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Derbal Y. Adaptive Control of Tumor Growth. Cancer Control 2024; 31:10732748241230869. [PMID: 38294947 PMCID: PMC10832444 DOI: 10.1177/10732748241230869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 12/04/2023] [Accepted: 01/15/2024] [Indexed: 02/02/2024] Open
Abstract
Cancer treatment optimizations select the most optimum combinations of drugs, sequencing schedules, and appropriate doses that would limit toxicity and yield an improved patient quality of life. However, these optimizations often lack an adequate consideration of cancer's near-infinite potential for evolutionary adaptation to therapeutic interventions. Adapting cancer therapy based on monitored tumor burden and clonal composition is an intuitively sound approach to the treatment of cancer as an inherently complex and adaptive system. The adaptation would be driven by clinical outcome setpoints embodying the aims to thwart therapeutic resistance and maintain a long-term management of the disease or even a cure. However, given the nonlinear, stochastic dynamics of tumor response to therapeutic interventions, adaptive therapeutic strategies may at least need a one-step-ahead prediction of tumor burden to maintain their control over tumor growth dynamics. The article explores the feasibility of adaptive cancer treatment driven by tumor state feedback assuming cell adaptive fitness to be the underlying source of phenotypic plasticity and pathway entropy as a biomarker of tumor growth trajectory. The exploration is undertaken using deterministic and stochastic models of tumor growth dynamics.
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Affiliation(s)
- Youcef Derbal
- Ted Rogers School of Information Technology Management, Toronto Metropolitan University, Toronto, ON, Canada
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Elton AC, Cedarstrom V, Quraishi A, Wuertz B, Murray K, Markowski TW, Seabloom D, Ondrey FG. Metabolic and Metabolomic Effects of Metformin in Murine Model of Pulmonary Adenoma Formation. Nutr Cancer 2023; 75:1014-1027. [PMID: 36688306 DOI: 10.1080/01635581.2023.2165692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Epidemiologic studies of diabetic patients treated with metformin identified significantly lower incidences of cancer. From this, there is growing interest in the use of metformin to treat and prevent cancer. Studies have investigated chemopreventive mechanisms including alterations in calorie intake, cancer metabolism, and cell signaling. Repurposing the drug is challenging due to its metabolic effects and non-uniform effects on different types of cancer. In our previously published studies, we observed that benzo[a]pyrene treated mice receiving metformin significantly reduced lung adenomas; however, mice had reduced weight gain. In this study, we compared chemoprevention diets with and without metformin to evaluate the effects of diet vs. effects of metformin. We also performed tandem mass spectrometry on mouse serum to assess metabolomic alterations associated with metformin treatment. In metformin cohorts, the rate of weight gain was reduced, but weights did not vary between diets. There was no weight difference between diets without metformin. Interestingly, caloric intake was increased in metformin treated mice. Metabolomic analysis revealed metabolite alterations consistent with metformin treatment. Based on these results, we conclude that previous reductions in lung adenomas may have been occurred from anticancer effects of metformin rather than a potentially toxic effect such as calorie restriction.
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Affiliation(s)
- Andrew C Elton
- Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA
| | - Vannesa Cedarstrom
- Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA
| | - Arman Quraishi
- Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA
| | - Beverly Wuertz
- Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA.,AeroCore, Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA
| | - Kevin Murray
- Center for Mass Spectrometry & Proteomics, Department of Biochemistry, Molecular Biology & Biophysics, University of Minnesota, Minneapolis, Minnesota, USA
| | - Todd W Markowski
- Center for Mass Spectrometry & Proteomics, Department of Biochemistry, Molecular Biology & Biophysics, University of Minnesota, Minneapolis, Minnesota, USA
| | - Donna Seabloom
- Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA.,AeroCore, Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA
| | - Frank G Ondrey
- Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA.,AeroCore, Department of Otolaryngology - Head and Neck Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA
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Scarton L, Jo A, Xie Z, O’Neal LJ, Munoz Pena JM, George TJ, Bian J. Examining the relationship between metformin dose and cancer survival: A SEER-Medicare analysis. PLoS One 2022; 17:e0275681. [PMID: 36260549 PMCID: PMC9581409 DOI: 10.1371/journal.pone.0275681] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 09/21/2022] [Indexed: 11/06/2022] Open
Abstract
Cancer is a major health problem in the U.S and type 2 diabetes mellitus (T2DM) is known to increase the risk for the development of many cancers. Metformin, a first-line therapy for treating T2DM, is increasingly being used for its anticancer effects; however, the literature is limited on the effect of metformin dose on overall survival in patients with stage IV cancer. Overall survival was defined as the time interval from the date of diagnosis to the last known follow-up or death from any cause. Subjects who were alive on December 31, 2016 were censored. In this cohort study we examined the relationship between metformin dose and overall survival in persons with both T2DM and stage IV lung, breast, colorectal, prostate, or pancreas cancers. We used a retrospective study design with Cox proportional hazards regression analysis of the 2007-2016 of the Surveillance Epidemiology and End Results-Medicare (SEER) dataset. Of the 7,725 patients, 2,981(38.5%) had been prescribed metformin. Patients who used metformin had significantly better overall survival in both unadjusted (Unadjusted HR, 0.73; 95% CI, 0.69-0.76; p < 0.001) and adjusted models (adjusted HR, 0.77; 95% CI, 0.73-0.81; p < 0.001). The overall survival between patients who took metformin with average daily dose ≥ 1000mg or < 1000mg were not statistically significant (aHR, 1.00; 95% CI, 0.93-1.08; p = 0.90). Metformin use regardless of dose is associated with increased overall survival in older adults with stage IV cancer.
