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Introduction to drug utilization research

Introduction to drug utilization research

The ultimate goal of drug utilization research must be to assess whether drug therapy is rational or not.  History has taught us that successful research in drug utilization requires multidisciplinary collaboration between clinicians, clinical pharmacologists, pharmacists and epidemiologists. Without the support of the prescribers, this research effort will fail to reach its goal of facilitating the rational use of drugs.

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Shodhganga : a reservoir of Indian theses @ INFLIBNET

  • Shodhganga@INFLIBNET
  • Uttarakhand Technical University
  • Department of Pharmacy
Title: Drug Utilization Study on Hypertension and Diabetes Mellitus at Tertiary Care Hospitals
Researcher: Sharma Amit
Guide(s): 
Keywords: Clinical Pre Clinical and Health
Pharmacology and Pharmacy
Pharmacology and Toxicology
University: Uttarakhand Technical University
Completed Date: 2021
Abstract: Introduction newlineThe principal aim of drug utilization evaluation is to make possible the rational use of drugs in populations and individual patients. The present study will help all the healthcare professionals to find out the current prescribing pattern of diabetes with coexisting hypertensive medications. newlineMethods newlineA prospective observational study was conducted for five years. The confidence interval of the study was selected as 97 percent. Data analysis for the study was divided into two phases as descriptive and analytical. In descriptive statistics, both parametric and non-parametric tests were performed during the study to test the hypothesis. newlineResults newlineThe patients mean age was found to be 53.8 years SD 11.5 years. Out of 1914 patients, 53.65 percent were found female. The median cost of medical supplies and equipment was found to be 21.2. The median cost of dialysis was found at 47.5 dollars the median cost of hospitalization was found to be 142.6 dollars. The treatments median direct cost was 188.5 dollars followed by the overall median cost of 295.6 dollars. newlineDiscussion newlineThe present study highlighted that diabetes poses a high economic burden on patients. The present findings highlighted that that time of administration of the drug is significantly associated with lower glycemic levels, treatment cost, and length of stay. The study findings add new information that 80 percent of the patients did not have any insurance or health cover. newlineConclusion newlineFrom the outcome of our investigation it is possible to conclude that our study will provides up to date information about current prescribing pattern of diabetes with coexisting hypertensive medications with different comorbidities and complications concerning diagnosis, cost of treatment, and different adverse drug reactions and specific drug interactions. newline newlineKeywords newlineDrug utilization study, diabetes mellitus, hypertension, length of stay, cost of treatment, adverse drug reactions, drug interactions newline
Pagination: 300 pages
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Drug Utilization Study of Antidiabetic Drugs in Patients Attending Geriatric Outpatient Department at a Tertiary Care Hospital

Abdul hannan.

1 Department of Pharmacology, Grant Government Medical College and Sir Jamshedjee Jeejeebhoy Group of Hospitals, Mumbai, IND

Shyamal R Sinha

Mohammad arfat ganiyani.

2 Department of Internal Medicine, Grant Government Medical College and Sir Jamshedjee Jeejeebhoy Group of Hospitals, Mumbai, IND

Manas Pustake

Introduction.

Diabetes has increased in prevalence from 108 million individuals in 1980 to 463 million individuals in 2021. As people's life expectancies have risen, it's become increasingly necessary to be worried about diseases that affect the elderly. To focus and manage these diseases effectively, the illumination of current knowledge about the pattern of anti-diabetic drug utilization in the elderly is important. As a result, it is necessary to evaluate the pattern of anti-diabetic medication use among diabetes patients of the geriatric age group and determine if there is room for improvement in light of current knowledge. With this information, we intend to provide feedback and suggestions for the health care providers. This research aimed to study and analyze the drug utilization of antidiabetic medications in patients attending the geriatric outpatient department.

The data of 600 patients visiting the geriatric outpatient department from January 1, 2016 to September 30, 2017 were collected from the electronic medical record (EMR) database. The protocol was designed using Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines. Subjects were grouped according to gender, age, drug combination use, and underlying co-morbidities. Indicators of drug usage and the total number of drugs prescribed and prescription patterns were analyzed. Then, the recorded data were classified according to the anatomical therapeutic chemical (ATC) - daily defined dose (DDD) classification. Prescribed daily dose (PDD) values and PDD/DDD ratio of antidiabetic drugs prescribed to a sample of patients (n=600) were calculated. Cost analysis of the prescribed drugs was analyzed and the cost index for each drug is described.

A total of 600 diabetic patients (286 males) were recruited in the study. In the study, the average age of participants was 69.30±11.34 years. The most common comorbidity associated with diabetes mellitus (DM) was hypertension followed by hypertension along with chronic heart disease. Glibenclamide and pioglitazone (thiazolidenediones) had PDD/DDD ratio equal to 1. The ratios for glimepiride (sulfonylurea), metformin (biguanides), sitagliptin (sodium-glucose cotransporter 2 inhibitor), insulin glargine, insulin lispro, insulin aspart, were 1.85, 1.29, 1.66, 1.63, 1.42, and 1.21, respectively, whereas the premixed insulin had a ratio of 0.83. The average cost per prescription was USD 3.36 and around 87.72% of the cost per prescription was due to the prescribed antidiabetics. Metformin + glibenclamide was the most commonly prescribed combination followed by metformin + glimepiride.

On the whole, the principles of rational prescription were followed in accordance with the different WHO drug usage indicators. Many of the drugs prescribed by generic name were supplied from hospital pharmacy thus reducing the burden to some extent.

Diabetes mellitus (DM) is becoming an important public health problem in developing countries, especially in India. The number of people with diabetes has risen from 108 million in 1980 to 463 million adults in 2021 [ 1 ]. Type 2 DM is very common among the elderly [ 2 ]. Various classes of anti-diabetic drugs including insulin and oral hypoglycemic agents (OHAs) are currently being used in the treatment of diabetes, which acts by various mechanisms to reduce the blood glucose levels in order to maintain optimal glycemic control. The utilization study of these medications is important in clinical practice because it serves as the foundation for implementing changes to drug dispensing policies at the local and national levels. Irrational drug use can lead to adverse outcomes including an increase in the risk of hypoglycemia, a decline in medication adherence, the risk of drug-drug interactions, all of which can invariably lead to an increased risk of hospitalization, fatality rate, and healthcare costs [ 3 ]. Drug Utilization Research (DUR) was defined by the WHO in 1977 as “The study of the marketing, distribution, prescription, and use of drugs in a society, with special emphasis on the resulting medical, social and economic implications” [ 4 ]. The main implication of such studies is to promote rational medication usage. Drug utilization studies help in developing strategies to utilize health resources most efficiently, they are particularly needed in a developing economy like India where age-standardized disability-adjusted life-years (DALY) for diabetes is increased by 39.6% since 1990, the largest rise among major non-communicable diseases [ 5 ].

