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1.
PLoS One ; 16(10): e0258546, 2021.
Article in English | MEDLINE | ID: mdl-34653209

ABSTRACT

Fluorescence microscopy, which visualizes cellular components with fluorescent stains, is an invaluable method in image cytometry. From these images various cellular features can be extracted. Together these features form phenotypes that can be used to determine effective drug therapies, such as those based on nanomedicines. Unfortunately, fluorescence microscopy is time-consuming, expensive, labour intensive, and toxic to the cells. Bright-field images lack these downsides but also lack the clear contrast of the cellular components and hence are difficult to use for downstream analysis. Generating the fluorescence images directly from bright-field images using virtual staining (also known as "label-free prediction" and "in-silico labeling") can get the best of both worlds, but can be very challenging to do for poorly visible cellular structures in the bright-field images. To tackle this problem deep learning models were explored to learn the mapping between bright-field and fluorescence images for adipocyte cell images. The models were tailored for each imaging channel, paying particular attention to the various challenges in each case, and those with the highest fidelity in extracted cell-level features were selected. The solutions included utilizing privileged information for the nuclear channel, and using image gradient information and adversarial training for the lipids channel. The former resulted in better morphological and count features and the latter resulted in more faithfully captured defects in the lipids, which are key features required for downstream analysis of these channels.


Subject(s)
Adipocytes/pathology , Microscopy, Fluorescence/methods , Cell Nucleus/pathology , Cytoplasm/pathology , Humans , Image Processing, Computer-Assisted , Models, Biological , Staining and Labeling
2.
Eur J Epidemiol ; 28(2): 189-97, 2013 Feb.
Article in English | MEDLINE | ID: mdl-23435790

ABSTRACT

The most common diseases affecting middle-aged and elderly subjects in industrialized countries are multigenetic and lifestyle related. Several attempts have been made to study interactions between genes and lifestyle factors, but most such studies lack the power to examine interactions between several genes and several lifestyle components. The primary objective of the EpiHealth cohort study is to provide a resource to study interactions between several genotypes and lifestyle factors in a large cohort (the aim is 300,000 individuals) derived from the Swedish population in the age range of 45-75 years regarding development of common degenerative disorders, such as cardiovascular diseases, cancer, dementia, joint pain, obstructive lung disease, depression, and osteoporotic fractures. The study consists of three parts. First, a collection of data on lifestyle factors by self-assessment using an internet-based questionnaire. Second, a visit to a test center where blood samples are collected and physiological parameters recorded. Third, the sample is followed for occurrence of outcomes using nationwide medical registers. This overview presents the study design and some baseline characteristics from the first year of data collection in the EpiHealth study.


Subject(s)
Biomarkers/blood , Disease/genetics , Genetic Predisposition to Disease/epidemiology , Genotype , Life Style , Aged , Aged, 80 and over , Chronic Disease/epidemiology , Chronic Disease/prevention & control , Databases, Genetic , Disease/ethnology , Female , Health Status , Humans , Longitudinal Studies , Male , Middle Aged , Molecular Epidemiology , Population Surveillance , Risk Factors , Self-Assessment , Surveys and Questionnaires , Sweden/epidemiology
3.
J Clin Pharmacol ; 50(9): 1039-49, 2010 Sep.
Article in English | MEDLINE | ID: mdl-20150523

ABSTRACT

The effect of a single intrajejunal dose of gemfibrozil (600 mg) on the plasma pharmacokinetics and biliary excretion of a single intrajejunal dose of rosuvastatin (20 mg) was investigated by using a multichannel catheter positioned in the distal duodenum-proximal jejunum in 8 healthy volunteers. Bile and plasma samples were collected every 20 minutes for 200 minutes, with additional plasma samples being drawn for up to 48 hours. Gemfibrozil did not affect the bioavailability of rosuvastatin, although it increased the apparent absorption phase during the initial 200 minutes (AUC(plasma,200min)) by 1.56-fold (95% confidence interval, 1.14-2.15). The interaction was less pronounced in this single-dose study than in a previous report when gemfibrozil was administered repeatedly; nevertheless, the interaction coincided with the highest exposure to gemfibrozil. The plausible reason why the interaction in this investigation was only minor is the low exposure to gemfibrozil (and its metabolites), suggesting that the total plasma concentration of gemfibrozil needs to be above 20 µM to affect the disposition of rosuvastatin. This study demonstrates the value of monitoring the plasma pharmacokinetics of the inhibitor, and not only the drug under investigation, to improve the mechanistic interpretation.


