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Weinshilboum, Richard M.

0000-0002-4911-7985

Mayo Clinic

Mayo Clinic

Citations 141

The development of opioid vaccines as a novel strategy for the treatment of opioid use disorder and overdose prevention
Tunçtürk, Mustafa , Kushwaha, Shikha, Heider, Robin M., Oesterle, Tyler , Weinshilboum, Richard M. , Ho, Ming‐Fen , Weinshilboum, Richard, Oesterle, Tyler S , Ho, Ming-Fen , Kushwaha, Shikha, Weinshilboum, Richard M.

International Journal of Neuropsychopharmacology | January 20, 2025 | Volume: 28 | Issue: 2 | Pages: No page available

10.1093/ijnp/pyaf005 Get It

Abstract Opioid use disorder (OUD) affects over 40 million people worldwide, creating significant social and economic burdens. Medication for opioid use disorder (MOUD) is often considered the primary treatment approach for OUD. MOUD, including methadone, buprenorphine, and naltrexone, is effective for some, but its benefits may be limited by poor adherence to treatment recommendations. Immunopharmacotherapy offers an innovative approach by using vaccines to generate antibodies that neutralize opioids, blocking them from crossing the blood-brain barrier and reducing their psychoactive effects. To date, only 3 clinical trials for opioid vaccines have been published. While these studies demonstrated the potential of opioid vaccines for relapse prevention, there is currently no standardized protocol for evaluating their effectiveness. We have reviewed recent preclinical studies that demonstrated the efficacy of vaccines targeting opioids, including heroin, morphine, oxycodone, hydrocodone, and fentanyl. These studies showed that vaccines against opioids reduced drug reinforcement, decreased opioid-induced antinociception, and increased survival rates against lethal opioid doses. These studies also demonstrated the importance of vaccine formulation and the use of adjuvants in enhancing antibody production and specificity. Finally, we highlighted the strengths and concerns associated with the opioid vaccine treatment, including ethical considerations.
Abstract 4141605: Genetic Determinant for Prognosis of Dilated Cardiomyopathy: The role of NAV3 in Cardiac Fibrosis
Wang, Min , Wang, Li , Seal, Mayah, McNamara, Dennis M. , Barlera, Simona, Merlo, Marco , Krejčí, Jan , Weinshilboum, Richard M. , Pereira, Naveen L. , Ghazal, Rachad , Seal, Mayah, Nguyen, Thanh Thanh L. , Pileggi, Silvana , Mestroni, Luisa , Sinagra, Gianfranco , Pinet, F , Liu, Duan , Weinshilboum, Richard M.

Circulation | November 14, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4141605 Get It

Background: Dilated Cardiomyopathy (DCM) is a major cause of heart failure (HF) and carries a high mortality rate. Drug treatment response for DCM-related HF patients is highly variable, with some patients having no response. A pharmacogenomic approach, genome-wide association study (GWAS) followed by biologically functional validation, can potentially identify genetic determinants of prognosis in DCM and might provide insight into novel biology of DCM pharmacotherapy. Methods: A GWAS was performed using DNA from 686 patients with recent onset DCM who were on standard HF therapy using change in left ventricular ejection fraction (LVEF) at a median of 6 months after initial diagnosis. Cultured human cardiac fibroblasts (HCFs) were used to functionally validate the GWAS findings in vitro . RNA-seq followed by pathway analysis after NAV3 knock-down (KD) using siRNA in HCFs were performed to explore potential biological mechanisms. Results: A genetic variant, rs11105445(G>A), identified from the GWAS, mapping to the neuron navigator 3 (NAV3) gene (rs11105445, p=2.37E-07; beta 2.74 ± 0.53) was associated with improvement in LVEF. Functional genomic experiments demonstrated that, both in LV tissue and in cultured fibroblasts, the minor allele A was associated with decreased transcription of NAV3 (pvalue: 0.0335 and 0.0432) suggesting that ↓NAV3 expression might be associated with improvement in LVEF. TGF-β1 can induce HCF transdifferentiation into myofibroblasts and we demonstrate that it also increases NAV3 expression. NAV3 KD which mimics the GWAS variant significantly suppressed TGF-β1 induced HCF transdifferentiation demonstrated by decreased expression of α-smooth muscle actin (ACTA2) and collagen I (COL1A1). RNA-seq after NAV3 KD followed by pathway analysis suggested that NAV3 exerted its effect by regulating ECM and cell cycle processes, especially G1/S transition. We demonstrate that NAV3 KD suppressed TGF-β1 induced G1/S arrest by regulating CDK4, CDK6 and INK4B (cyclin-dependent kinase inhibitor 2B/P15, CDK4 inhibitor). Conclusion: Decreased expression of NAV3 is associated with myocardial recovery in DCM, most likely due to its role in suppressing HCF differentiation by regulating TGF-β1 induced G1/S arrest. The role of NAV3 as a novel therapeutic target in DCM needs to be explored.
Abstract 4140257: CDCP1 ’s Role in Cardiac Fibrosis: Unveiling Potential Mechanisms in a Pressure Over-Load Mouse Model
Wang, Li , Wang, Min , Vyas, Hridyanshu , Roos, Carolyn M, Huang, Runqing , Lambert, Laura , Weinshilboum, Richard M. , Pereira, Naveen L. , Liu, Duan , Ghazal, Rachad , Lambert, Laura, Weinshilboum, Richard M. , Miller, Jordan D.