World Health Organization (WHO) has projected that diabetes will be the seventh leading cause of death in 2030 in the world [ 6 ]. With the enhancement of diagnostic and treatment facilities, with better healthcare facilities and awareness, we now have a growing population of elderly people [ 7 ]. As this demographic group expands, the disease burden increases as well, putting an additional strain on an already overloaded healthcare system. Proper evaluation of their problems, correct diagnosis, and suitable treatment are the key factors in reducing this disease burden. This aids in the improvement in the patients' quality of life, which is extremely important.

Without knowledge of how drugs are being prescribed and used, it is difficult to suggest measures to change prescribing habits for the better [ 8 ]. It, therefore, becomes important to assess the pattern of the usage of anti-diabetic drugs among the diabetic patients of the geriatric age group and to see to what extent there may be scope for improvement in the light of current knowledge. A previous drug utilization study for OHA done in India was by Sultana et al. in 2010 [ 8 , 9 ]. In their study, the majority of type 2 diabetic patients were treated with multiple antidiabetic drug therapy. The most commonly prescribed antidiabetic drug class was biguanides followed by sulphonylureas, thiazolidinediones, insulin, and alpha-glucosidase inhibitors. They have reported that the metformin was most commonly prescribed monotherapy followed by insulin. They had emphasized the need for patient education for promoting rational use of medications to promote drug adherence. This study has also recommended drug utilization studies should be carried out in a large population and at different locations in India so that the utilization patterns may be compared and diabetes management improved, thus suggesting a need for a longer-term study on a larger sample size [ 9 ]. Although many similar studies were done previously, no studies particularly were done in the geriatric population. We plan to use these data to offer feedback and suggestions to healthcare professionals. Thus, this study was designed.

Materials and methods

The study was done in Geriatric Outpatient Department, Sir JJ Group of Hospitals, Mumbai, one of the largest government tertiary health centre in Western India.

Study design and ethical considerations

A retrospective drug utilization study was conducted after the approval of the institutional ethics committee (IEC Document number: IEC/Pharm/445/2014). The guidelines for Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) were used in the designing of the protocol and the manuscript [ 10 ].

Selection criteria

Inclusion Criteria

Prescriptions of both the sexes of the geriatric population (defined as age >60 years) diagnosed with DM since at least five years and started on either OHA or insulin that were selected for the study.

Exclusion Criteria

Patients with other coexistent causes of hyperglycemia (e.g., Cushing's syndrome, pancreatic cancer, or hormone-secreting tumors) were excluded from the study.

Sample size

Six hundred prescriptions were assessed from medical databases/registries as per WHO standards [ 8 ] for performing retrospective drug utilization studies.

Study procedure

The data of patients visiting the geriatric outpatient department (OPD) from January 1, 2016 to September 30, 2017 were collected from the electronic medical record (EMR) database, avoiding Hawthorne's bias, and was documented in a systematic case record form. During the period of the study, the sample frame was set at three prescriptions a day, three days a week. Three prescriptions were chosen as follows: on day one, all three prescriptions were picked at the start of the day; on day 2, three prescriptions were picked in the middle of the day; on day 3, three prescriptions were selected at the end of the day, and so on. In the event of an OPD holiday, the prescriptions for that day were allocated to the next working day. This method was adopted because of three fixed geriatric OPD days per week in our hospital and also to eliminate potential bias.

Data collection and analysis

Data were collected relating to participant demographics and clinical characteristics. The demographic data collected included: medical records department number, gender, age, smoking status, marital status, education level, employment status, income, and occupation. The clinical characteristics data obtained were: length of time since diagnosis with DM, body mass index (BMI), and any relevant medical history or co-morbidities in the records, of any diabetes complications. Prescription details like date, number of drugs, names of individual drugs (generic/brand), any fixed-dose combination (FDC) prescribed, and whether the prescribed drugs were available from the hospital pharmacy, dose, dosage form, dosing schedule, and duration of treatment were all recorded. The medicines that were dispensed by the hospital pharmacy were documented. Those who were not distributed from hospital pharmacies were considered to be purchased from outside pharmacy outlets.

Data analysis

Prescription patterns were assessed as defined by the World Health Organization-International Network of Rational Use of Drugs (WHO-INRUD) drug usage indicators [ 11 ]. The prescription medications were categorized using the anatomical therapeutic chemical (ATC) - defined daily dose (DDD) system [ 12 ]. The Prescribed Daily Dose (PDD) was derived by averaging the daily dosage of the antidiabetic medicines [ 13 ]. The PDD/DDD ratio was then computed by using appropriate values.

Cost analysis

The cost of medications prescribed from the hospital schedule was calculated based on the rate contract available in the hospital drug store. The cost of the drugs prescribed from pharmacies outside the hospital was obtained from the Drug Index (DI): February 2017 [ 14 ]. The cost parameters calculated were average total cost per prescription, percentage of average cost due to antidiabetic drugs average cost borne by the hospital, average cost borne by the patient. We estimated the price per 10 tablets/capsules (minimum and maximum, as per DI), average monthly cost (minimum and maximum), which was equal to (PDD/dose per tablet) × price per 10 tablets × 3 and cost index (CI) (maximum price/minimum price) for pharmaceuticals prescribed from outside pharmacies. The cost of each drug was modeled in the USD.

Statistical analysis

The descriptive data were reported in percentages for categorical variables and mean(\pm\)SD for continuous variables. All statistical calculations were done using IBM Statistical Package for the Social Sciences (SPSS) version 24 (IBM Corp., Armonk, NY).

Demographic characteristics

equation M1

Comorbidities associated with DM

The most common comorbidity associated with DM was hypertension (56.33%) followed by hypertension along with chronic heart disease (23.16%); details of which are presented in Figure ​ Figure1 1 .

An external file that holds a picture, illustration, etc.
Object name is cureus-0013-00000017555-i01.jpg

Utilization of anti-diabetic drugs

Metformin (biguanide antidiabetic class) was the single most commonly prescribed antidiabetic agent (585 (97.5%) of 600 study participants). It was followed by the sulfonylureas group, which was used by 53.66% of patients. Glibenclamide was the most commonly prescribed sulfonylurea in 263 (43.83%) patients followed by glimepiride in 59 patients (9.83%). The percentage distribution of antidiabetic drugs is shown in Table ​ Table1 1 .

DPP-4: dipeptidyl peptidase-4, TZD: thiazolidinedione, NPH: neutral protamine Hagedorn.

