| Literature DB >> 30258629 |
Jack Mottahedeh1, Michael C Haffner2,3, Tristan R Grogan4, Takao Hashimoto1, Preston D Crowell5, Himisha Beltran6,7, Andrea Sboner7,8,9, Rohan Bareja7,9,10, David Esopi2, William B Isaacs2,3,11, Srinivasan Yegnasubramanian2,12, Matthew B Rettig13,14,15,16, David A Elashoff4,15, Elizabeth A Platz2,17,18,19, Angelo M De Marzo2,3,11,18, Michael A Teitell15,20,21,22, Andrew S Goldstein1,14,15,21,22.
Abstract
BACKGROUND: Cancer cell metabolism requires sustained pools of intracellular nicotinamide adenine dinucleotide (NAD+) which is maintained by a balance of NAD+ hydrolase activity and NAD+ salvage activity. We recently reported that human prostate cancer can be initiated following oncogene expression in progenitor-like luminal cells marked by low expression of the NAD+-consuming enzyme CD38. CD38 expression is reduced in prostate cancer compared to benign prostate, suggesting that tumor cells may reduce CD38 expression in order to enhance pools of NAD+. However, little is known about how CD38 expression is repressed in advanced prostate cancer and whether CD38 plays a role in regulating NAD+ levels in prostate epithelial cells.Entities:
Keywords: CD38; Methylation; NAD+; Prostate
Year: 2018 PMID: 30258629 PMCID: PMC6150989 DOI: 10.1186/s40170-018-0186-3
Source DB: PubMed Journal: Cancer Metab ISSN: 2049-3002
Patient characteristics in PSA progression tissue microarray
| Characteristic | No recurrence ( | Recurrence ( | |
|---|---|---|---|
| Age at surgery | 59.0 (6.0) | 58.8 (6.3) | Matched |
| Race | Matched | ||
| AA | 39 (7.8%) | 47 (9.4%) | |
| White | 440 (88.2%) | 426 (85.4%) | |
| Other | 11 (2.2%) | 19 (3.8%) | |
| Gleason sum | Matched | ||
| 5 | 3 (0.6%) | 3 (0.6%) | |
| 6 | 69 (13.8%) | 68 (13.6%) | |
| 7 | 314 (62.9%) | 305 (61.1%) | |
| 8 | 113 (22.6%) | 123 (24.6%) | |
| S stage | Matched | ||
| 1 | 67 (13.4%) | 66 (13.2%) | |
| 2 | 260 (52.1%) | 260 (52.1%) | |
| 3 | 172 (34.5%) | 173 (34.7%) | |
| Pre-op PSA | 11.0 (8.3) | 12.3 (10.2) | 0.026 |
| Surgical margins + | 110 (22.0%) | 176 (35.3%) | < 0.001 |
The PSA progression tissue microarray contains tissue cores from 499 men who developed biochemical recurrence and 499 controls who did not develop recurrence, matched based on age, race, Gleason sum, and pathologic stage. Patient characteristics were summarized using means/standard deviation and frequencies/percentages
Fig. 1Reduced expression of CD38 in metastatic prostate cancer. a Waterfall plot indicating relative CD38 mRNA expression from RNA sequencing of benign prostate, localized prostate cancer, metastatic castration-resistant prostate cancer (CRPC) with an adenocarcinoma (adeno) phenotype and metastatic CRPC with a neuroendocrine prostate cancer (NEPC) phenotype. Expression levels are presented as Log of FPKM-1 (Fragments Per Kilobase Million) values and scaled to the mean of all values shown. b Box plot corresponding to samples from a presented as Log of FPKM values
Fig. 2Association of CD38 protein expression with prostate cancer recurrence. a Representative images of CD38 staining in normal and cancer cores from the PSA progression tissue microarray. Scale bars represent 100 μm. b Waterfall plot representing composite CD38 staining scores in normal and cancer cores scaled to the mean of all values. c Box plot of composite CD38 staining scores. Statistics represent Welch Two Sample t test. d Kaplan-Meier plot of biochemical recurrence-free survival for patients with CD38 staining scores greater than the median in both normal and cancer cores compared to all other patients (remainder). Breslow test p value is shown, with a hazard ratio of 0.71
Higher CD38 is associated with a lower risk of recurrence after prostatectomy for clinically localized disease
| Characteristic | Model 1 | Model 2 | Model 3 | |||
|---|---|---|---|---|---|---|
| Odds ratio (95% CI) | Odds ratio (95% CI) | Odds ratio (95% CI) | ||||
| Age at surgery (years) | 0.81 (0.70–0.93) | 0.003 | 0.81 (0.71–0.93) | 0.003 | 0.81 (0.71–0.93) | 0.003 |
| Caucasian (yes/no) | 0.09 (0.02–0.41) | 0.002 | 0.10 (0.02–0.45) | 0.003 | 0.11 (0.02–0.49) | 0.004 |
| High Gleason sum (yes/no) | 1.44 (0.08–27.4) | 0.819 | 1.80 (0.10–34.1) | 0.715 | 1.41 (0.07–26.7) | 0.831 |
| S stage (yes/no) | 2.09 (0.26–16.59) | 0.487 | 2.06 (0.25–17.00) | 0.502 | 2.31 (0.25–21.07) | 0.457 |
| Pre-op PSA (1 unit) | 1.01 (0.99–1.03) | 0.227 | 1.01 (0.99–1.03) | 0.282 | 1.01 (0.99–1.03) | 0.274 |
