36.92 ± 21.36 |
| | | 2.78 | 0.0142 | 0.0432 | 66.68 ± 59.31 | 185.59 ± 185.36 |
| TYMS | thymidylate synthetase | 2.77 | 0.0075 | 0.0408 | 129.75 ± 58.10 | 358.99 ± 254.47 |
| CCNB2 | cyclin B2 | 2.08 | 0.0142 | 0.0434 | 28.17 ± 11.75 | 58.49 ± 45.13 |
| CDK7 | cyclin-dependent kinase 7 | 1.26 | 0.0074 | 0.0408 | 214.08 ± 75.01 | 270.13 ± 106.34 |
| PGDS | prostaglandin D2 synthase, hematopoietic | 2.2 | 0.0024 | 0.0393 | 14.20 ± 5.42 | 31.30 ± 14.57 |
| | | 1.51 | 0.0048 | 0.04044 | 489.68 ± 470.87 | 740.39 ± 581.83 |
| TGFBR3 | transforming growth factor β RIII | 1.39 | 0.0111 | 0.0411 | 505.71 ± 304.47 | 701.22 ± 246.45 |
| IFNy | interferon, γ | 1.46 | 0.0255 | 0.0751 | 138.35 ± 104.72 | 201.55 ± 120.78 |
| IL-7 | interleukin 7 | 1.28 | 0.0169 | 0.0511 | 15.43 ± 10.42 | 19.73 ± 8.89 |
| STAT1 | signal transducer and activator of transcription 1 | 1.28 | 0.0081 | 0.0409 | 1141.96 ± 330.11 | 1460.67 ± 577.64 |
| SCYE1 | small inducible cytokine subfamily E, member 1 | 1.27 | 0.0103 | 0.041 | 278.24 ± 100.74 | 352.82 ± 149.81 |
| | | 0.80 | 0.0061 | 0.0406 | 5219.38 ± 1457.55 | 4291.38 ± 1772.32 |
| IL-7R | interleukin 7 receptor | 0.74 | 0.0011 | 0.0375 | 3309.89 ± 1296.32 | 2467.81 ± 1094.22 |
| IL-2Rα | interleukin 2 receptor, α | 0.69 | 0.01811 | 0.0544 | 113.56 ± 58.89 | 79.12 ± 39.28 |
| IL-15 | interleukin 15 | 0.74 | 0.0032 | 0.0398 | 54.76 ± 39.59 | 40.63 ± 31.09 |
| TNFSF8 | tumor necrosis factor superfamily, member 8 | 0.73 | 0.0202 | 0.0605 | 248.08 ± 148.25 | 181.53 ± 92.03 |
| ITGB1 | integrin, β1 (antigen CD29) | 1.29 | 0.0055 | 0.0405 | 1449.91 ± 772.02 | 1867.82 ± 802.10 |
| | | 1.20 | 0.0012 | 0.0375 | 396.68 ± 336.59 | 476.25 ± 376.51 |
| CXCR3 | chemokine receptor 3 | 1.29 | 0.0286 | 0.0825 | 47.04 ± 23.35 | 60.53 ± 33.18 |
| CXCR7 | chemokine receptor 7 | 0.75 | 0.0205 | 0.0614 | 83.62 ± 25.83 | 63.45 ± 25.78 |
| ITGA6 | integrin, α6 | 0.72 | 0.0211 | 0.063 | 1166.8 ± 1046.57 | 837.4 ± 796.19 |
| MKI67 | antigen identified by monoclonal antibody Ki-67 | 1.98 | 0.0165 | 0.0498 | 41.58 ± 22.80 | 82.16 ± 62.67 |
| | | 1.69 | 0.0104 | 0.0410 | 19.37 ± 9.50 | 32.73 ± 20.37 |
| ICOS | inducible T-cell costimulator | 1.49 | 0.0011 | 0.0375 | 587.76 ± 294.69 | 874.26 ± 397.84 |
| GATA3 | GATA binding protein 3 | 1.43 | 0.0124 | 0.042 | 284.77 ± 189.82 | 406.03 ± 268.34 |
| | | 1.37 | 0.0023 | 0.0392 | 163.55 ± 83.74 | 224.53 ± 114.73 |