Drug classDrugNumber of patients (%)
BiguanidesMetformin585 (97.5)
SulfonylureasGlibenclamide263 (43.83)
Glimepiride59 (9.83)
Alpha-glucosidase inhibitorVoglibose42 (7.0)
DPP-4 inhibitorSitagliptin9 (1.5)
TZDPioglitazone27 (4.5)
InsulinPremixed insulin (regular insulin + NPH)32 (5.33)
Insulin glargine10 (1.66)
Insulin aspart8 (1.33)
Insulin Lispro2 (0.33)

Insulin was prescribed to 42 patients (7%) out of 600 in three types of regimens. The most often prescribed regimen (regular insulin + NPH insulin) was split mixed in 32 patients (76.19%), followed by the basal-bolus regimen (glargine + aspart) in 8 patients (19.04%). Figure ​ Figure2 2 provides a more detailed description.

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Object name is cureus-0013-00000017555-i02.jpg

The percentage of the study population who were prescribed monotherapy was 40.49, of which metformin in 233 (38%) of patients was the most commonly prescribed drug followed by glibenclamide as shown in Figure ​ Figure3. 3 . Metformin + glibenclamide was the most commonly prescribed combination in 201 (33.5%) of patients followed by metformin + glimepiride in 44 (7.33%) of patients others combinations are described in Figure ​ Figure3 3 .

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Object name is cureus-0013-00000017555-i03.jpg

The most commonly prescribed drug for the comorbid condition was aspirin in 431 (71.83%) patients followed by enalapril for hypertension in 307 (51.16%) patients. Other drugs and their distributions are elaborated in Figure ​ Figure4 4 .

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Object name is cureus-0013-00000017555-i04.jpg

Analysis of prescription patterns according to the WHO drug use indicators

Table ​ Table2 2 shows the analysis of prescription patterns according to the WHO drug use indicators.

ParameterFindings
The average number of drugs per prescription4.08 ± 1.31
The percentage of drugs prescribed by generic name92.68%
The average number of antidiabetic drugs per prescription is1.71
The percentage of antidiabetic drugs prescribed from the hospital drug schedule82.57%
The percentage of antidiabetic drugs dispensed from the hospital drug schedule82.57%
The percentage utilization of scheduled drugs from the National List of Essential Medicines (NLEM) 2015 [ ]65.82%
The percentage utilization of scheduled drugs from the WHO essential list 2017 [ ]56.96%

Drug utilization patterns as per ATC/DDD Classification

ATC/DDD categorization, PDD values, and PDD/DDD ratio of antidiabetic medications are depicted in Table ​ Table3 3 .

DDD: defined daily dose, PDD: prescribed daily dose, ATC: anatomical therapeutic classification, NPH: neutral protamine Hagedorn.

ATC CodeDrugDDDPDDDDD/PDD
A10BA02Metformin2 g1.54 g1.29
A10BB01Glibenclamide10 mg10 mg1
A10BB12Glimepiride2 mg1.08 mg1.85
A10BF03VogliboseNot available on WHO-ATC site0.44__
A10BH01Sitagliptin0.1 g0.06 g1.66
A10BG03Pioglitazone30 mg30 mg1
A10AD30Premixed insulin (regular insulin + NPH)40 U47.8 U0.83
A10AE04Insulin glargine40 U24.41 U1.63
A10AB04Insulin lispro40 U28 U1.42
A10AB05Insulin aspart40 U33 U1.21

The average cost per prescription was USD 3.36 out of which, the cost borne by the hospital was USD 0.81 and that borne by the patient was found to be USD 2.55. Around 87.72% of the cost per prescription was due to the antidiabetics prescribed. Table ​ Table4 4 below summarizes the cost analyses of the drugs.

IU: international unit, USD: United States dollar, NPH: neutral protamine Hagedorn.

DrugsDose per tablet (mg)Price per 10 tables/capsules in USDAverage monthly cost USDCost index (x/y)
Minimum (y)Maximum (x)MinimumMaximum
Metformin5000.1450.3370.8702.0222.32
Glibenclamide50.1120.3850.3361.1153.43
Glimepiride10.4030.6041.2091.8121.49
Voglibose0.31.2092.41810.88121.7622.00
Sitagliptin5001.3703.1038.22018.6182.26
Pioglitazone150.6040.7251.8122.1751.20
 Dose (IU/mL)Price per 100 IU in USD   
Premix insulin (regular insulin + NPH)1002.4713.93637.06559.041.22
Insulin glargine1001.9615.9645.88317.8923.04
Insulin aspart1001.8735.6426.74220.3111.87
Insulin lispro1002.4183.8955.0778.1791.61

Diabetes mellitus (DM) is a rising public health concern in developing countries. Several anti-diabetic drug utilization studies have been published in the healthcare setting from various parts of the world that can aid the rational drug use in patients with diabetes [ 17 , 18 ]. This study has concentrated on trends in anti-diabetic medication prescription and usage. Drug utilization study is important in clinical practice because it serves as the foundation for implementing changes to drug dispensing policies at the local and national levels. Also, since it helps in developing strategies to utilize health resources most efficiently, it is particularly needed in a developing economy like India where 72% of all health care burden is borne by the patients [ 19 ].

In our study, we observed that glibenclamide and pioglitazone had a PDD/DDD ratio of 1. Whereas glimepiride, metformin, sitagliptin, insulin glargine, insulin lispro, and insulin aspart had ratios higher than 1 and premixed insulin had a ratio less than 1. When the PDD/DDD ratio is less than or higher than one, it may suggest inadequate use or overuse of drugs, respectively. However, it is important to keep in mind that the PDD may vary depending on the patient and disease variables. PDDs may also vary significantly across nations; for example, PDDs are often lower in Asian people than in Caucasian ones. Additionally, the DDDs acquired from the WHO ATC/DDD website are applicable to moderately severe diseases and are based on worldwide data. As a result, the WHO encourages nations to compile their own DDD list using local data. Our study is contributing to this data, particularly for India.

We found that premixed insulin is underutilized in our settings. In contrast to this, Kalra et al. found in a review that premixed insulin is the most commonly prescribed and used insulin in Asia [ 20 ]. This may be attributable to the fact that physicians often have a difficult task in evaluating the contradictory recommendations and deciding which to adopt between basal and premixed insulin [ 20 ]. However, the present study justifies the need for prescribing more premixed insulin. Additionally, the present study included individuals in the elderly age range, who may have a preference for non-insulin regimens, resulting in underutilization of premixed insulin.

Pioglitazone is utilized optimally, which may be attributable to a preference for oral hypoglycemic regimes over insulin by patients. It is not overutilized considering its adverse effects.