Circulation | November 14, 2024 | Volume: 150 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.150.suppl_1.4140257 Get It

Background: CDCP1 has been associated with reverse remodeling in human dilated cardiomyopathy (DCM) mediating its effect by reducing cardiac fibrosis which has been demonstrated in-vitro using human cardiac fibroblasts (CF) and in-vivo histologically in mice. However, the role of and the molecular mechanisms by which CDCP1 attenuates cardiac fibrosis in-vivo is unknown. Methods: To characterize the transcriptomic profiles of CDCP1 in cardiac fibrosis, Cdcp1 KO FVB/NJ mice were generated, and implanted with osmotic minipumps containing angiotensin II and phenylephrine (Ang II/PE) or saline at age of 10 weeks. There were 4 experimental groups (6 mice each), Saline_WT, Saline_KO, AngII/PE_WT, and AngII/PE_KO. After 4 weeks of AngII/PE induction, mice were euthanized, RNA was extracted from their heart tissue followed by RNA-seq to explore transcriptomic profiles. Fibrosis was histologically determined using picosirius (PSR) staining and was quantified by percentage of fibrosis area. Results: Histological analysis demonstrated that Cdcp1 KO attenuated severe cardiac fibrosis by 32.7% determined by quantification of percentage of fibrosis area. When comparing the transcriptome-wide gene expression in WT mice hearts from Saline to AngII/PE induction, a total of 316 differentially expressed genes (DEGs) were identified ( Fig. 1A ). Expression of Nppb (encodes ProBNP), a marker for heart failure, was significantly upregulated. The most significantly upregulated DEG after AngII/PE induction was Crlf1 ( Fig. 1A ), a gene predominantly expressed in CF, consistent with previous findings. We next compared transcriptomic profiles of AngII/PE induction WT and Cdcp1 KO mice hearts, to explore the role of CDCP1 in cardiac fibrosis. A total of 163 DEGs were identified ( Fig. 1B ). Notably, Cdcp1 -mediated DEGs enriched GO Pathways associated with extracellular matrix organization (Biological Process) and collagen-containing extracellular matrix (Cellular Component) ( Figs. 1C, 1D ), pivotal processes in cardiac fibrosis. In addition, Cdcp1 KO resulted in several “top” DEGs (including Rnase1, Ccl7, Ccl12 Il21r , and Il6 ) which have known function in inflammation, suggesting that CDCP1 might attenuate cardiac fibrosis through immune regulation . Conclusion: Our findings underscore the pivotal role of CDCP1 in modulating cardiac fibrosis in-vivo, potentially through immune regulation. Targeting CDCP1 may offer promising therapeutic avenues for mitigating myocardial fibrosis.
OmicsFootPrint: a framework to integrate and interpret multi-omics data using circular images and deep neural networks
Prodduturi, Naresh, Thompson, Kevin J. , Weinshilboum, Richard M. , O’Sullivan, Ciara C. , Tizhoosh, Hamid R. , Klee, Eric W. , Wang, Liewei , Goetz, Matthew P. , Tang, Xiaojia , Thompson, Kevin J , Weinshilboum, Richard, O'Sullivan, Ciara C, Suman, Vera, Kalari, Krishna R , Goetz, Matthew P , Klee, Eric W , Tizhoosh, Hamid R , Tang, Xiaojia , Weinshilboum, Richard M. , Boughey, Judy C. , Suman, Vera J. , Kalari, Krishna R.

