Tag Archives: SCM

Blockchain: Pharma Keeps An Eye On The Ball

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On April 24, 2017, The Wall Street Journal (WSJ) came out with an interesting headline, “Dubai Aims to Be a City Built on Blockchain.” Some may have taken note of it seriously. However, a vast majority of its readers possibly equated the article with something, which is far from reality – like a distant dream.

However, looking at the rapid transformational phase of digital technology, nothing apparently is a dream – not even ‘a distant one.’ The following recent example, in a similar but not exactly the same context, would vindicate this point.

On January 09, 2018, Reuters reported with a headline, “JPMorgan’s Dimon regrets calling bitcoin a fraud.” Interestingly, at a conference held in September 2017, the same Dimon – the Chief Executive of JPMorgan, had commented: “The currency isn’t going to work. You can’t have a business where people can invent a currency out of thin air and think that people who are buying it are really smart.”

I cited the example of ‘Bitcoin’ while deliberating on ‘Blockchain’, primarily because ‘Bitcoin’ – an unregulated virtual or cryptocurrency was built on ‘Blockchain’ technology. This technology reportedly facilitates absolutely transparent, smooth, safe and corruption-free transaction of ‘Bitcoin’, without any third-party intervention at any stage.

Currently, moving beyond Bitcoin, many industries – including pharma, have started finding various uses of Blockchain in their respective businesses. Domain experts envisage, this technology has the potential to offer game changing values – revolutionizing various business processes.

In this article, I shall focus on how the healthcare industry, in general, and more specifically some global pharma players are contemplating to leverage the path breaking ‘Blockchain’ technology to add unprecedented value in the business. The technology being rather a complex one, I shall put it across in a way that an ordinary man like me can easily absorb. Which is why, I start with the first basic question that comes to the fore: ‘What exactly is ‘Blockchain’?

‘Blockchain’:

‘Blockchain’ is a technology that was reportedly conceptualized by an anonymous individual or a group known as Satoshi Nakamoto, in 2008. It was implemented in 2009, as a core component of ‘Bitcoin’ transactions – in an altogether different form of Internet. The technology provides in its network access to transparent digital information that no user can corrupt or probably even hack, leave aside taking copies. The December 13, 2017 article, featured in the Computerworld on this ‘Most disruptive tech in decades’, describes Blockchain as:

  • “Blockchain is a public electronic ledger – similar to a relational database – that can be openly shared among disparate users. It creates an unchangeable record of their transactions, each one time-stamped and linked to the previous one. Each digital record or transaction in the thread is called a block (hence the name), and it allows either an open or controlled set of users to participate in the electronic ledger. Each block is linked to a specific participant.”
  • “Blockchain can only be updated by consensus between participants in the system, and when new data is entered, it can never be erased. The Blockchain contains a true and verifiable record of each and every transaction ever made in the system.”
  • “As a peer-to-peer network, combined with a distributed time-stamping server, Blockchain databases can be managed autonomously to exchange information between disparate parties. There’s no need for an administrator. In effect, the Blockchain users are the administrators.”

Blockchain has, therefore, been meticulously designed to reveal any interference with the contents, ensuring a very high level of data security and access for all its users. Thus, many domain experts justifiably believe, what ‘open-source’ software did almost two and half decades ago, ‘Blockchain’ technology is possibly on a similar threshold of changing much of the ball game in Information Technology (IT), globally.

Big corporate houses of several industries, such as Fintech, Healthcare and Shipping envisage that ‘Blockchain’ technology has a great potential, as they start making limited use of it. It is still in its infancy for scalable use in most industries, probably other than ‘Bitcoin’ transactions.

Use of ‘Blockchain’ in pharma and healthcare:

Let me now explore the potential of ‘Blockchain’ in healthcare and pharma. A paper titled, “Healthcare rallies for Blockchains: Keeping patients at the center” by IBM Institute for Business Value, provides some important insight on its application in healthcare sector. This study is based on a survey of 200 healthcare executives in 16 countries, conducted by The Economist Intelligence Unit. The key highlights are as follows:

  • 16 percent of pharma and healthcare respondents expected to have a commercial Blockchain solution at scale in 2017, as compared to 15 percent of the Banks and 14 percent of Financial enterprises. Thus, it appears, the adoption of Blockchain by healthcare entities are taking place at a faster pace than the other two.
  • 6 in 10 anticipate Blockchains will help them access new markets, and new and trusted information they can keep secure.
  • 7 in 10 of them expect the greatest Blockchain benefits to be in clinical trial records, regulatory compliance and medical/ health records.