Metformin alone and metformin combination was the most commonly prescribed anti-diabetic drug in the present study, in line with Orlando and coworkers [ 21 ], and Das et al. [ 22 ]. They also found that metformin was the most prescribed drug during their study. Interestingly, our results are contrasting to Ramesh and coworkers [ 23 ], Chiang et al. [ 24 ], and Al Khaja et al. [ 25 ], wherein sulfonylureas were the commonly prescribed anti-diabetic drug. This might be attributed to variations in the age groups studied in these studies. In our study, among the second-generation sulfonylureas, glibenclamide was the most commonly prescribed along with metformin which is in line with a study from Nigeria by Jimoh et al. [ 26 ]. The fact that metformin was the most prescribed drug complies with its endorsement as the preferred anti-diabetic agent by current clinical guidelines, for instance, the guidelines of the American Diabetic Association (ADA) [ 27 ].

This study was conducted in the geriatric department of a tertiary care institution, where the consultants are specialists. In many areas of India, however, diabetes patients are managed by general practitioners. When these physicians are confronted in such situations, the phenomenon of “clinical inertia” is evident. It is referred to as “A consultation in which a change in treatment based on a diabetes-related variable was indicated but did not occur” [ 28 , 29 ]. This leads to inappropriate prescribing and improper use of these medications. To avoid this, government entities must develop and strictly enforce policies. While our research uncovered both the patterns of under- and overuse of anti-diabetic medications, such data may be utilized by government and non-government organizations to develop policies and recommendations to reinforce the appropriate use of these medications. While it is not feasible for countries like India to afford specialists at every level of the healthcare system, it may be mandated for existing healthcare personnel to be trained in order to ensure appropriate medication use, especially for the care of chronic diseases like diabetes.

According to intercontinental marketing service (IMS) statistics, the most often used categories of drugs globally are cardiovascular drugs, which are frequently co-prescribed with anti-diabetic drugs due to the association between cardiovascular illnesses and diabetes [ 30 ]. Comorbidities such as hypertension in diabetics make it more difficult to prevent multiple medication usage; as a result, diabetics are more prone to polypharmacy and, in some cases, irrational prescriptions.

While evaluating the rationality, dose strength, and dose schedule that were mentioned in all prescriptions were studied. There was no prescription in which banned drug formulation was prescribed. For instance, pioglitazone which has a black box warning is used in 2.83% of prescriptions which is relatively low. Blood sugar levels were available for all the prescriptions studied. Patients were advised monotherapy as initial therapy and advised dietary restrictions, exercise, and advised eye, cardiovascular, and neurological checkup, which was in adherence with ADA guidelines [ 27 ]. This may be attributed to the fact that the study setting is a tertiary care facility, guidelines were followed, which may not be the case in every hospital in the country. Further studies are needed to assess current treatment patterns for good practice and quality of service.

In our study, around 87.72% of the cost per prescription was due to the antidiabetics prescribed. The reason behind this is expensive newer antidiabetic drugs and different preparations of insulin. The costs of diabetes affect everyone, everywhere, but it is not only a financial problem. Unquantifiable costs (pain, inconvenience, anxiety, and overall poorer quality of life, for example) have also been shown to have a significant effect on the lives of patients and their families [ 31 ]. It has also been observed that doctors have suboptimal awareness of the costs of the drug. The situation can be improved if drug cost is given greater emphasis during the medical training program of doctors [ 32 ]. A mention of drug cost is also required in medical literature and drug advertisement. Either cheaper brands with better efficacy or drugs, in general, should be prescribed as far as possible to reduce the cost of treatment for the patient. In a few instances, pharmaceutical companies use their clout to persuade physicians to prescribe costly medicines, resulting in higher-than-usual prescription costs for consumers.

This study has reported the utilization pattern of antidiabetic drugs in the geriatric population and also provided the baseline data regarding the prescribing patterns in diabetic patients. Since diabetes is a common disorder in the geriatric age group, the prescription cost is one of the major reasons for non-adherence to drug therapy. There is a need to prescribe cheaper alternatives for these types of patients for good glycemic control. This study has opened the door to more research in this field.

Strengths and limitations

Because the study was conducted in a government hospital, there may be a sampling bias since the patients who arrived here are usually from a low socioeconomic class. The population in our study was the elderly age group, hence the actual drug usage by the entire population could not be identified, and these data cannot be extrapolated for the entire population. Additionally, we were unable to evaluate patient compliance since patients were not interviewed in person. A more comprehensive study is warranted. Because of the present study design, we faced certain limitations which could be avoided with another well-designed prospective study.

The study's sample size was adequate. Since we used the EMR, Hawthorne bias was obviated. EMR is a component of the national surveillance system making the gathered data more reliable and accurate.

Conclusions

On the whole, the principles of rational prescription were followed in accordance with the different WHO drug usage indicators. Many of the drugs prescribed by generic name were supplied from hospital pharmacy thus reducing the financial burden of the patient to some extent. The incidence of poly-pharmacy is relatively high, suggestive of irrational prescribing; but polypharmacy is quite relevant in geriatric diabetic patients because diabetes is associated with various concurrent diseases and their complications. Apart from this, drugs prescribed by generic names were also high, therefore drug use in this setup is quite rational.

We would like to make the following suggestions: (i) the use of premixed insulin was found to be good but further need to increase premixed insulin in hospital drug schedules; (ii) continue the use of metformin adhering to the ADA guidelines; (iii) need to increase newer expensive antidiabetic drugs in the hospital drug schedule and pharmacy in order to relieve the financial recommendation on the patients; (iv) the practice of prescribing glibenclamide and pioglitazone should be continued.

The content published in Cureus is the result of clinical experience and/or research by independent individuals or organizations. Cureus is not responsible for the scientific accuracy or reliability of data or conclusions published herein. All content published within Cureus is intended only for educational, research and reference purposes. Additionally, articles published within Cureus should not be deemed a suitable substitute for the advice of a qualified health care professional. Do not disregard or avoid professional medical advice due to content published within Cureus.

The authors have declared that no competing interests exist.

Human Ethics

Consent was obtained or waived by all participants in this study. Institutional Ethics Committee, Grant Government Medical College and Sir JJ Group of Hospitals, Byculla, Mumbai, India issued approval IEC/Pharm/445/2014

Animal Ethics

Animal subjects: All authors have confirmed that this study did not involve animal subjects or tissue.

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Utilization and cost of non-insulin glucose-lowering drugs in Australia from 2013 to 2023

Affiliations.

  • 1 School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia.
  • 2 Department of Endocrinology & Diabetes, Alfred Health, Melbourne, Victoria, Australia.
  • 3 Department of Endocrinology & Diabetes, Western Health, St Albans, Victoria, Australia.
  • PMID: 39219539
  • DOI: 10.1111/dom.15893

Objectives: To investigate the utilization and costs of non-insulin glucose-lowering drugs (GLDs) in Australia from 2013 to 2023.