Subject(s)
Fluorobenzenes/pharmacokinetics , Gemfibrozil/pharmacokinetics , Hypolipidemic Agents/pharmacokinetics , Pyrimidines/pharmacokinetics , Sulfonamides/pharmacokinetics , Adult , Area Under Curve , Bile/drug effects , Biological Availability , Catheters , Drug Interactions , Female , Fluorobenzenes/administration & dosage , Fluorobenzenes/blood , Gemfibrozil/administration & dosage , Gemfibrozil/blood , Humans , Hydroxymethylglutaryl-CoA Reductase Inhibitors/administration & dosage , Hydroxymethylglutaryl-CoA Reductase Inhibitors/blood , Hydroxymethylglutaryl-CoA Reductase Inhibitors/pharmacokinetics , Hypolipidemic Agents/administration & dosage , Hypolipidemic Agents/blood , Male , Pyrimidines/administration & dosage , Pyrimidines/blood , Rosuvastatin Calcium , Sulfonamides/administration & dosage , Sulfonamides/blood , Young Adult
4.
Drug Metab Dispos ; 37(12): 2349-58, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19773540

ABSTRACT

The hepatobiliary transport and local disposition of rosuvastatin in pig were investigated, along with the impact of concomitant dosing with two known multiple transport inhibitors; cyclosporine and gemfibrozil. Rosuvastatin (80 mg) was administered as an intrajejunal bolus dose in treatments I, II, and III (TI, TII, and TIII, respectively; n = 6 per treatment). Cyclosporine (300 mg) and gemfibrozil (600 mg) were administered in addition to the rosuvastatin dose in TII and TIII, respectively. Cyclosporine was administered as a 2-h intravenous infusion and gemfibrozil as an intrajejunal bolus dose. In treatment IV (TIV, n = 4) 5.9 mg of rosuvastatin was administered as an intravenous bolus dose. The study was conducted using a pig model, which enabled plasma sampling from the portal (VP), hepatic (VH), and femoral veins and bile from the common hepatic duct. The biliary recoveries of the administered rosuvastatin dose were 9.0 +/- 3.5 and 35.7 +/- 15.6% in TI and TIV, respectively. Rosuvastatin was highly transported into bile as shown by the median AUC(bile)/AUC(VH) ratio in TI of 1770 (1640-11,300). Gemfibrozil did not have an effect on the plasma pharmacokinetics of rosuvastatin, most likely because the unbound inhibitor concentrations did not exceed the reported IC(50) values. However, cyclosporine significantly reduced the hepatic extraction of rosuvastatin (TI, 0.89 +/- 0.06; TII, 0.46 +/- 0.13) and increased the AUC(VP) and AUC(VH) by 1.6- and 9.1-fold, respectively. In addition, the biliary exposure and f(e, bile) were reduced by approximately 50%. The strong effect of cyclosporine was in accordance with inhibition of sinusoidal uptake transporters, such as members of the organic anion-transporting polypeptide family, rather than canalicular transporters.


Subject(s)
Bile/metabolism , Cyclosporine/pharmacology , Enterohepatic Circulation/drug effects , Fluorobenzenes/pharmacokinetics , Gemfibrozil/pharmacology , Hydroxymethylglutaryl-CoA Reductase Inhibitors/pharmacokinetics , Liver/drug effects , Pyrimidines/pharmacokinetics , Sulfonamides/pharmacokinetics , Administration, Oral , Animals , Area Under Curve , Cyclosporine/administration & dosage , Female , Fluorobenzenes/administration & dosage , Fluorobenzenes/blood , Gemfibrozil/administration & dosage , Humans , Hydroxymethylglutaryl-CoA Reductase Inhibitors/administration & dosage , Hydroxymethylglutaryl-CoA Reductase Inhibitors/blood , Infusions, Intravenous , Injections, Intravenous , Intestinal Absorption/drug effects , Jejunum/drug effects , Jejunum/metabolism , Liver/metabolism , Male , Microsomes, Liver/drug effects , Microsomes, Liver/metabolism , Models, Biological , Orchiectomy , Pyrimidines/administration & dosage , Pyrimidines/blood , Rosuvastatin Calcium , Sulfonamides/administration & dosage , Sulfonamides/blood , Swine
5.
Int J Pharm ; 341(1-2): 134-42, 2007 Aug 16.
Article in English | MEDLINE | ID: mdl-17482782

ABSTRACT

PURPOSE: To investigate whether differences in plasma pharmacokinetic profiles of gefitinib between healthy subjects having normal (N; t(1/2)>20h) and altered (A; t(1/2)<20h) pharmacokinetic (PK) profiles might be explained by inter-individual variability in gastric emptying and/or precipitation/dissolution of gefitinib in the proximal small intestine. METHODS: One hundred healthy male subjects were screened to enable identification of subjects with the two PK profiles. Twenty five subjects from the screening were subsequently enrolled in an intubation study where a 250mg gefitinib dispersion preparation (IRESSA AstraZeneca) was administered directly into the stomach. Intestinal fluid samples were withdrawn continuously for 180min post-dose using the Loc-I-Gut catheter positioned in the jejunum. The crystalline form of gefitinib was determined using Raman microscopy. RESULTS: There were no differences between normal and altered subjects with regard to gastric emptying or the precipitation/dissolution of gefitinib in jejunal fluid. Due to difficulties in crystalline identification in the jejunal fluid samples, only the same crystalline form as the dosed form was identified. CONCLUSIONS: There was no pronounced difference in gastric emptying, precipitation and re-dissolution of gefitinib in proximal human jejunum between normal and altered subjects. Other mechanism(s) are also likely to be important in explaining the inter-individual differences in plasma exposure to gefitinib, such as polymorphism in various metabolic enzymes and/or transport proteins. However, the difference between altered and normal subjects cannot be easily explained and it is likely a multifactorial explanation including low jejunal pH, increased expression of enzymatic and transporter activity and rapid small intestine transit.