Accordingly, the authors posed a few questions: How valuable would it be to have the full history of an individual’s health? What if every vital sign that has been recorded, of all the medicines taken, information associated with every doctor’s visit, illness, operation and more, could be efficiently and accurately captured – and securely stored?

If and when all this is put to scalable use, the designated users will get access to the historic and real-time patient data of various types, of high credibility. In turn, it is expected to significantly reduce many other costs, including the cost towards data reconciliation. Consequently, the quality and coordination of care would rise manifold, with lesser risk, if at all. I shall give below just a couple of examples to drive home the point:

I. Adds credibility and value to Clinical Trials:

The issue of not reporting around half of all clinical trial data, conducted by pharma players while obtaining marketing approval for innovative products, has become a topic of raging debates, across the world. The reason for the same is apparently the intent for the deliberate creation of an information-gap, by cherry picking more favorable trial data. This could eventually lead to compromising patient safety, seriously.

Allegations continue for not just mostly favorable trial data being presented to drug regulators and policymakers to obtain marketing and other approvals, but also for product promotion to doctors. This prompts many believing, “if the clinical trials are supported by Blockchain solution, all results, protocols, and other related information would be time-stamped and immutable, resulting in less data snooping and errors.” Consequently, it would help enhance the dwindling public trust on pharma, especially in this area.

II. Adds unprecedented security and transparency in SCM:

Another example of its effective use is in making a tamper-evident pharma Supply Chain Management (SCM), with unprecedented built-in security features to prevent drug counterfeiting and circulation of substandard drugs. Moreover, ‘Blockchain’ would ensure supply chain tracking even at the individual Stock Keeping Unit (SKU) level by establishing proof of ownership for specific sources of any product. This is especially important in the backdrop of the WHO report, highlighting that 30 percent of such drugs are sold primarily in developing countries.

Global pharma keeping an eye on the ball:

An article titled, ‘Big Pharma Seeks DLT Solution for Drug Costs’, published on January 09, 2018 by the CoinDesk – a digital media and information services company, discussed on this fascinating subject.

It reported, at least, three global pharma heavyweights – Pfizer, Amgen and Sanofi, are pondering, whether ‘Blockchain could be used to actually save lives?’ To achieve this goal with combined efforts, they are now exploring a Blockchain framework to streamline the process of developing and testing new drugs. These early initiators believe, as areas such as this, are of industry-wide importance, there is a need to create a growing momentum for collaboration on foundational issues. And, Blockchain framework that can address the current issues in drug development and clinical trials, will fetch a win-win outcome, both for the innovators and patients, besides other stakeholders.

To reduce the time and cost of bringing new drugs from research labs to patients, improved data management and movement is critical. Blockchain technology could hasten this process, by automating communication between pharma companies, researchers and patients. At the same time, it will ensure a very high level of data integrity, which is so important for health and safety interest of patients.

This area has assumed greater relevance in the recent years, when pharma innovators are facing different challenges to bring new, more personalized drugs to market – faster and at affordable prices, the paper highlights.

Areas of initial use by Indian pharma:

In my article “SCM: Embracing Technology For Patients’ Safety”, published in this Blog on December 18, 2017, I discussed a similar point, not in context of ‘Blockchain’, though. I wrote that by a notification dated January 05, 2016, the Directorate General of Foreign Trade (DGFT) has made encoding and printing of unique numbers and bar codes as per GSI Global Standard mandatory. This would cover tertiary, secondary and primary packaging for all pharmaceuticals manufactured in India and exported out of the country to facilitate tracking and tracing.

Although, the ‘Track and Trace’ system in India for drugs is currently applicable only to pharma exports, will ultimately cover drugs in the domestic market, as well. This is evident from a draft proposal of the Government to the stakeholders in June 2015, in this regard.

Blockchain-based public electronic ledgers that can be openly shared among disparate users, creating an unchangeable record of their transactions, with each one time-stamped and linked to the previous one, would be of immense importance for all concerned towards the reliability of medicines in India.

