Evidence map›Paper›PMID 39168956›Full record

ArticleAAPS PharmSciTech2024

A Semi-Mechanistic Physiologically Based Biopharmaceutics Model to Describe Complex and Saturable Absorption of Metformin: Justification of Dissolution Specifications for Extended Release Formulation.

Adithya Karthik Bhattiprolu, Sivacharan Kollipara, Rajkumar Boddu, Anand Arumugam, Sohel Mohammed Khan, Tausif Ahmed

Abstract read
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In one paragraph

Article in AAPS PharmSciTech, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Development of in vitro-in vivo correlation for establishing patient-centric quality standards of dissolution for lamotrigine extended-release tablets.European journal of pharmaceutics and biopharmaceutics : official journal of Arbeitsgemeinschaft fur Pharmazeutische Verfahrenstechnik e.V · 2025
    Article
  5. Article
  6. Article
  7. Review
  8. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Adithya Karthik BhattiproluBiopharmaceutics Group, Global Clinical Management, Dr. Reddy's Laboratories Ltd., Integrated Product Development Organization (IPDO), BachupallyMedchal Malkajgiri District, Hyderabad, Telangana, 500 090, India.ORCID http://orcid.org/0000-0003-4618-6835
Sivacharan KolliparaBiopharmaceutics Group, Global Clinical Management, Dr. Reddy's Laboratories Ltd., Integrated Product Development Organization (IPDO), BachupallyMedchal Malkajgiri District, Hyderabad, Telangana, 500 090, India.ORCID http://orcid.org/0000-0002-7332-9021
Rajkumar BodduBiopharmaceutics Group, Global Clinical Management, Dr. Reddy's Laboratories Ltd., Integrated Product Development Organization (IPDO), BachupallyMedchal Malkajgiri District, Hyderabad, Telangana, 500 090, India.ORCID http://orcid.org/0000-0002-8666-3643
Anand ArumugamClinical Pharmacokinetics, Global Clinical Management, Dr. Reddy's Laboratories Ltd., Integrated Product Development Organization (IPDO), BachupallyMedchal Malkajgiri District, Hyderabad, Telangana, 500 090, India.
Sohel Mohammed KhanClinical Pharmacokinetics, Global Clinical Management, Dr. Reddy's Laboratories Ltd., Integrated Product Development Organization (IPDO), BachupallyMedchal Malkajgiri District, Hyderabad, Telangana, 500 090, India.
Tausif AhmedBiopharmaceutics Group, Global Clinical Management, Dr. Reddy's Laboratories Ltd., Integrated Product Development Organization (IPDO), BachupallyMedchal Malkajgiri District, Hyderabad, Telangana, 500 090, India. tausifahmed@drreddys.com.ORCID http://orcid.org/0000-0001-6866-6691

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Physiologically based pharmacokinetic (PBPK) or physiologically based biopharmaceutics models (PBBM) demonstrated plethora of applications in both new drugs and generic product development. Justification of dissolution specifications and establishment of dissolution safe space is an important application of such modeling approaches. In case of molecules exhibiting saturable absorption behavior, justification of dissolution specifications requires development of a model that incorporates effects of transporters is critical to simulate in vivo scenario. In the present case, we have developed a semi-mechanistic PBBM to describe the non-linearity of BCS class III molecule metformin for justification of dissolution specifications of extended release formulation at strengths 500 mg and 1000 mg. Semi-mechanistic PBBM was built using physicochemical properties, dissolution and non-linearity was accounted through incorporation of multiple transporter kinetics at absorption level. The model was extensively validated using literature reported intravenous, oral (immediate & extended release) formulations and further validated using in-house bioequivalence data in fasting and fed conditions. Virtual dissolution profiles at lower and upper specifications were generated to justify the dissolution specifications. The model predicted literature as well as in-house clinical study data with acceptable prediction errors. Further, virtual bioequivalence trials predicted the bioequivalence outcome that matched with clinical study data. The model predicted bioequivalence when lower and upper specifications were compared against pivotal test formulations thereby justifying dissolution specifications. Overall, complex and saturable absorption pathway of metformin was successfully simulated and this work resulted in regulatory acceptance of dissolution specifications which has ability to reduce multiple dissolution testing.

Indexed as

BiopharmaceuticsDelayed-Action PreparationsMetforminModels, BiologicalSolubilityTherapeutic EquivalencyAdministration, OralChemistry, PharmaceuticalDrug LiberationHumansHypoglycemic AgentsIntestinal AbsorptionDelayed-Action PreparationsHypoglycemic AgentsMetformindissolution specificationsgastroplusPBBMtransportersvirtual bioequivalence

Identifiers

PMID39168956

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Registered trials

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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 OpenQuestion graph.