Subjects and methods:
Longitudinal study:
Patients with T2DM previously scheduled at the Service of Endocrinology, Diabetes and Nutrition (UDEN) of the Hospital "Dr. Josep Trueta" of Girona (Spain) will be recruited and studied.
GROUP A
This study consists of an initial phase, where the patient will be submitted as the only treatment to a balanced diet with an energy intake, calculated individually according to whether he/she is normal weight (25 Kcal x Kg) or overweight (20 Kcal x Kg of weight).
After this initial phase, in addition to continuing with the balanced diet treatment, patients will start treatment with metformin administered orally at an initial dose of 425 mg/d every 12 hours during the first 15 days and then continue with doses of 850 mg/d until the end of the study.
A glycemia sensor will be inserted for ten days, as well as an activity and sleep tracker device (Fitbit) to record physical activity during this period of time. Interstitial subcutaneous glucose concentrations will be monitored on an outpatient basis for a period of time of 10 consecutive days using a glucose sensor validated by the FDA (Dexcom G6 ®). The sensor will be inserted on day 0 and it will retire on day 10 midmorning.
This process will be repeated 10 days prior to the start of the of treatment with Metformin and 10 days before the end of the 6 month study phase with metformin. During the study, 6 visits will be made and each patient will be inserted with a total of 3 glycemia sensors and 3 physical activity monitors. In summary, the glycemia sensor and physical activity monitoring will be started at visits 1, 3, 5 and will be removed at visits 2,4,6.
Visit 1(day 1): Physical examination, Nutritional survey, Bioimpedance, Densitometry, CGM and Activity and sleep tracker device. Consent form
Visit 2 (day 10): Sample: blood, urine and feces. Diet, Neuropsychological test, CGM withdrawal, Activity and sleep tracker device withdrawal, MRI.
Visit 3 (day 170): Physical examination, Nutritional survey, Bioimpedance, CGM and Activity and sleep tracker device
Visit 4 (day 180): Sample: blood, urine and feces. Dietary follow-up, Neuropsychological test, CGM withdrawal and Activity and sleep tracker device withdrawal. Start of metformin treatment.
Visit 5 (day 350): Physical examination, Nutritional survey, Bioimpedance, CGM and Activity and sleep tracker device.
Visit 6 (day 360): Sample: blood, urine and feces. Dietary follow-up, Neuropsychological test, CGM withdrawal and Activity and sleep tracker device withdrawal. Metformin withdrawal.
GROUP B:
During the study, 5 visits will be made for this group:
Visit 1(day 1): Physical examination, Nutritional survey, Bioimpedance, Densitometry and Activity and sleep tracker device. Consent form.
Visit 2 (day 10): Sample: blood, urine and feces. Diet, Neuropsychological test and Activity and sleep tracker device withdrawal.
Visit 3 (day 180): Diet follow-up.
Visit 4 (day 350): Physical examination, Nutritional survey, Bioimpedance and Activity and sleep tracker device.
Visit 5 (day 360): Sample: blood, urine and feces. Diet follow-up, Neuropsychological test and Activity and sleep tracker device withdrawal.
DATA COLLECTION OF SUBJECTS LONGITUDINAL STUDIES:
1. Subsidiary data: Age, sex and birth date.
2. Clinical variables:
* Weight
* height,
* body mass index
* waist and hip perimeters
* waist-to-hip ratio
* blood pressure (systolic and diastolic)
* fat mass and fat free-mass (bioelectric impedance and DEXA)
* smoking status
* alcohol intake
* registry of usual medicines
* personal history of blood transfusion and/or donation
* record of family history of obesity, cardiovascular events and diabetes
* psychiatric and eating disorder history.
3. Laboratory variables: 15cc of blood will be extracted from fasted subjects to determine the following variables using the usual routine techniques of the clinical laboratory:
* hemogram
* glucose
* bilirubin
* aspartate aminotransferase (AST/GOT)
* alanine aminotransferase (ALT/GPT)
* gamma-glutamyl transpeptidase (GGT)
* urea
* creatinine
* uric acid
* total proteins,
* albumin
* total cholesterol \| HDL cholesterol \| LDL cholesterol
* triglycerides,
* glycated haemoglobin (HbA1c)
* ferritin \| soluble transferrin receptor
* ultrasensitive C reactive protein
* erythrocyte sedimentation rate
* lipopolysaccharide binding protein
* free thyroxine (free T4) \| thyroid stimulating hormone (TSH) \| baseline cortisol -plasma insulin
* inflammation markers \| interleukin 6 (IL-6). An additional 15cc of blood (plasma-EDTA) will be extracted for further analyses.