Similarly, as Indian players venture into more complex clinical trials, such as with biosimilars, Blockchain could catapult the narrative on reliability of Indian clinical data to a much higher level of trust.

Blockchain has come to stay:

As I said in the beginning, ‘Blockchain’ technology has started coming to the fore of many discussions and debates, mainly for its critical role in transparent transaction and distribution process of the cryptocurrency – Bitcoin.

December 16, 2017 issue of the Gulf News reported that UAE’s central bank is working on a joint cryptocurrency, based on Blockchain, with its counterpart in Saudi Arabia. Just prior to that, in August 31, 2017 issue of the Financial Times also reported: “Six of the world’s biggest banks have joined a project to create a new form of digital cash that they hope to launch next year for clearing and settling financial transactions over Blockchain, the technology underpinning bitcoin.”

And just this month, we got to know about the combined efforts of Pfizer, Amgen and Sanofi, to use a Blockchain framework for streamlining the process of developing and testing new drugs.

Besides many other industries, even several Governments are envisaging to unleash the transformative potential of Blockchain in various Governance processes. It may include the confidential data procured and used by Governments to confirm the identity or identification of individuals for different purpose, or even to ensure that the country’s election process is transparent and beyond corruption.

An expression of interest on the use of Blockchain by some State Governments in India, gets reflected in what the Chief Minister (CM) of Maharashtra said while inaugurating the Maharashtra Technology Summit (MTECH), jointly organized by FICCI and Govt. of Maharashtra in Mumbai on January 17, 2018.

The CM clearly indicated, as Blockchain can transform the e-governance, the State Governments must start interacting with technology providers to make Public delivery of goods and services transparent. This will reduce the trust deficit between businesses, and citizens with government departments. He admitted, in the space of technology, ‘Blockchain is one level up and it’s not just Internet of Thing, but it is Internet of trust, Internet of values, that can change the entire space of governance’.

Conclusion:

Blockchain may be just a technological component, but, nonetheless, a game changing one. Thus, the good news is, several pharma players are also taking great interest to step into this never ever experienced – and a new kind of digital paradigm.

It is heartening to note that a number of global pharma head honchos, such as of Novartis, Takeda, and several others, are creating a new global position of chief digital officer. GSK, reportedly, is the latest one to initiate similar step.

Indian pharma players, I reckon, can also reap a rich harvest, both tangible and intangible, by putting ‘Blockchain’ technology in place. It may start with building a transparent, incorruptible ‘Track and Trace’ system for medicines, in addition to achieving high degree of international reliability in its clinical trials, especially on biologic drugs.

The benefits built into the Blockchain technology for pharma, apparently, are far too many than perceived constraints to leverage it effectively. Encouragingly, global pharma seems to be keeping an eye on the ball – but what about Indian pharma?

By: Tapan J. Ray  

Disclaimer: The views/opinions expressed in this article are entirely my own, written in my individual and personal capacity. I do not represent any other person or organization for this opinion.

SCM: Embracing Technology For Patients’ Safety

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Supply Chain Management (SCM) in the pharma industry is generally perceived as a logistic function, just in most other industries, involving the distribution of medicines from manufacturing plants, right up to pharma distributors. Thereafter, it becomes the responsibility of the respective distributors to reach these to the wholesalers, who cater to the needs and demand of retail chemists.

In tandem, pharma SCM is also playing a key role in reducing overall cost of drugs, improving the profit margin, and to some extent their affordability to a larger number of patients. This process involves efficient procurement of right products of the right quality, transporting them in the right condition, delivering them at the right location in right time, with optimal inventory carrying cost.

That said, today’s reality demands the SCM to cover much larger space. This calls for taking in its fold even those critical parameters that go beyond the realm of business performance – protecting the health and safety interests of patients, effectively. In that sense, SCM plays a pivotal role pharma business operation, having a potential to make a profound impact in the lives of many, quietly.

Coming out of the cocoon of narrowly defined distribution or logistic functions, pharma SCM, in many countries, has started rediscovering itself, as a multi-dimensional and multi-factorial business necessity, keeping patients within its core focus area, always.

I wrote on ‘The importance of Supply Chain Integrity’ and ‘Maximizing value of a new product launch with an innovative Supply Chain Management System’ in this blog on November 29, 2010 and August 30, 2010, respectively. Thus, in this article, I shall dwell on the role of pharma SCM in ensuring patients’ health and safety, embracing modern technology.