| CTLA-4 | cytotoxic T-lymphocyte-associated protein 4 | 1.37 | 0.0249 | 0.0734 | 511.58 ± 260.28 | 700.23 ± 359.54 |
| MICA | MHC class I polypeptide-related sequence A | 0.7 | 0.0015 | 0.0379 | 120.33 ± 67.61 | 84.36 ± 51.72 |
| Bcl3 | B-cell CLL/lymphoma 3 | 1.56 | 0.0036 | 0.0400 | 199.55 ± 112.65 | 311.36 ± 120.66 |
| BAK1 | Bcl2-antagonist/killer 1 | 1.26 | 2.00E-04 | 0.0365 | 130.50 ± 27.61 | 164.92 ± 33.45 |
| | | 1.24 | 0.0067 | 0.0407 | 314.36 ± 77.54 | 388.54 ± 79.60 |
| Bcl2L11 | Bcl2-like 11 | 1.21 | 0.0369 | 0.1053 | 442.48 ± 299.18 | 536.88 ± 388.57 |
| BCLAF1 | Bcl2-associated transcription factor 1 | 1.21 | 0.0234 | 0.0695 | 61.14 ± 14.91 | 73.89 ± 26.64 |
| | | 0.72 | 0.0158 | 0.0479 | 189.15 ± 81.00 | 137.91 ± 40.11 |
| Bcl2 | B-cell CLL/lymphoma 2 | 0.63 | 0.0050 | 0.0404 | 427.68 ± 327.43 | 272.97 ± 207.62 |
| ANXA5 | annexin 5 | 1.32 | 0.0271 | 0.0794 | 599.68 ± 269.08 | 793.89 ± 425.06 |
| MAPK6 | mitogen-activated protein kinase 6 | 1.31 | 0.0261 | 0.0768 | 209.49 ± 142.30 | 273.63 ± 202.36 |
| PPP1CC | protein phosphatase 1, catalytic subunit, γ isoform | 1.23 | 0.0152 | 0.0462 | 998.56 ± 432.59 | 1225.87 ± 571.01 |
| CASP7 | caspase 7, apoptosis-related cysteine peptidase | 1.22 | 0.0145 | 0.0441 | 141.11 ± 41.72 | 171.83 ± 48.77 |
| MAP2K6 | mitogen-activated protein kinase kinase kinase 6 | 0.77 | 0.0105 | 0.0410 | 77.3 ± 41.24 | 59.77 ± 33.17 |
| ANXA11 | annexin 11 | 0.75 | 0.0003 | 0.0368 | 93.23 ± 20.45 | 70.21 ± 31.98 |
| ATF7 | activating transcription factor 7 | 0.75 | 0.0252 | 0.0743 | 170.44 ± 120.64 | 128.30 ± 107.21 |
| MAP4K4 | mitogen-activated protein kinase kinase kinase 4 | 0.63 | 0.0095 | 0.041 | 137.49 ± 51.60 | 86.97 ± 29.96 |
| b. Genes impacted by ipilimumab in CD8+ T cells | ||||||
| CDC2 | cell division cycle 2, G1 to S and G2 to M | 1.81 | 0.03 | 0.0897 | 18.37 ± 6.09 | 33.23 ± 21.15 |
| CDCA7 | Cell division cycle associated 7 | 1.67 | 0.0113 | 0.0647 | 87.63 ± 93.37 | 146.50 ± 111.23 |
| TNFSF4 | tumor necrosis factor superfamily, member 4 | 0.58 | 0.0082 | 0.0647 | 40.88 ± 27.10 | 23.93 ± 14.71 |
| ITGAV | integrin, αV (antigen CD51) | 0.80 | 5.00E-04 | 0.0647 | 114.65 ± 54.10 | 91.78 ± 42.91 |
| HLA-DRB4 | major histocompatibility complex, class II, DR β4 | 1.4 | 0.0163 | 0.0647 | 28.04 ± 26.29 | 39.18 ± 37.40 |
| | | 1.39 | 0.0100 | 0.0647 | 178.84 ± 104.07 | 248.93 ± 148.36 |
