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1.
Sci Rep ; 11(1): 17877, 2021 09 09.
Article in English | MEDLINE | ID: mdl-34504230

ABSTRACT

We begin by arguing that the often used algorithm for the discovery and use of disease risk factors, stepwise logistic regression, is unstable. We then argue that there are other algorithms available that are much more stable and reliable (e.g. the lasso and gradient boosting). We then propose a protocol for the discovery and use of risk factors using lasso or boosting variable selection. We then illustrate the use of the protocol with a set of prostate cancer data and show that it recovers known risk factors. Finally, we use the protocol to identify new and important SNP based risk factors for prostate cancer and further seek evidence for or against the hypothesis of an anticancer function for Selenium in prostate cancer. We find that the anticancer effect may depend on the SNP-SNP interaction and, in particular, which alleles are present.


Subject(s)
Alleles , Prostatic Neoplasms/genetics , Prostatic Neoplasms/pathology , Selenium/metabolism , Algorithms , Antineoplastic Agents/pharmacology , Humans , Logistic Models , Male , Prostatic Neoplasms/drug therapy , Risk Factors
2.
Nat Commun ; 9(1): 275, 2018 01 18.
Article in English | MEDLINE | ID: mdl-29348537

ABSTRACT

Most cancer patients succumb to disseminated disease because conventional systemic therapies lack spatiotemporal control of their toxic effects in vivo, particularly in a complicated milieu such as bone marrow where progenitor stem cells reside. Here, we demonstrate the treatment of disseminated cancer by photoactivatable drugs using radiopharmaceuticals. An orthogonal-targeting strategy and a contact-facilitated nanomicelle technology enabled highly selective delivery and co-localization of titanocene and radiolabelled fluorodeoxyglucose in disseminated multiple myeloma cells. Selective ablation of the cancer cells was achieved without significant off-target toxicity to the resident stem cells. Genomic, proteomic and multimodal imaging analyses revealed that the downregulation of CD49d, one of the dimeric protein targets of the nanomicelles, caused therapy resistance in small clusters of cancer cells. Similar treatment of a highly metastatic breast cancer model using human serum albumin-titanocene formulation significantly inhibited cancer growth. This strategy expands the use of phototherapy for treating previously inaccessible metastatic disease.


Subject(s)
Mammary Neoplasms, Experimental/therapy , Multiple Myeloma/therapy , Organometallic Compounds/administration & dosage , Photochemotherapy , Radiopharmaceuticals/administration & dosage , Animals , Cell Line , Drug Resistance, Neoplasm , Female , Integrin alpha4beta1 , Mice, Inbred C57BL , Mice, SCID , Micelles , Molecular Targeted Therapy , Nanoparticles , Rats , Serum Albumin, Human , Xenograft Model Antitumor Assays
3.
Cancer Res ; 68(24): 10171-7, 2008 Dec 15.
Article in English | MEDLINE | ID: mdl-19074884

ABSTRACT

Selenium may affect prostate cancer risk via its plasma carrier selenoprotein P which shows dramatically reduced expression in prostate cancer tumors and cell lines. The selenoprotein P (SEPP1) Ala234 single nucleotide polymorphism (SNP) allele is associated with lower plasma selenoprotein P in men, reducing the concentration/activity of other antioxidant selenoproteins. Selenium status also modifies the effect of the mitochondrial superoxide dismutase (SOD2) SNP Ala16Val on prostate cancer risk. We investigated the relationship of these SNPs with prostate cancer risk. DNA from 2,975 cases and 1,896 age-matched controls from the population-based Prostate Cancer in Sweden study were genotyped using TaqMan assays. Cases were designated aggressive or nonaggressive prostate cancers at diagnosis by clinical criteria. Association with prostate cancer was investigated by logistic regression; gene-gene interaction using a general linear model. The mean plasma selenium concentration measured in 169 controls was relatively low (76.0 +/- 17.2 microg/L). SNP genotype distributions were in Hardy-Weinberg equilibrium. SOD2-Ala16+ men were at a greater risk of prostate cancer [odds ratios (OR), 1.19; 95% confidence intervals (CI), 1.03-1.37] compared with SOD2-Val16 homozygotes. Men homozygous for SEPP1-Ala234 who were also SOD2-Ala16+ had a higher risk of prostate cancer (OR, 1.43; 95% CI, 1.17-1.76) and aggressive prostate cancer (OR, 1.60; 95% CI, 1.22-2.09) than those who were SOD2-Val16 homozygotes (interaction, prostate cancer P = 0.05; aggressive prostate cancer P = 0.01). This interaction was stronger in ever-smokers: SOD2-Ala16+ men homozygous for SEPP1-Ala234 had an almost doubled risk of prostate cancer (OR, 1.97; 95% CI, 1.33-2.91; interaction P = 0.001). In a low-selenium population, SOD2-Ala16+ men homozygous for SEPP1-Ala234 are at an increased risk of prostate cancer/aggressive prostate cancer especially if ever-smokers, because they are likely to produce more mitochondrial H(2)O(2) that they cannot remove, thereby promoting prostate tumor cell proliferation and migration.


Subject(s)
Adenocarcinoma/genetics , Prostatic Neoplasms/genetics , Selenoprotein P/genetics , Superoxide Dismutase/genetics , Adenocarcinoma/blood , Adenocarcinoma/enzymology , Adenocarcinoma/epidemiology , Alleles , Case-Control Studies , Genetic Predisposition to Disease , Humans , Hydrogen Peroxide/metabolism , Male , Polymorphism, Single Nucleotide , Prostatic Neoplasms/blood , Prostatic Neoplasms/enzymology , Prostatic Neoplasms/epidemiology , Selenium/blood , Selenoprotein P/metabolism , Superoxide Dismutase/metabolism , Sweden/epidemiology
4.
Mol Nutr Food Res ; 52(11): 1324-33, 2008 Nov.
Article in English | MEDLINE | ID: mdl-18683819

ABSTRACT

The level of plasma total homocysteine (tHcy), long known to be B vitamin dependent, has recently been shown to be inversely associated with plasma selenium (Se) concentration in human subjects. We therefore, chose to investigate the interaction between Se, tHcy and B vitamins in a double-blind, placebo-controlled trial where 501 healthy UK elderly volunteers were randomly allocated to receive 100, 200, or 300 microg Se/day as high-Se-yeast, or placebo-yeast for 6 months. Plasma Se, tHcy, folate, vitamin B-12, pyridoxal-5'-phosphate (PLP) and its catabolite, 4-pyridoxic acid, were measured in all participants at baseline and in samples from the placebo, 100 and 300 microg Se/day groups, at follow-up. At baseline, Se was inversely correlated with tHcy but only in males (p < 0.001). Before supplementation, tHcy concentration was significantly lower in the highest compared to the lowest Se tertile in males (p < 0.05), and in females when folate concentrations were also in the top tertile (p < 0.05). The effect of folate, PLP and vitamin B-12 concentrations on plasma tHcy correlated with Se concentration at baseline. After 6 months of Se supplementation, only Se concentration had changed significantly. Supplementation with Se does not affect tHcy concentration in the UK elderly population.


Subject(s)
Homocysteine/blood , Selenium/pharmacology , Selenium/physiology , Vitamin B Complex/blood , 5-Methyltetrahydrofolate-Homocysteine S-Methyltransferase/metabolism , Aged , Dietary Supplements , Dose-Response Relationship, Drug , Double-Blind Method , Female , Folic Acid/pharmacology , Humans , Male , Placebos , United Kingdom
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