Trial reportPloS one2021
Physiologically based metformin pharmacokinetics model of mice and scale-up to humans for the estimation of concentrations in various tissues.
Trial report in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
25 citing papers in PubMed, 39 citations in OpenAlex.
- Article
- Context-Dependent Modulation of Ferroptosis by Metformin: Mechanisms, Therapeutic Implications and Open Questions.Pharmaceuticals (Basel, Switzerland) · 2026Review
- Metformin inhibits mitochondrial complex I in intestinal epithelium to promote glycaemic control.Nature metabolism · 2026Article
- Dose-Response Relationship of Niclosamide and Metformin Combination in ApcGut and liver · 2026Article
- From Metabolism to Longevity: Molecular Mechanisms Underlying Metformin's Anticancer and Anti-Aging Effects.Current issues in molecular biology · 2026Review
- Integration of artificial intelligence and high-content screening enabled identification of drugs for long-term treatment of cerebral cavernous malformation disease.bioRxiv : the preprint server for biology · 2025Article
- Therapeutic Potential of Baicalein in Endometrial Cancer: Suppression of mTOR Signaling and Synergy with Metformin.International journal of molecular sciences · 2025Article
- Frequency of Polymorphisms inInternational journal of molecular sciences · 2025Article
- Novel mechanism whereby metformin improves glucose homeostasis: TXNIP-GLUT1 axis modulation enhances intestinal glucotonic effects.Experimental & molecular medicine · 2025Article
- Comparative Study: Biguanide-, Sulfonamide-, and Natural Agent-Based Interventions in an In Vivo Experimental Diabetes Model.Medicina (Kaunas, Lithuania) · 2025Article
- NLRP3 inflammasomes pathway: a key target for Metformin.Inflammopharmacology · 2025Review
- Effects of metformin on binge-like ethanol drinking and adenosine monophosphate kinase signaling in inbred high drinking in the dark line 1 mice.Alcohol, clinical & experimental research · 2024Article
- Coordination chemistry suggests that independently observed benefits of metformin and ZnBiometals : an international journal on the role of metal ions in biology, biochemistry, and medicine · 2024Article
- Data-dependent and -independent acquisition lipidomics analysis reveals the tissue-dependent effect of metformin on lipid metabolism.Metabolomics : Official journal of the Metabolomic Society · 2024Article
- Metformin and Glucose Concentration as Limiting Factors in Retinal Pigment Epithelial Cell Viability and Proliferation.International journal of molecular sciences · 2024Article
- Radioprotective effect of the anti-diabetic drug metformin.PloS one · 2024Article
- The Metformin Immunoregulatory Actions in Tumor Suppression and Normal Tissues Protection.Current medicinal chemistry · 2024Review
- In vitro and in vivo pharmacokinetic characterization, chiral conversion and PBPK scaling towards human PK simulation of S-MRI-1867, a drug candidate for Hermansky-Pudlak syndrome pulmonary fibrosis.Biomedicine & pharmacotherapy = Biomedecine & pharmacotherapie · 2023Article
- Using the LeiCNS-PK3.0 Physiologically-Based Pharmacokinetic Model to Predict Brain Extracellular Fluid Pharmacokinetics in Mice.Pharmaceutical research · 2023Article
- Molecular mechanisms of action of metformin: latest advances and therapeutic implications.Clinical and experimental medicine · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Metformin is the primary drug for type 2 diabetes treatment and a promising candidate for other disease treatment. It has significant deviations between individuals in therapy efficiency and pharmacokinetics, leading to the administration of an unnecessary overdose or an insufficient dose. There is a lack of data regarding the concentration-time profiles in various human tissues that limits the understanding of pharmacokinetics and hinders the development of precision therapies for individual patients. The physiologically based pharmacokinetic (PBPK) model developed in this study is based on humans' known physiological parameters (blood flow, tissue volume, and others). The missing tissue-specific pharmacokinetics parameters are estimated by developing a PBPK model of metformin in mice where the concentration time series in various tissues have been measured. Some parameters are adapted from human intestine cell culture experiments. The resulting PBPK model for metformin in humans includes 21 tissues and body fluids compartments and can simulate metformin concentration in the stomach, small intestine, liver, kidney, heart, skeletal muscle adipose, and brain depending on the body weight, dose, and administration regimen. Simulations for humans with a bodyweight of 70kg have been analyzed for doses in the range of 500-1500mg. Most tissues have a half-life (T1/2) similar to plasma (3.7h) except for the liver and intestine with shorter T1/2 and muscle, kidney, and red blood cells that have longer T1/2. The highest maximal concentrations (Cmax) turned out to be in the intestine (absorption process) and kidney (excretion process), followed by the liver. The developed metformin PBPK model for mice does not have a compartment for red blood cells and consists of 20 compartments. The developed human model can be personalized by adapting measurable values (tissue volumes, blood flow) and measuring metformin concentration time-course in blood and urine after a single dose of metformin. The personalized model can be used as a decision support tool for precision therapy development for individuals.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.