Materials and methods: We conducted a retrospective analysis of the Australian Pharmaceutical Benefits Scheme (PBS) administrative dataset of 118 727 494 GLD prescriptions. The main outcome measures were the annual number of GLD prescriptions dispensed, accounting for type 2 diabetes mellitus (T2DM) prevalence and healthcare system costs, adjusted for inflation.

Results: Utilization of GLDs doubled from 6.4 million prescriptions in 2013 to 15.6 million in 2023. The average annual percent increase in utilization was 8.1%, compared to the average annual increase in prevalence of T2DM of 1.8%. The biggest change was in sodium-glucose cotransporter-2 (SGLT2) inhibitors, for which there was an average annual increase in utilization of 59.4% (95% confidence interval [CI] 51.7%, 68.2%; p < 0.05) from 2014 (first full year of PBS listing), followed by glucagon-like peptide-1 receptor agonists (GLP-1RAs), which showed an increase of 31.4% (95% CI 28.5%, 33.8%; p < 0.05) annually (2013 to 2023). Dipeptidyl peptidase-4 inhibitor utilization tripled, with an average annual increase of 10.9% (95% CI 8.1%, 13.8%; p < 0.05), but this plateaued from 2020. Metformin utilization increased by 4.7% (95% CI 2.0%, 6.9%; p < 0.05) annually. In contrast, sulphonylurea, glitazone and acarbose utilization declined. Total GLD costs increased threefold over the same period. Despite only accounting for 11.7% of utilization, GLP-1RAs contributed to 35% of the costs.

Conclusion: Utilization of GLDs doubled, and associated costs tripled over the past 11 years, with no sign of either utilization or costs plateauing, predominantly due to increased GLP-1RA and SGLT2 inhibitor prescribing.

Keywords: GLP‐1 analogue; SGLT2 inhibitor; antidiabetic drug; database research; observational study; type 2 diabetes.

© 2024 The Author(s). Diabetes, Obesity and Metabolism published by John Wiley & Sons Ltd.

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  • Zinman B, Wanner C, Lachin JM, et al. Empagliflozin, cardiovascular outcomes, and mortality in type 2 diabetes. N Engl J Med. 2015;373:2117‐2128.
  • Wiviott SD, Raz I, Bonaca MP, et al. Dapagliflozin and cardiovascular outcomes in type 2 diabetes. N Engl J Med. 2019;380:347‐357.
  • Wanner C, Inzucchi SE, Lachin JM, et al. Empagliflozin and progression of kidney disease in type 2 diabetes. N Engl J Med. 2016;375:323‐334.
  • Husain M, Bain SC, Jeppesen OK, et al. Semaglutide (SUSTAIN and PIONEER) reduces cardiovascular events in type 2 diabetes across varying cardiovascular risk. Diabetes Obes Metab. 2020;22(3):442‐451.
  • Oesterle A, Laufs U, Liao JK. Pleiotropic effects of statins on the cardiovascular system. Circ Res. 2017;120(1):229‐243.

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I Tried Thesis Nootropics—Here’s My Honest Review

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I Tried Thesis Nootropics—Here’s My Honest Review

Table of Contents

Our verdict, thesis nootropics at a glance, how does thesis nootropics work, how much does thesis nootropics cost, the product, my thesis nootropics experience, what experts say about thesis nootropics.

Thesis nootropic blends, which are nutritional compounds often used to boost brain function , are designed to enhance mood and cognitive performance based on your individual needs and goals. The Starter Kit allows users to sample four of Thesis’ nootropics blends to determine which is most effective for them.

While the supplements are pricey, I found the increased productivity and enhanced focus I experienced worth the cost.

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Key Features

  • Thesis nootropics are designed to enhance cognitive function and optimize brain performance by supporting mood, memory, focus, cognitive processing, creativity and motivation, according to the company.
  • Ingredients and blends are third-party tested for quality and potency by an independent lab, according to the company.
  • Products are backed by a 30-day money-back guarantee (with a maximum return limit of a one-month supply).

Dan Freed founded Thesis in 2017 after finding inspiration from his personal journey with nootropics. With company headquarters in New York, Thesis offers customized nootropics to support cognitive function and boost productivity.

PROS CONS
  • Thesis nootropics are sourced from vegan ingredients like saffron, ginkgo biloba, mango leaf and lion’s mane mushrooms that have been studied for their impact on mood and cognitive function.
  • A Thesis Starter Kit costs $119; monthly subscriptions are available for $79.
  • With the Thesis Starter Kit, you can try four of the six available blends—Motivation, Clarity, Creativity, Energy, Logic and Confidence—for six days each to determine which blend works best for your brain chemistry.

Thesis nootropics are designed to enhance specific elements of brain health, from focus to energy. To get started with Thesis, you can take an online survey or choose your own blends.

If you choose to complete the online quiz (the option recommended by Thesis), you’ll answer questions about the following:

  • Your age, weight and identifying gender
  • Areas you’d like to focus on, such as energy, motivation or mood
  • How much caffeine you drink and how it affects you
  • How often you exercise
  • Whether you consume excess alcohol (five or more  drinks per day)
  • Whether you smoke or vape
  • How much sleep you get nightly
  • How often you forget things

You’ll also rate your energy, sleep quality, productivity, focus, mood and anxiety levels. Once you finish the quiz, suggested blends based on your specific needs and goals are populated for purchase on the website. You can choose to purchase a one-time or monthly package.

Each Thesis Starter Kit contains four boxes of nootropic blends, each containing six sachets of capsules. Users can try  four recommended blends from the six available through Thesis. Capsules are taken first thing in the morning (on an empty stomach) for six consecutive days, followed by a one-day break to gauge  each blend’s results. You’re encouraged to write down how you feel, including any benefits and side effects you notice.

Customers have free and unlimited virtual access to wellness coaches. Sessions are 15 minutes each and must be scheduled in advance. During your first session, your coach  guides you through each customized blend, goes over the instructions and answers any questions you may have. If there’s a blend that’s not working for you, Thesis coaches can help you make adjustments to your plan.

Monthly subscriptions can be managed in your online profile, so you can choose which blends you’d like to receive after the initial period.

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The Thesis Starter Kit is available on the company’s website for $119. Customers can also sign up for a monthly subscription plan for $79 (a discount of $40). Shipping is free.

My curated sampler kit, based on my survey results, contained the following blends.