4. Stool samples collection: A stool sample will be provided from each patient. The sample should be collected at home or in the hospital, sent to the laboratory within 4 hours from the collection, fragmented and stored at -80ºC.
-Analysis of intestinal microbiota in stool:
* Determination of bacterial DNA and mRNA and study of the LBP binding protein in blood for the detection of bacterial translocation. LBP binding protein in blood for the detection of bacterial translocation. Hiseq and Nextseq technology (qPCR and protein analysis (WB, ELISA), OMICS (RNAseq, 16S, Metabolomics, Metagenomics).
* Inflammatory and immunological markers will be determined using ELISA (enzyme-linked immunosorbent assay) and immunohistochemistry (IHC) equipment and quantitative real-time PCR validation. For qPCR, total RNA will be isolated from different tissues and will transcribe into cDNA.
* Determination of metabolic profile and metabolite analysis.
5. Intestinal barrier function:Exposure to a lactulose:mannitol test before/after surgery. Plasma samples will be used to measure intestinal permeability markers: bacterial endotoxin, sCD14, LBP, ZO-1, and I-FABP.
6. Urine sample collection: Necessary to determine alterations in the metabolic pathways involved in tryptophan metabolism, and to determine the role of the intestinal microbiota in these metabolic changes.
7. MRI: The necessary sequences will be acquired for the calculation of the BrainAGE biomarker and the characterization of the networks involved in cognitive functions. For the acquisition a 1.5 T scanner (Ingenia; Philips Medical Systems) will be used 1,5 T scanner (Ingenia; Philips Medical Systems) will be used for the acquisition. First, recovery-inversion sequence (T2-FLAIR) will be used to exclude subjects with pre-existing brain lesions. Subsequently, structural sequences will be acquired sequences will then be acquired to measure the integrity of cerebral gray matter (T1-weighted), tracts of weighted), of the white matter tracts (DTI), iron accumulation (R2\*), and (R2\*), and functional sequences in resting-state (T2\*-weighted echo-planar imaging, EPI).
8. Neuropsychological examination: Different domains of cognition will be explored: memory (Test aprendizaje verbal-TAVEC, Rey-Osterrieth Complex Figure) attention and executive function(WAIS-IV, Trail making test (Part A y B), Stroop test). In addition, cognitive impairment will be evaluated with Lobo's Mini-Cognitive Exam. These tests will be useful to define the changes in the cognitive profile associated with the pharmacological intervention with metformin.
The information will remain registered in a notebook and will be computerized in the database of the study.
STATICAL METHODS:
Sample size: Since this is intended as a pilot study, no formal sample size calculation is required. A general rule is to recruit 30 or more patients to estimate a parameter and 15-20 participants per group to obtain reasonable estimates for medium to large effect sizes.
Statistical analyses: It will be based on a descriptive analysis (mean, standard deviation, sample size, median, minimum and maximum) of the quantitative parameters and the indication of the frequency of the remaining categorical parameters. Comparisons between groups will be based on a paired samples t-test or a chi-square test. The results of these analyses may be useful to assess whether further analyses are needed to adjust for possible imbalance in the baseline characteristics of the patients.
The changes in the composition of the gut microbiota after the intervention with metformin will be analyzed using Heatmaps, Principal Component Analysis (PCA) and PLSDA. For the multivariate statistical analysis (PLSDA and hierarchical clustering). The variables that comprise the characteristics of the intestinal microbiota and cognitive tests will be logarithmically transformed, filtered with interquartile range estimation and staggered by autoscale calculation (mean and divided by the standard deviation of each variable) by using the Metaboanalyst platform.
The changes determined in the gut microbiota and cognition variables will be explored in relation to the changes in the secondary variables (metabolic, metabolome, inflammation parameters) by linear regression analysis in SPSS. Brain image variables will be analyzed with specialized programs (MATLAB, SPM12).