| GATA3 | GATA binding protein 3 | 1.35 | 0.0026 | 0.0647 | 139.84 ± 44.14 | 188.83 ± 75.51 |
| HLA-DRA | major histocompatibility complex, class II, DR α | 1.38 | 0.0193 | 0.0647 | 540.53 ± 402.57 | 745.47 ± 350.32 |
| CD6 | CD6 molecule (CD166 receptor) | 1.32 | 0.0248 | 0.0754 | 179.47 ± 95.79 | 236.58 ± 157.76 |
| CD5 | CD5 molecule | 1.22 | 0.0181 | 0.0647 | 103.58 ± 38.21 | 126.47 ± 45.17 |
| EOMES | Eomesodermin | 0.69 | 0.0292 | 0.0877 | 1063.26 ± 642.42 | 738.05 ± 445.38 |
| TIAM1 | T-cell lymphoma invasion and metastasis 1 | 1.68 | 0.0105 | 0.0647 | 83.63 ± 67.00 | 140.61 ± 116.68 |
| ANXA5 | annexin 5 | 1.31 | 0.0114 | 0.0647 | 576.93 ± 278.33 | 747.53 ± 316.78 |
| API5 | apoptosis inhibitor 5 | 1.24 | 0.0088 | 0.0647 | 187.92 ± 118.48 | 233.04 ± 151.93 |
Increases of greater than 1.2 fold and decreases of 0.8 fold or less are shown. Multiple values refer to different expressed sequence tags from the same gene.
Flow cytometry data for different phenotypic biomarkers from CD4 or CD8 T cells with absolute changes and fold-changes over baseline control samples at 3- (Table 3a) and 6-month (Table 3b) post ipilimumab with p-values for the differences shown
| a. Statistical analysis of changes in biomarkers at 3 months | |||||
| %-ICOS-CD4 | 25 | 13.00 (1.15, 20.69) | <.0001 | 1.35 (0.23, 3.62) | <.0001 |
| %-ICOS-CD8 | 25 | 4.19 (2.07, 7.75) | <.0001 | 2.90 (1.25, 6.72) | <.0001 |
| %-Ki67-CD4 | 24 | 3.62 (0.74, 6.94) | <.0001 | 1.50 (0.18, 2.64) | <.0001 |
| %-Ki67-CD8 | 24 | 1.49 (−0.10, 4.86) | 0.0009 | 0.54 (−0.03, 2.20) | 0.0003 |
| %-CCR7-CD8 | 25 | −3.98 (−11.40, 1.30) | 0.0122 | −0.14 (−0.27, 0.04) | 0.018 |
| %-CD25-CD8 | 25 | −1.60 (−5.68, -0.70) | <.0001 | −0.42 (−0.56, -0.25) | <.0001 |
| b. Statistical analysis of changes in biomarkers at 6 months | |||||
| %-ICOS-CD4 | 37 | 9.45 (3.13, 14.57) | <.0001 | 1.66 (0.70, 2.42) | <.0001 |
| %-ICOS-CD8 | 37 | 3.07 (1.62, 5.36) | <.0001 | 1.34 (0.63, 3.30) | <.0001 |
| %-Ki67-CD4 | 35 | 2.33 (1.37, 6.97) | <.0001 | 0.87 (0.29, 2.12) | <.0001 |
| %-Ki67-CD8 | 36 | 1.88 (0.13, 4.91) | 0.0004 | 0.55 (0.04, 1.52) | <.0001 |
| %-Gata3-CD4 | 28 | 3.76 (0.28, 8.04) | 0.0004 | 0.94 (−0.01, 1.62) | <.0001 |
| %-Gata3-CD8 | 28 | 2.07 (0.59, 4.02) | 0.0006 | 0.59 (0.09, 1.23) | <.0001 |
| %-CCR7-CD4 | 37 | −2.90 (−6.80, -0.40) | 0.0017 | −0.03 (−0.09, -0.01) | 0.006 |
*(Q1, Q3) are first and third interquartiles.