This blend contains four capsules and is formulated to promote energy, fight fatigue and increase mental stamina. The key ingredient theacrine, which is a naturally-occurring compound found in plants, has been shown to improve energy levels, motivation and concentration, the company notes. It also contains N-acetyl cysteine (NAC), which research suggests possesses  promise as a supplement for cognitive function. However, clinical trials studying the effects of these two particular ingredients are inconclusive, and more research is needed.

That said, a large body of research supports the combination of caffeine and L-theanine (also contained in the Energy blend) for increased energy and attention, says Umo Callins, a board-certified sports dietitian and fitness coach at Well Rooted Health and Nutrition in Oklahoma City.

Active ingredients of the Energy blend include:

  • Citicoline: 300 milligrams
  • Mango leaf extract: 300 milligrams
  • Indian trumpet leaf extract: 100 milligrams
  • Theacrine: 100 milligrams
  • N-acetyl L-tyrosine: 300 milligrams
  • N-acetyl cysteine: 500 milligrams
  • Caffeine: 100 milligrams
  • L-theanine: 200 milligrams

This four-capsule blend is designed to spark imagination, maintain confidence and support verbal fluency, according to the company. The focus ingredient, ashwagandha, has been shown to reduce stress and anxiety in clinical trials. The blend also contains L-theanine, which may have relaxing effects, acting as a buffer for stress and anxiety.

Active ingredients of Creativity include:

  • Ashwagandha root: 300 milligrams
  • Panax ginseng: 200 milligrams
  • Sceletium tortuosum: 25 milligrams
  • Agmatine sulfate: 250 milligrams
  • Alpha GPC: 150 milligrams

This blend, containing three capsules, is designed to help maintain willpower, prevent procrastination and manage stress, notes the company. The featured ingredient, CDT (Dynamine)—which is a patented, standardized form of methylliberine, a compound found in plants—may assist with cognitive control and improve reaction time during mentally challenging tasks, the company claims, but supporting research is limited.

Because the blend also contains caffeine and L-theanine, Callins says it will likely help with productivity, especially in a stressed or anxious state.

Active ingredients of Motivation include:

  • Artichoke extract: 450 milligrams
  • Vitamin B12 : 1,000 micrograms
  • L-phenylalanine: 500 milligrams
  • CDT (Dynamine): 100 milligrams
  • Forskolin: 250 milligrams

Thesis claims that this three-capsule blend is designed to maintain focus, support attention and help individuals enter a flow state. According to the company, the featured ingredient, alpha-GPC, a compound found in the brain and in trace amounts in food sources like egg yolks and organ meats, supports healthy cognitive function and physical performance, but supporting research is limited. The blend also contains caffeine and L-theanine, which can help boost focus and attention, says Callins.

Active ingredients of Clarity include:

  • Alpha-GPC: 500 milligrams
  • Lion’s mane mushroom: 500 milligrams
  • Camellia sinensis tea leaf: 278 milligrams
  • Dihydroxyflavone: 30 milligrams

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Boost your brainpower and seize every moment with Alpha BRAIN your key to enhanced cognitive performance and focus.

On Onnit's Website

The customized blends I received from Thesis were Energy, Clarity, Creativity and Motivation. For each blend, I followed the instructions as indicated, taking the supplements in the morning on an empty stomach (with a glass of water). I took each blend for six consecutive days, followed by a one-day break.

I didn’t notice much of a difference from my baseline mood or energy from the Creativity blend, and the Motivation blend gave me heartburn, so I stopped using it after a few days. According to Thesis, experiencing negative side effects is a sign the specific blend is not a fit, and you should move on to the next one. When I took the Energy blend before my morning workout, I experienced a mild boost to my mental and physical stamina.

Hands down, my favorite blend was Clarity. I was amazed by how big of an impact this nootropic blend had on my focus, attention and productivity. As someone with inattentive ADHD (a type of attention-deficit/hyperactivity disorder that manifests as distractibility and forgetfulness), tasks requiring sustained attention can be challenging. Clarity’s effects were noticeable immediately (within 30 minutes), and I had an incredible level of focus that lasted. I don’t take ADHD medication because it interferes with my sleep, so this was an exciting find.

I was pleasantly surprised by the effectiveness of Thesis nootropics. For me, Clarity was the most effective blend, but I enjoyed experimenting with different formulas. While it’s pricey, I’ll definitely use Thesis again, thanks to the huge improvement in focus and attention I experienced.

Nootropics, also referred to as cognitive enhancers or “smart drugs,” are natural or pharmaceutical substances used to boost brain activity and cognitive function, explains Callins. Potential benefits include improved memory, focus, thinking, learning and mood management, she says.

Although many nootropics are generally considered safe, Callins says consuming more than the recommended dose can result in mild side effects like dizziness, nausea and headaches. And while some of the ingredients in Thesis products may have cognitive benefits supported by research, she points out that more data on their long-term effects and safety is needed.

The bottom line? “Always consult with your doctor or primary health care practitioner before taking any supplement,” advises Callins, adding that some nootropics are contraindicated with certain medical conditions and medications.

  • Kuhman DJ, Joyner KJ, Bloomer RJ. Cognitive Performance and Mood Following Ingestion of a Theacrine-Containing Dietary Supplement, Caffeine, or Placebo by Young Men and Women. Nutrients. 2015;7(11):9618-32.
  • Skvarc DR, Dean OM, et al. The effect of N-acetylcysteine (NAC) on human cognition - A systematic review. Neurosci Biobehav Rev. 2017;78:44-56.
  • Anas Sohail A, Ortiz F, et al. The Cognitive-Enhancing Outcomes of Caffeine and L-theanine: A Systematic Review. Cureus. 2021;13(12):e20828.
  • Ashwagandha: Is it helpful for stress, anxiety, or sleep?. National Institutes of Health. Accessed 2/28/23.
  • Wang L, Brennan M. How does the tea L-theanine buffer stress and anxiety. ? Food Science and Human Wellness. 2022;11(3):467-475.
  • La Monica MB, Raub B, et al. Methylliberine Ingestion Improves Various Indices of Affect but Not Cognitive Function in Healthy Men and Women. Nutrients. 2023;15(21):4509.
  • Parker AG, Byars A, et al. The effects of alpha-glycerylphosphorylcholine, caffeine or placebo on markers of mood, cognitive function, power, speed, and agility. J Int Soc Sports Nutr. 2015;12(Suppl 1):P41.
  • Tamura Y, Takata K, et al. Alpha-Glycerylphosphorylcholine Increases Motivation in Healthy Volunteers: A Single-Blind, Randomized, Placebo-Controlled Human Study. Nutrients. 2021;13(6):2091.
  • Malík M, Tlustoš P. Nootropics as Cognitive Enhancers: Types, Dosage and Side Effects of Smart Drugs. Nutrients. 2022;14(16):3367.
  • Epstein JN, Loren RE. Changes in the Definition of ADHD in DSM-5: Subtle but Important. Neuropsychiatry (London). 2013;3(5):455-458.
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Forbes Health adheres to strict editorial integrity standards. To the best of our knowledge, all content is accurate as of the date posted, though offers contained herein may no longer be available. The opinions expressed are the author’s alone and have not been provided, approved or otherwise endorsed by our advertisers.