Nucleic Acids Research | October 6, 2024 | Volume: 52 | Issue: 21 | Pages: e99-e99

10.1093/nar/gkae915 Get It

Abstract The OmicsFootPrint framework addresses the need for advanced multi-omics data analysis methodologies by transforming data into intuitive two-dimensional circular images and facilitating the interpretation of complex diseases. Utilizing deep neural networks and incorporating the SHapley Additive exPlanations algorithm, the framework enhances model interpretability. Tested with The Cancer Genome Atlas data, OmicsFootPrint effectively classified lung and breast cancer subtypes, achieving high area under the curve (AUC) scores—0.98 ± 0.02 for lung cancer subtype differentiation and 0.83 ± 0.07 for breast cancer PAM50 subtypes, and successfully distinguished between invasive lobular and ductal carcinomas in breast cancer, showcasing its robustness. It also demonstrated notable performance in predicting drug responses in cancer cell lines, with a median AUC of 0.74, surpassing nine existing methods. Furthermore, its effectiveness persists even with reduced training sample sizes. OmicsFootPrint marks an enhancement in multi-omics research, offering a novel, efficient and interpretable approach that contributes to a deeper understanding of disease mechanisms.
The Role of CENPK Splice Variant in Abiraterone Response in Metastatic Castration-Resistant Prostate Cancer
Huang, Minhong , Gao, Huanyao , Kim, Wootae , John, August , Weinshilboum, Richard M. , Wang, Liewei , Xie, Fang , Gao, Huanyao , Kim, Wootae , John, August , Qin, Sisi , Xie, Fang , Yin, Ping , Weinshilboum, Richard M.

Cells | September 30, 2024 | Volume: 13 | Issue: 19 | Pages: 1622

10.3390/cells13191622 Get It

Most patients with metastatic prostate cancer eventually develop resistance to primary androgen deprivation therapy. To identify predictive biomarker for Abiraterone acetate/prednisone resistance, we screened alternative splice variants between responders and non-responders from the PROMOTE clinical study and pinned down the most significant variant, CENPK–delta8. Through preclinical patient-derived mouse xenograft (PDX) and 3D organoids obtained from responders and non-responders, as well as in vitro models, aberrant CENPK–delta8 expression was determined to link to drug resistance via enhanced migration and proliferation. The FLNA and FLOT1 were observed to specifically bind to CENK–delta8 rather than wild-type CENPK, underscoring the role of CENPK–delta8 in cytoskeleton organization and cell migration. Our study, leveraging data from the PROMOTE study, TCGA, and TCGA SpliceReq databases, highlights the important function of alternative splice variants in drug response and their potential to be prognostic biomarkers for improving individual therapeutic outcomes in precision medicine.
Abstract 9027: A Novel Polymorphism Arg146 of the Natriuretic Peptide Receptor-3 Gene Results in a Significant Reduction in Protein Expression Due to Accelerated Degradation
Pereira, Naveen L. , Dong, Lin, Pelleymounter, Linda L., Moon, Irene, Stilling, Gail A., Eckloff, Bruce W., Wieben, Eric D. , Yee, Vivien C., Redfield, Margaret M. , Burnett, John C. , Weinshilboum, Richard M. , Weinshilboum, Richard M.