| Surgical margins (+/−) | 2.33 (1.65–3.30) | < 0.001 | 2.25 (1.60–3.17) | < 0.001 | 2.37 (1.68–3.36) | < 0.001 |
| CD38 above med. cancer | 0.69 (0.52–0.91) | 0.007 | XX | XX | XX | XX |
| CD38 above med. benign | XX | XX | 0.91 (0.69–1.20) | 0.505 | XX | XX |
| CD38 above med. for both | XX | XX | XX | XX | 0.65 (0.48–0.88) | 0.006 |
Three conditional logistic regression models were run, each with the covariates mentioned above and CD38 as above the median in cancer cores (model 1), above the median in benign cores (model 2), and above the median in both (model 3). Odds ratios and 95% confidence intervals were extracted from each model
Fig. 3The CD38 locus undergoes CpG hypermethylation in prostate cancer. a Schematic representation of the CD38 locus. Note that the CpG island (green box) extends downstream of the transcriptional start site into the first intron. In silico analysis of publicly available reduced representation bisulfite sequencing (RRBS) is shown below (heat map: red—dense methylation, green—no methylation). The location of the PCR amplicon used in subsequent COMPARE-MS experiments is indicated by the red box. b–e Methylation heat maps derived from COMPARE-MS analysis of benign prostate tissue (b), primary prostate cancers (c), and prostate cancer metastases (d, e) show hypermethylation of the CD38 in primary prostate cancer and prostate cancer metastases (heat map: red—dense methylation; white—no methylation). f In silico analysis of TCGA data reveals frequent hypermethylation of the CD38 locus. Correlation plots of log2 mRNA expression (based on RNA-seq, RSEM z-scores) and methylation levels (based on Infinium Human Methylation 450k BeadChip analysis) in 333 primary prostate cancer samples
Fig. 4CD38 regulates extracellular but not intracellular NAD+ levels in RPWE1 cells. a Western blots demonstrate doxycyline (Dox) induced expression of wild-type (WT) or mutant (E226Q) CD38 in RWPE1 cells. Tubulin serves as a loading control. b Cell proliferation assay over 4 days in culture in the presence or absence of 20 ng/mL Dox. Relative cell number was assessed by measuring DNA fluorescence at 465 nm. 3–6 replicate wells per group per time point were measured. Plot shows mean ± standard error of the mean (SEM). c, d NAD+ and NADH levels were measured relative to total protein in each sample and presented relative to no Dox (non-induced) sample. Mean ± SEM of four replicates is shown. e NAD+:NADH ratio is calculated based on results shown in c and d. Mean ± SEM of four replicates is shown. f Cells were treated with Triton X-100 (TX-100) to permeabilize cells followed by NAD+ measurements. NAD+/protein is shown relative to no Dox. Mean ± SEM of four replicates is shown. g–i RWPE1 cells were treated with increasing concentrations of FK866 followed by NAD+ (g) and NADH (h) measurements. Mean ± SEM of four replicates is shown. Newman-Keuls Multiple Comparison Test. i Cell proliferation assay over 4 days in culture in the presence of the indicated concentrations of FK866. DNA fluorescence represents relative cell number. 3–6 replicate wells per group per time point were measured. Plot shows mean ± standard error of the mean (SEM). j Relative NAD+/protein levels in the media 30 min after the addition of 800 nM exogenous NAD+. Mean ± SEM of four replicates is shown
Fig. 5CD38 regulates extracellular NAD+ levels in mouse tissues. a Flow cytometry histogram plots gated on EpCAM+ epithelial cells from wild-type (CD38+/+) or knockout (CD38−/−) prostate and seminal vesicle cells and stained for surface expression of CD38. b, c NAD+ and NADH levels were measured using the NAD+/NADH-Glo assay normalized to total DNA in each tissue and presented relative to wild-type. Mean ± SEM of four replicates is shown. d, e NAD+ levels in intact seminal vesicle tissue (d) or in tissue after having removed the fluid (e) normalized to protein and presented relative to wild-type. Mean ± SEM of 2–5 replicates is shown. f NAD+ levels remaining in the media were measured 60 min after the addition of 800 nM exogenous NAD+ to purified seminal vesicle cells. Fold reduction in initial NAD+ levels, relative to wild-type, is shown. Mean ± SEM of duplicates is shown. g Relative intracellular NAD+ levels from wild-type seminal vesicle cells measured 60 min after the addition of 0 or 800 nM NAD+. Mean ± SEM of three replicates is shown