Heidi Borst

Heidi Borst is a freelance journalist, healthcare content writer and certified nutrition coach with a love of all things health and wellness. Her work has appeared in The New York Times, The Washington Post, National Geographic, Good Housekeeping, MSN, Yahoo and more. Based in Wilmington, North Carolina, Borst is a lifelong runner and general fitness enthusiast who is passionate about the physical and mental benefits of sleep and self-care.

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Summary of July 2024 Drug Utilization Review Board Meeting Now Available

The Texas Drug Utilization Review (DUR) Board met on Friday, July 26, 2024, to recommend Medicaid clinical prior authorizations and drugs for the preferred drug list (PDL). A summary of this meeting is now available on the Texas Vendor Drug Program (VDP) website.

Clinical Prior Authorization Reminders

The following are reminders for clinical prior authorizations:

  • Clinical prior authorizations for traditional Medicaid and Medicaid managed care organizations (MCOs) may differ. The Pharmacy Clinical Prior Authorization Assistance Chart identifies which MCO uses each prior authorization and how these prior authorizations relate to those used by VDP.
  • Use the MCO search to find each MCO’s website with a list of its active clinical prior authorizations.

PDL Reminders

The following are reminders for the PDL:

  • All PDL recommendations are pending until the Texas Health and Human Services Commission (HHSC) executive commissioner releases the final decision. HHSC will incorporate the approved decisions from the July and October 2024 board meetings into the PDL that will be published in January 2025.
  • Prescribing providers must use the Medicaid formulary and PDL.
  • MCOs should adhere to the Medicaid formulary and PDL. Providers should evaluate a drug’s formulary status before its preferred status.

Retrospective DUR Reminders

Retrospective DUR periodically examines claims data and other records to identify patterns of fraud, abuse, gross overuse, or inappropriate or medically unnecessary care made by prescribing providers, pharmacists, and people associated with specific drugs or groups of drugs. The retrospective review also allows for active and ongoing educational outreach to educate prescribing providers on common drug therapy problems to improve prescribing or dispensing practices.

About the Texas DUR Board

The board’s next meeting is scheduled for Friday, October 25, 2024. Board members meet quarterly in Austin to recommend outpatient prescription drugs in the Medicaid program. The schedule of upcoming meetings, instructions on submitting written materials to the board, and directions about publicly testifying in front of the board are available on the VDP website .

Email [email protected] with any comments or questions.

IMAGES

  1. (DOC) Thesis Paper on Drug Addiction

    dissertation on drug utilization

  2. 8. DRUG UTILIZATION EVALUATION AND REVIEW (DUR)

    dissertation on drug utilization

  3. (PDF) Physician perceptions of drug utilization management: Results of

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  4. (PDF) A Review on Impact of Drug Utilization Study on Drug-Drug

    dissertation on drug utilization

  5. (PDF) Drug utilization research: a review

    dissertation on drug utilization

  6. (PDF) Drug utilization research in the area of cancer drugs

    dissertation on drug utilization

VIDEO

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  6. Pharmacokinetics in Patients Requiring Hemodialysis with Dr. Arthur Atkinson

COMMENTS

  1. Drug Utilisation Study in a Tertiary Care Center: Recommendations for Improving Hospital Drug Dispensing Policies

    The present observational study was conducted to generate data on drug utilization in inpatients of our tertiary care hospital to identify potential targets for improving drug prescribing patterns. Data was collected retrospectively from randomly selected 231 medical records of patients admitted in various wards of the hospital. WHO Anatomical ...

  2. Drug Utilization Research: Methods and Applications

    ISBN 978-1-118-94978-8. Hardcover, 536 pages. $191.95. Drug utilization research has evolved over the years to become a cross-disciplinary science that explores the medical, social, and economic consequences of drug utilization. The European Drug Utilization Research Group and the International Society for Pharmacoepidemiology's Special ...

  3. Systematic review of drug utilization studies & the use of the drug

    Pioneering work in drug utilization research carried out in Europe during 1966-1967 analyzed the differences in antibiotic use in six European countries 1.It led to formation of the WHO European Drug Utilization Research Group (DURG) in 1969 2.Drug utilization Research (DUR), which includes "the marketing, distribution, prescription and use of drugs in a society, with special emphasis on the ...

  4. PDF Drug utilization and prescribing pattern of antibiotics in a tertiary

    Study Outcome: Following formulas were used. to compute the outcomes in term of the drug utilization amount. DDD = No. of issued items × Amount of the drug per item WHO recommended DDD of Drug. Drug consumption × 100 DDD/100 bed days = DDD (mg) × No. of days in study period × Total no. of beds × Occupancy index.

  5. PDF Antiepileptic Drug Utilization: Need of Sex-specific Information and

    Studying drug utilization in children and adolescents is particularly useful in assessing the quality of prescribing and identifying needs for long-term efficacy and safety studies. It can also be used for studying rational use of medications, as well as off-label use, in different pediatric populations and settings.

  6. Studies of Drug Utilization

    Drug utilization research can be defined as "an eclectic collection of descriptive and analytic methods for the quantification, understanding and evaluation of the processes of prescribing, dispensing, and consumption of medicines and for the testing of interventions to enhance the quality of these processes.".

  7. Drug utilization studies: methods and uses

    Abstract. This book presents a survey of instruments and methods developed to investigate patterns of drug consumption and to answer fundamental questions about prescribing practices, therapeutic value and safety. By reviewing the state-of-the-art in research methodology, it also aims to show how drug utilization studies can contribute to ...

  8. Introduction to drug utilization research

    Overview. The ultimate goal of drug utilization research must be to assess whether drug therapy is rational or not. History has taught us that successful research in drug utilization requires multidisciplinary collaboration between clinicians, clinical pharmacologists, pharmacists and epidemiologists. Without the support of the prescribers ...

  9. Shodhganga@INFLIBNET: Drug Utilization Study on Hypertension and

    Introduction newlineThe principal aim of drug utilization evaluation is to make possible the rational use of drugs in populations and individual patients. ... newline newlineKeywords newlineDrug utilization study, diabetes mellitus, hypertension, length of stay, cost of treatment, adverse drug reactions, drug interactions newline: Pagination ...