Circulation | April 23, 2024 | Volume: 126 | Issue: suppl_21 | Pages: No page available

10.1161/circ.126.suppl_21.a9027 Get It

Background: The primary role of natriuretic peptide receptor 3 (NPR3) is clearance of natriuretic peptides. Genetic variation in NPR3 has been associated with blood pressure regulation and obesity. Despite its importance, variation in NPR3 characterizing coding single nucleotide polymorphisms (SNPs) has not been addressed by resequencing the gene. Objective: We set out to identify and functionally characterize common variation in NPR3 in 3 ethnic groups. DNA samples from such subjects are studied because common genetic variation needs to be defined initially in “normal” individuals prior to studying drug effect and response. Also, rare variants identified by sequencing are enriched in complex disease traits. Methods and Results: DNA samples from 96 European-American, 96 African-American, and 96 Han Chinese-American healthy subjects were used to resequence NPR3. There were 105 polymorphisms identified of which 50 were novel, including 8 nonsynonymous (ns) SNPs of which 7 were novel. Expression constructs for the nsSNPs were created and HEK-293 cells were transfected with constructs for wild type (WT) and the variants. Recombinant proteins were analyzed by quantitative Western blot analysis. A significant reduction in NPR3 immunoreactive protein (60% or less of WT) was observed for the following variants Cys3, Arg146, Val499, and Ser477+Asp521. The Arg146 novel polymorphism resulted in the least protein expression (20% of WT). After treatment of WT and Arg146 cells with proteasome (MG132) and autophagy (3MA) inhibtors, it was determined that autophagy and not proteasomes plays an important role in the degradation of the Arg 146 variant protein. Modeling based on the NPR3 x-ray crystallography structure confirmed that the Arg146 variant were not compatible with WT conformation and could result in protein misfolding or instability. Conclusions: Multiple novel polymorphisms of NPR3 were identified in 3 ethnic groups. There were 4 variant receptors that displayed a significant decrease in NPR3 protein quantity, Arg146 being the variant with the least expression. Degradation of the variant Arg146 was mediated predominantly by autophagy. This SNP could have a significant effect on the metabolism of natriuretic peptides with clinical implications.
Abstract 16898: Myocardial Recovery Associated Gene Cdcp1 Expression Attenuates Cardiac Fibrosis in a Pressure Over-Load Mouse Model
Wang, Min , Vyas, Hridyanshu , Roos, Carolyn M, Huang, Runqing, Sahni, Jyotan , McNamara, Dennis M. , Barlera, Simona, Merlo, Marco , Chaloupka, Anna , Krejčí, Jan , Weinshilboum, Richard M. , Pereira, Naveen L. , Liu, Duan , Pileggi, Silvana , Mestroni, Luisa , Sinagra, Gianfranco , Pinet, F , Groote, Pascal de , Weinshilboum, Richard M. , Miller, Jordan D.

Circulation | December 19, 2023 | Volume: 148 | Issue: Suppl_1 | Pages: No page available