Subject(s)
Antineoplastic Agents/pharmacokinetics , Gastric Emptying/physiology , Jejunum/metabolism , Protein Kinase Inhibitors/pharmacokinetics , Quinazolines/pharmacokinetics , Administration, Oral , Adult , Antineoplastic Agents/administration & dosage , Antineoplastic Agents/blood , Antineoplastic Agents/chemistry , Chemical Precipitation , Crystallization , Gefitinib , Half-Life , Humans , Intestinal Secretions/metabolism , Intubation, Gastrointestinal , Male , Microscopy/methods , Middle Aged , Protein Kinase Inhibitors/administration & dosage , Protein Kinase Inhibitors/blood , Protein Kinase Inhibitors/chemistry , Quinazolines/administration & dosage , Quinazolines/blood , Quinazolines/chemistry , Reference Values , Solubility , Spectrum Analysis, Raman
6.
Eur J Pharm Sci ; 29(3-4): 205-14, 2006 Nov.
Article in English | MEDLINE | ID: mdl-16806856

ABSTRACT

AIM: The aim of this study was to investigate the biliary secretion of rosuvastatin in healthy volunteers using an intestinal perfusion method after administration of 10mg rosuvastatin dispersion in the intestine. METHODS: The Loc-I-Gut tube was positioned in the distal duodenum/proximal jejunum and a semi-open segment was created by inflating the proximal balloon in ten volunteers. A dispersion of 10mg rosuvastatin was administered below the inflated balloon and bile was collected proximally of the inflated balloon. Bile and plasma samples were withdrawn every 20 min during a 4h period (absorption phase) and additional plasma samples were collected 24 and 48 h post-dose. RESULTS: The study showed that there is a substantial and immediate transport of rosuvastatin into the human bile, with the maximum concentration appearing 42 min after dosing, 39,000+/-31,000 ng/ml. Approximately 11% of the administered intestinal dose was recovered in the bile after 240 min. At all time points the biliary concentration exceeded the plasma concentration, and the average bile to plasma ratio was 5200+/-9200 (range 89-33,900, median 2000). We were unable to identify any bile-specific metabolites of rosuvastatin in the present study. CONCLUSION: Rosuvastatin is excreted via the biliary route in humans, and the transport and accumulation of rosuvastatin in bile compared to that in plasma is rapid and extensive. This intestinal perfusion technique offers a successful way to estimate the biliary secretion for drugs, metabolites and endogenous substances during the absorption phase in healthy volunteers.


Subject(s)
Bile Acids and Salts/metabolism , Bile/metabolism , Fluorobenzenes/pharmacokinetics , Intestinal Absorption , Pyrimidines/pharmacokinetics , Sulfonamides/pharmacokinetics , Adult , Female , Gallbladder/metabolism , Humans , Male , Rosuvastatin Calcium
7.
Drug Metab Dispos ; 34(7): 1182-9, 2006 Jul.
Article in English | MEDLINE | ID: mdl-16621934

ABSTRACT

The aim of this study in pigs was to investigate the local pharmacokinetics of fexofenadine in the intestine and liver by using the pig as a model for drug transport in the entero-hepatobiliary system. A parallel group design included seven pigs (10-12 weeks, 22.2-29.5 kg) in three groups (G1, G2, G3), and a jejunal single-pass perfusion combined with sampling from the bile duct and the portal, hepatic, and superior caval veins was performed. Fexofenadine was perfused through the jejunal segment alone (G1: 120 mg/l, total dose 24 mg) or with two different verapamil doses (G2: 175 mg/l, total dose 35 mg; and G3: 1000 mg/l, total dose 200 mg). The animals were fully anesthetized and monitored throughout the experiment. Fexofenadine had a low liver extraction (E(H); mean +/- S.E.M.), and the given doses of verapamil did not affect the E(H) (0.13 +/- 0.04, 0.16 +/- 0.03, and 0.12 +/- 0.02 for G1, G2, and G3, respectively) or biliary clearance. The E(H) for verapamil and antipyrine agreed well with human in vivo data. Verapamil did not increase the intestinal absorption of fexofenadine, even though the jejunal permeability of fexofenadine, verapamil, and antipyrine showed a tendency to increase in G2. This combined perfusion and hepatobiliary sampling method showed that verapamil did not affect the transport of fexofenadine in the intestine or liver. In this model the E(H) values for both verapamil and antipyrine were similar to the corresponding values in vivo in humans.


Subject(s)
Calcium Channel Blockers/pharmacology , Histamine H1 Antagonists/pharmacokinetics , Intestinal Absorption/drug effects , Liver/drug effects , Terfenadine/analogs & derivatives , Verapamil/pharmacology , Animals , Antipyrine/pharmacokinetics , Bile/metabolism , Dose-Response Relationship, Drug , Histamine H1 Antagonists/blood , Liver/metabolism , Models, Animal , Perfusion , Swine , Terfenadine/blood , Terfenadine/pharmacokinetics
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