  10. Studies in drug utilization: methods and applications

    Abstract. Drug utilization has recently been defined as follows: "The marketing, distribution, prescription and use of drugs in a society, with special emphasis on the resulting medical, social and economic consequences ". During the last hundred years, the development of more efficient drugs has led to dramatic improvements in health care.

  11. PDF Introduction to Drug Utilization Research

    term «drug utilization« first appeared) to 87 in 1980, 167 in 1990, and 486 in 2000. History has taught us that successful research in drug utilization requires multidisciplinary col-laboration between clinicians, clinical pharmaco-logists, pharmacists and epidemiologists. Without the support of the prescribers, this rese-

  12. PDF Drug Utilization Studies

    This dissertation is based in two manuscripts. In the first manuscript I actively collaborated in the conception, design, acquisition, analysis and interpretation of data, ... drug utilization, as well as studies of how drug utilization relates to the effects of drug use, beneficial or adverse 2-4. The therapeutic practice is expected to be ...

  13. PDF Drug utilization study of anti-diabetic drugs in a tertiary care hospital

    Average no. of anti-diabetic drugs prescribed per encounter is equal to 1.9 +/- 1.0 3. Percentage of medicines prescribed by generic name- 87.35% 4. Percentage of medicines prescribed from essential drug list 91.24%. 5. Percentage of encounters with injection prescribed 18.37% 6.

  14. PDF Drug Utilization and Evaluation Study of Statins: Tertiary Health Care

    Inappropriate use of drugs can lead to various problems such as cost burden, prolonged hospital stays, development of microbial resistance, adverse effects and mortality[1]. However variations in selection and use of drugs are routinely practiced. Drug utilization studies will be helpful to evaluate and analyse drug therapy from time to time.

  15. Drug Utilization Studies

    Drug Utilization Studies. Maribel Salas MD, DSc, FACP 2012 ISPE Mid-Year Meeting Miami, Florida April 2012. Definition. Prescription, dispensing, ingesting, marketing, distribution, and use of drugs in a society, with special emphasis on the resulting medical, social and economic consequences. Objectives of Drug Utilization.

  16. (PDF) A drug utilization study of antiepileptic drugs uses in a

    A drug utilization study of antiepileptic drugs uses in a tertiary care teaching hospital of India. November 2021; International Journal of Basic & Clinical Pharmacology 10(11):1293-1296;

  17. Antithrombotic utilization, adverse events, and associations with

    This study aimed to provide comprehensive insights into the utilization of antithrombotic drugs and their potential associations with adverse events and survival outcomes in patients with MM initiating contemporary immunomodulatory regimens. The analysis revealed a notable incidence of VTE, ischemic heart disease, bleeding, and stroke among the ...

  18. Drug Utilization Study of Antidiabetic Drugs in Patients Attending

    This research aimed to study and analyze the drug utilization of antidiabetic medications in patients attending the geriatric outpatient department. Methods The data of 600 patients visiting the geriatric outpatient department from January 1, 2016 to September 30, 2017 were collected from the electronic medical record (EMR) database.

  19. Drug Utilization Study of Antidiabetic Drugs in Patients Attending

    Drug utilization study is important in clinical practice because it serves as the foundation for implementing changes to drug dispensing policies at the local and national levels. Also, since it helps in developing strategies to utilize health resources most efficiently, it is particularly needed in a developing economy like India where 72% of ...

  20. PDF An Observational Study on drug Utilization Pattern and

    Introduction: Drug utilization is the marketing, distribution, prescription and the use of drugs in a society. The method of prescribing antidepressant drugs have changed worldwide in the last couple of years.1 Numerous drugs are seen in this class with different mechanism of action and variable efficacy and safety ...

  21. (PDF) Drug Utilization Pattern of Anti-Diabetic Medication: A

    Demographic data, drug utilization pattern and ADRs due to anti-diabetic drugs were summarized. Results: In the present study, 99 (50.3%) of the 197 diabetic patients were males. Majority of ...

  22. A study of drug utilization pattern in the management of ...

    Table 4: Details of class of drug prescribed in osteo arthritis Class of drug prescribed No. of drugs prescribed (n= 1172) Percentage Nsaids 521 44.45% Analgesics 301 25.68% Corticosteroids 87 07.42% Antacids 144 12.28% Adjuvants 119 10.15% Total 1172 100 Details of class of drugs Prescribed

  23. Drug utilization among diabetes mellitus patients in a tertiary care

    Drug utilization study of anti-diabetic agent is of paramount importance to promote rational drug use and also to make available valuable information for health planning. The present study was ...

  24. Utilization and cost of non-insulin glucose-lowering drugs in Australia

    Objectives: To investigate the utilization and costs of non-insulin glucose-lowering drugs (GLDs) in Australia from 2013 to 2023. Materials and methods: We conducted a retrospective analysis of the Australian Pharmaceutical Benefits Scheme (PBS) administrative dataset of 118 727 494 GLD prescriptions. The main outcome measures were the annual number of GLD prescriptions dispensed, accounting ...

  25. PDF Drug Utilization Study of Antidiabetic Drugs in Patients Attending

    drug use can lead to adverse outcomes including an increase in the risk of hypoglycemia, a decline in 1 1 1,2 2,1 Open Access Original Article DOI: 10.7759/cureus.17555 How to cite this article Hannan A, Sinha S R, Ganiyani M, et al. (August 30, 2021) Drug Utilization Study of Antidiabetic Drugs in Patients Attending Geriatric Outpatient

  26. PDF North Dakota Medicaid Drug Utilization Review Board Meeting September 4

    Drug Utilization Review Board Meeting September 4, 2024 Conference Room 210/212 . Meeting Notice North Dakota Medicaid Drug Use Review Board Wednesday, September 4, 2024 1:00 p.m. - 4:00 p.m. CT In-Person Information Conference Room 210/212, 2nd Floor, Judicial Wing, State Capitol

  27. Thesis Nootropics Review: Tested In 2024

    Thesis nootropics are designed to enhance cognitive function and optimize brain performance by supporting mood, memory, focus, cognitive processing, creativity and motivation, according to the ...

  28. Summary of July 2024 Drug Utilization Review Board Meeting Now

    The Texas Drug Utilization Review (DUR) Board met on Friday, July 26, 2024, to recommend Medicaid clinical prior authorizations and drugs for the preferred drug list (PDL). A summary of this meeting is now available on the Texas Vendor Drug Program (VDP) website.Clinical Prior Authorization RemindersThe following are reminders for clinical prior authorizations:

  29. Technology advancing healthcare

    Technology is at its best when it helps to restore health and save lives. By uniting our scientific and technological expertise, we lead the way with digital and data science solutions that enable us to bring life-changing medical technologies and medicines to people around the globe.