10.1161/circ.148.suppl_1.16898 Get It

Background: We have previously demonstrated by performing a genome-wide association study that a genetic locus resulting in ↓CDCP1 expression was associated with myocardial recovery in patients with dilated cardiomyopathy (DCM). We have subsequently shown that ↓CDCP1 decreases human cardiac fibroblast proliferation in vitro , however, its potential role in modulating cardiac fibrosis and function in vivo is unknown. Methods: A Cdcp1 knock-out (KO) mouse was generated on FVB/NJ background. Angiotensin II/Phenylephrine (AngII/PE) or saline was infused by an osmotic pump into mice ( Cdcp1 KO n=20; wild type/wt n=18) for 4 weeks. Echocardiography was performed at 0 and 4 weeks. Picrosirius red (PSR) staining was performed on cross-sectional heart tissue to identify cardiac fibrosis, which was quantified, using ImageJ software, as a percentage of left ventricular (LV) area stained by PSR. Results: LV mass index (LVMI) significantly increased in AngII/PE wt mice as compared to saline wt (figure a. 3.65±0.15 mg/g vs 3.05±0.17mg/g, p=0.01), however, AngII/PE Cdcp1 KO mice had significantly decreased LVMI as compared to AngII/PE wt mice (figure a. 3.17±0.09 mg/g vs 3.65±0.15 mg/g, p=0.01). In addition, fractional shortening trended higher in AngII/PE Cdcp1 KO mice as compared to AngII/PE wt mice (figure b. 50.36±2.06% vs 45.48±1.43%, p=0.07). Extent of cardiac fibrosis was significantly higher in AngII/PE wt mice as compared to saline wt (figure c. 15.79±0.49% vs 7.93±0.39%, p<0.0001), however AngII/PE Cdcp1 KO mice had significantly reduced cardiac fibrosis as compared to AngII/PE wt mice (figure c. 9.41±0.43%, p<0.0001). Conclusions: CDCP1 KO significantly reduces pressure over-load induced LV hypertrophy and cardiac fibrosis. Its role as a novel therapeutic target in attenuating fibrosis and improving cardiac function in DCM needs to be further explored.
Pharmacogenomic Next‐Generation DNA Sequencing: Identification and Functional Characterization of Variants of Unknown Significance in CYP2C9 and CYP2C19
Devarajan, Sandhya, Moon, Irene, Black, John L. , Wang, Liewei , Weinshilboum, Richard M. , Bielinski, Suzette J. , Larson, Nicholas B. , Neavin, Drew , Weinshilboum, Richard M. , Reid, Joel M.

The FASEB Journal | November 26, 2023 | Volume: 31 | Issue: S1 | Pages: No page available

10.1096/fasebj.31.1_supplement.lb617 Get It

Objective CYP2C9 and CYP2C19 are highly polymorphic pharmacogenes that encodes enzymes that metabolize a large number of clinically relevant drugs. While the majority of variability in drug metabolism can be explained by a few common alleles, identification of gene sequence variation that alters enzyme activity and incorporation of that information into pharmacogenomic rules for clinical decision support might lead to improved therapy. Using sequence data derived from the Right Drug, Right Dose, Right Time: Using Genomic Data to Individualize Treatment (RIGHT Protocol), we sought to identify variants of unknown significance (VUSs) for CYP2C9 and CYP2C19, and to characterize the function of the encoded enzymes. Methods Targeted next‐generation sequencing for 84 pharmacogenes using the PGRN‐Seq v1.0 capture reagent was performed with DNA samples from 1013 RIGHT Protocol participants. Plasmids containing VUSs were created using site directed mutagenesis and were transiently expressed in COS‐1 cells. Initial determination of enzyme activity was performed using fluorogenic substrates. Enzyme kinetic parameters (Km and Vmax) for each of the variant allozymes were determined using liquid chromatography mass spectrometry with tolbutamide (CYP2C9) and mephenytoin (CYP2C19) as prototypic substrates. We also compared our results with in silico functional predictions by SIFT and Polyphen. Results Seven VUSs were identified for each gene, none of which had been functionally characterized. There were significant positive correlations between protein content and fluorometric enzyme activity for all variants for both CYP2C9 (P<0.05) and CYP2C19 (P<0.005). Notably, CYP2C9 V237L and CYP2C19 A173V activity was much lower than predicted based on protein content. The substrate intrinsic clearance of CYP2C9 variants P73L , S115R , V237L [6.23E‐05±1.08E‐05; 2.55E‐05±4.1E‐06; 7.28E‐05±2.4E‐05 (uL/mg protein/min)], and CYP2C19 variants V113I , A173V , R186C and R186H [2.49E‐04±2.78E‐05; 1.80E‐05±2.19E‐06; 2.33E‐05±9.2E‐06;1.45E‐04±1.2E‐05 (uL/mg protein/min)] were less than 25% of their respective WT enzyme . Conclusion Sequencing of CYP2C9 and CYP2C19 from 1013 subjects identified low frequency variants that had not been functionally characterized. In silico predictions which showed variable results, can be helpful but are not always accurate, hence functional validation is necessary for VUSs requiring protein expression and determination of kinetic parameters. Efforts to identify variation in diverse populations is resulting in a very large number of VUSs, so there is a need for the application of high throughput mutagenesis approaches and functional characterization methods to help pharmacogenomics contribute to precision medicine. Support or Funding Information NIH RO1 GM28157 and the Mayo Center for Individualized Medicine Pharmacogenomics Program.
Targeting MTAP creates a therapeutic vulnerability to PARP inhibition in brain metastatic TNBC by disrupting MAT2A mediated methionine metabolism
Lou, Zhenkun , Zhao, Fei , Zhang, Lingxin , Weinshilboum, Richard M. , Tao, Kaixiong , Lou, Zhenkun , Zeng, Xiangyu , Zhang, Lingxin, Weinshilboum, Richard M.