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Affiliation(s)
- Lisa Scarton
- Department of Family, Community, and Health Systems Science, College of Nursing, University of Florida, Gainesville, Florida, United States of America
| | - Ara Jo
- Department of Health Services Research, Management and Policy, College of Public Health and Health Professions, University of Florida, Gainesville, Florida, United States of America
| | - Zhigang Xie
- Department of Public Health, University of North Florida, Jacksonville, Florida, United States of America
| | - LaToya J. O’Neal
- Institute of Food and Agricultural Sciences, University of Florida, Gainesville, Florida, United States of America
| | - Juan M. Munoz Pena
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Thomas J. George
- Division of Hematology and Oncology, College of Medicine, University of Florida, Gainesville, Florida, United States of America
| | - Jiang Bian
- Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, Florida, United States of America
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Das AK, Shah S, Singh SK, Juneja A, Mishra NK, Dasgupta A, Deka N, Abhyankar M, Revankar S. Real-World Clinical Experience on the Usage of High-Dose Metformin (1500-2500 mg/day) in Type 2 Diabetes Management. CLINICAL MEDICINE INSIGHTS-ENDOCRINOLOGY AND DIABETES 2021; 14:11795514211030513. [PMID: 34345194 PMCID: PMC8280839 DOI: 10.1177/11795514211030513] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Accepted: 06/17/2021] [Indexed: 11/29/2022]
Abstract
Background: To evaluate the clinical characteristics, treatment patterns, and clinical
effectiveness and safety of high doses of metformin (1500-2500 mg/day) in
Indian adults with type 2 diabetes mellitus (T2DM). Materials and methods: A retrospective, multicentric (n = 241), real-world study included patients
with T2DM (aged >18 years) receiving high doses of metformin. Details
were retrieved from patient’s medical records. Results: Out of 5695 patients, 62.7% were men with median age was 50.0 years.
Hypertension (67.5%) and dyslipidemia (48.7%) were the prevalent
comorbidities. Doses of 2000 mg (57.4%) and 1500 mg (29.1%) were the most
commonly used doses of metformin and median duration of high-dose metformin
therapy was 24.0 months. Metformin twice daily was the most frequently used
dosage pattern (94.2%). Up-titration of doses was done in 96.8% of patients.
The mean HbA1c levels were significantly decreased post-treatment (mean
change: 1.08%; P < .001). The target glycemic control
was achieved in 91.2% patients. A total of 83.0% had decreased weight.
Adverse events were reported in 156 patients. Physician global evaluation of
efficacy and tolerability showed majority of patients on a good to excellent
scale (98.2% and 97.7%). Conclusion: Clinical effectiveness and safety of a high-dose metformin was demonstrated
through significant improvement in HbA1c levels and weight reduction.