Association of phenotypic changes on T cells with clinical outcome (Relapse vs. NED) (Table 4a) and irAE (Yes vs. No) (Table 4b) was based on univariable logistic regression modeling
| a. Association of changes in biomarkers at 6 months with outcome (Relapse vs. NED) | |||||
| %-Ki67 + EOMES + CD4+ | 19 | −3.5232 | 0.0285 | 0.5 | 0.17 ( 0.04, 0.83) |
| %-CCR7 + CD8+ | 37 | −0.0947 | 0.0379 | 7.4 | 0.50 ( 0.26 0.96) |
| %-EOMES + CD8+ | 36 | 0.1758 | 0.0072 | 5.5 | 2.63 ( 1.30, 5.32) |
| % EOMES + GranzymeB + CD8+ | 19 | 0.2774 | 0.0293 | 5.8 | 5.00 ( 1.18, 21.23) |
| b. Association of changes in biomarkers at 6 months with irAE (Yes vs. No) | |||||
| %-Ki67 + CD8+ | 36 | −0.3167 | 0.0217 | 2.4 | 0.47 ( 0.24, 0.89) |
A total of 37 paired specimens of PBMC prior to and after four doses of ipilimumab were analyzed by flow cytometry for the indicated markers. CCR7 was stained extracellularly, EOMES, granzyme B and Ki67 were stained intracellularly per Materials and Methods.
a, Association between outcome (Relapse vs. NED) and dichotomized biomarkers at baseline. b, Association of baseline dichotomized biomarkers with irAE (Yes vs. No) for a total 55 patients
| a. Association between outcome (Relapse/NED) and dichotomized baseline biomarkers by median | ||||
| %-Ki67 + EOMES + CD8+ (n = 39) | | | 11.25 ( 2.52, 50.27) | 0.0012 |
| <=2.11 | Relapse | 15 ( 75.0) | | |
| <=2.11 | NED | 5 ( 25.0) | | |
| 2.11 | Relapse | 4 ( 21.1) | | |
| >2.11 | NED | 15 ( 78.9) | | |
| %-EOMES + CD8+ (n = 54) | | | 3.77 ( 1.16, 12.27) | 0.0473 |
| <=55.6 | Relapse | 14 ( 51.9) | | |
| <=55.6 | NED | 13 ( 48.1) | | |
| >55.6 | Relapse | 6 ( 22.2) | | |
| >55.6 | NED | 21 ( 77.8) | | |
| b. Association between irAE (Yes/No) and dichotomized baseline biomarkers by median | ||||
| %-Ki67 + EOMES + CD4+ (n = 39) | | | 8.00 ( 1.74, 36.70) | 0.0079 |
| <=0.446 | Yes | 12 ( 60.0) | | |
| <=0.446 | No | 8 ( 40.0) | | |
| >0.446 | Yes | 3 ( 15.8) | | |
| >0.446 | No | 16 ( 84.2) | ||
Ki67 and EOMES that was stained intracellularly in a total of 36 paired specimens of PBMC prior to and after four doses of ipilimumab was analyzed by flow cytometry.
Figure 1a: Kaplan-Meier relapse-free survival curves comparing patients with (high) greater than median baseline % of EOMESCD8to patients with (low) less than median % of EOMESCD8. b, Kaplan-Meier relapse-free survival curves comparing patients with high baseline % of Ki67+ EOMES+/CD8+ to patients with low % of Ki67+EOMES+/CD8+.