No container title available | November 20, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3579438/v1 Get It

Abstract Triple-negative breast cancer (TNBC) is an aggressive form of breast cancer with limited therapeutic strategy and unfavorable prognosis, especially for patients bearing brain metastasis. Here, we demonstrate that MTAP gene deletion or MTAP inhibition by MTAP inhibitor, MTDIA, sensitizes breast cancer cells to poly (ADP-ribose) polymerase (PARP) inhibitor (PARPi). Mechanistically, PARPi suppresses the expression of methionine adenosyltransferase 2A (MAT2A) by inducing METTL16 auto-inhibition mediated intron retention. Given that MAT2A and MTAP are key enzymes in methionine metabolism, the dual inhibition of MAT2A and MTAP disrupts methionine metabolism and leads to reduced s-adenosylmethionine. Dietary methionine restriction further boosts the combined anti-tumor efficacy of MTAP depletion/inhibition and PARPi. Most importantly, in brain metastatic TNBC, due to the natural low methionine environment in the brain, the combination of MTAP depletion/inhibition and PARPi confers significant therapeutic efficacy. Therefore, our findings provide a promising strategy for inhibiting primary or brain metastatic TNBC.
Age-Dependent Sex Differences in the Prevalence of Selective Serotonin Reuptake Inhibitor Treatment: A Retrospective Cohort Analysis
Sánchez-Ruiz, Jorge A. , Leibman, Nicole I. , Larson, Nicholas B. , Jenkins, Gregory D. , Ahmed, Ahmed T. , Núñez, Nicolás A. , Weinshilboum, Richard M. , Wang, Liewei , Frye, Mark A. , Özerdem, Ayşegül , Ozerdem, Aysegul , Larson, Nicholas B , Sanchez-Ruiz, Jorge A , Biernacka, Joanna M. , Winham, Stacey J. , Weinshilboum, Richard M.

Journal of Women's Health | October 19, 2023 | Volume: 32 | Issue: 11 | Pages: 1229-1240

10.1089/jwh.2022.0484 Get It

Background: Antidepressants are among the most prescribed medications in the United States. The aim of this study was to explore the prevalence of antidepressant prescriptions and investigate sex differences and age-sex interactions in adults enrolled in the Right Drug, Right Dose, Right Time: Using Genomic Data to Individualize Treatment (RIGHT) study. Materials and Methods: We conducted a retrospective analysis of the RIGHT study. Using electronic prescriptions, we assessed 12-month prevalence of antidepressant treatment. Sex differences and age-sex interactions were evaluated using multivariable logistic regression and flexible recursive smoothing splines. Results: The sample consisted of 11,087 participants (60% women). Antidepressant prescription prevalence was 22.24% (27.96% women, 13.58% men). After adjusting for age and enrollment year, women had significantly greater odds of antidepressant prescription (odds ratio = 2.29; 95% confidence interval = 2.07, 2.54). Furthermore, selective serotonin reuptake inhibitors (SSRIs) had a significant age-sex interaction. While SSRI prescriptions in men showed a sustained decrease with age, there was no such decline for women until after reaching ∼50 years of age. There are important limitations to consider in this study. Electronic prescription data were cross-sectional; information on treatment duration or adherence was not collected; this cohort is not nationally representative; and enrollment occurred over a broad period, introducing confounding by changes in temporal prescribing practices. Conclusions: Underscored by the significant interaction between age and sex on odds of SSRI prescription, our results warrant age to be incorporated as a mediator when investigating sex differences in mental illness, especially mood disorders and their treatment.