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Affiliation(s)
- Ashok Kumar Das
- Pondicherry Institute of Medical Sciences, Pondicherry, India
| | - Sanjiv Shah
- Apollo Sugar Clinic, Mumbai, Maharashtra, India
| | | | - Archana Juneja
- Kokilaben Dhirubhai Ambani Hospital of Medical Sciences, Mumbai, Maharashtra, India
| | | | | | | | - Mahesh Abhyankar
- Scientific Services, USV Private Limited, Mumbai, Maharashtra, India
| | - Santosh Revankar
- Scientific Services, USV Private Limited, Mumbai, Maharashtra, India
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Mahabaleshwarkar R, DeSantis A. Metformin dosage patterns in type 2 diabetes patients in a real-world setting in the United States. Diabetes Res Clin Pract 2021; 172:108531. [PMID: 33157115 DOI: 10.1016/j.diabres.2020.108531] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 08/25/2020] [Accepted: 10/26/2020] [Indexed: 11/21/2022]
Abstract
AIM To examine metformin dosage patterns among adults with type 2 diabetes in an integrated healthcare system in the US. METHODS Using electronic medical records, the proportions of patients receiving different initial metformin doses were reported. Proportion of patients receiving ≥1500 mg metformin daily at initiation or within six months after initiation and the associated sociodemographic and clincal factors were examined. RESULTS The cohort included 715 patients (52.6% female, 64.1% white, and mean age = 57.0 ± 12.7 years). Of these, 31.3% received an initial daily metformin dose of <850 mg, 46.9% received 850-1499 mg, and 21.8% received ≥1500 mg and 244 (34.1%) patients received ≥1500 mg metformin daily at initiation or within six months after initiation. Patients aged 65-79 years (vs. those aged <50 years) and blacks (vs. whites) were less likely and Hispanics (vs. whites) and patients with higher HbA1c before metformin initiation were more likely to receive ≥1500 mg metformin daily at initiation or within six months after initiation. CONCLUSIONS Study findings suggest a need for efforts to maximize the proportion of eligible patients receiving a recommended metformin dose. Factors impacting metformin dosage identified in the study could be a useful guidance.
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Affiliation(s)
- Rohan Mahabaleshwarkar
- Center for Outcomes Research and Evaluation, Atrium Health, Charlotte, NC, United States.
| | - Andrea DeSantis
- Department of Family Practice, Atrium Health, Charlotte, NC, United States
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Bland AR, Shrestha N, Bower RL, Rosengren RJ, Ashton JC. The effect of metformin in EML 4-ALK+ lung cancer alone and in combination with crizotinib in cell and rodent models. Biochem Pharmacol 2020; 183:114345. [PMID: 33227290 DOI: 10.1016/j.bcp.2020.114345] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 11/11/2020] [Accepted: 11/16/2020] [Indexed: 01/12/2023]
Abstract
Cell based studies have suggested that the diabetes drug metformin may combine with the anaplastic lymphoma kinase receptor (ALK) inhibitor crizotinib to increase ALK positive lung cancer cell killing and overcome crizotinib resistance. We therefore tested metformin alone and in combination with crizotinib in vivo, by employing a xenograft mouse model of ALK positive lung cancer. We found that 14 days of daily oral metformin (100 mg/kg) alone had a moderate but statistically significant effect on tumour growth suppression, but in combination with crizotinib, produced no greater tumour suppression than crizotinib (25 mg/kg) alone. We also reassessed the effect of metformin on EML4-ALK positive lung cancer (H3122) cell viability. Although metformin alone did have a moderate effect on cell viability (30% suppression) this was only at a clinically irrelevant concentration (5 mM) and there was no additive effect with cytotoxic concentrations of crizotinib. Moreover, metformin did not overcome crizotinib resistance in our resistant cells. Nevertheless, we were able to show that metformin induces a G1-cell cycle arrest and apoptosis alone and in combination with crizotinib. Also, consistent with earlier work, the addition of insulin-like growth factor-1 (IGF-1) to EML4-ALK positive cancer cells reduced cell killing by crizotinib. We therefore hypothesised that the effect of metformin in vivo was not due to direct cytotoxicity on cancer cells, but by modulation of IGF-1 expression. We therefore measured levels of IGF-1 in plasma taken from mice treated with metformin, but found no difference between the drug treatment and control groups. We further hypothesised that the effect of metformin could be due to modulation of thrombospondin 1 (TSP-1), which metformin has been proposed to regulatein vivo, but again we found no difference between the experimental groups. Finally, we investigated the potential for liver and kidney toxicity, as well as CYP3A based interactions, from the combination of metformin with crizotinib.
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Affiliation(s)
- A R Bland
- Department of Pharmacology and Toxicology, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - N Shrestha
- Department of Pharmacology and Toxicology, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - R L Bower
- Department of Pharmacology and Toxicology, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - R J Rosengren
- Department of Pharmacology and Toxicology, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | - J C Ashton
- Department of Pharmacology and Toxicology, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand.
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