Current concerns:

Gradual transformation of SCM with high-tech interventions is visible now, but in a sporadic way. Speedy development initiatives in this area need to be more inclusive, everywhere. This is a paramount requirement of the pharma business, that has been prompted by serious breaches in the SCM process, affecting patients’ health, safety and security, besides impacting the brand image.

Manifestations of these get reflected in the instances like, availability of substandard and counterfeit drugs, or large product recalls, or quality issues with APIs and excipients escaping SCM scrutiny.

W.H.O says, it’s now all-pervasive:

The availability of substandard and falsified medical products, although is a menace to the society, seems to be all pervasive. The November 2017, Fact Sheet of the World Health Organization (W.H.O) recognizes this fact. The paper categorically states that no country has remained untouched by this issue – from North America and Europe to sub-Saharan Africa, South East Asia, and Latin America. Thus, this hazard, once considered a problem limited to developing and low-income countries, is no longer so.

The leading factors: ‘poor governance and weak technical capacity’:

The W.H.O study titled “Public health and socioeconomic impact of substandard and falsified medical products” released in November 2017 invited rather embarrassing media headlines, such as “India among countries where 10% of drugs are substandard.” Some of the most common medicines consumed in India, such as Combiflam and D-Cold were also found as sub-standard by Central Drugs Standard Control Organization (CDSCO) – as this news item reports.

Commenting on the possible reasons for this menace, W.H.O underscored that such substandard and falsified medical products are most likely to reach patients in 3 important situations. These are, constrained access to high quality and safe medical products, poor governance, and weak technical capacity.

The most important and viable option to effectively address this drug-safety threats is innovative applications of state of the art technology platforms. Many pharma players, are gradually realizing it through experience. Quite in unison, various Governments, India included, are also contemplating to follow the same path. Some nations are enacting robust laws for strict compliance of the remedial measures, as charted out by the respective drug authorities.

Harnessing technology as an enabler:

I reckon, harnessing modern technology will facilitate putting in place a robust ‘Track and Trace’ in the SCM, through product ‘serialization’, to effectively address this menace. As many would know, pharma serialization broadly means that each medicinal product pack will carry a Unique Identifier (UID), that can be tracked and traced till the same reaches the end-user.

The process may start with the key ‘touch points’ of a drug before it reaches the patients, such as suppliers, formulators, carrying and forwarding agents (C&FA) or distributors, wholesalers and retailers. This can be extended backwards, as well, to make the drug-sourcing process safer, which is also of crucial importance.

Leveraging technology for patient safety:

Realizing the importance of drug-safety needs of patients, many drug regulators, even in the developed markets, are leveraging technology as a key enabler in the SCM value chain to effectively address this issue. There are several recent global examples of achieving this specific objective. One such example comes from the top pharma market in the world – the United States.

Where the ‘Track and Trace System’ came as a law:

To ensure greater drug-safety for patients in the country, the oldest democracy of the world decided to introduce the ‘Track and Trace System’ in the SCM process by enacting a robust law. Accordingly, in December 2016, the US-FDA released the final guidance on the implementation of the Drug Supply Chain Security Act (DSCSA).

Under this law an electronic ‘Track and Trace System’, through product ‘serialization’, will be put in place in the United States. As reported in the ‘Pharmacy Times’, DSCSA comes into force to regulate transactions between dispensers, pharmacies, and also among manufacturers, repackagers, wholesale distributors, third-party logistics providers, and trading partners, from November 24, 2017.

Following DSCSA, on June 30, 2017, the agency issued a draft guidance for the industry, titled Product Identifier Requirements Under the Drug Supply Chain Security Act – Compliance Policy. It informed the manufacturers and other supply chain stakeholders that “although manufacturers are to begin including a ‘product identifier’ on prescription drug packages and cases on November 27, 2017, the FDA is delaying enforcement of those requirements until November 2018 to provide manufacturers additional time and avoid supply disruptions.”

The US-FDA explains ‘product identifier’, as follows:

  • A unique identity for individual prescription drug packages and cases, which will allow trading partners to easily trace drug packages as they move through the supply chain.
  • Includes the product’s lot number, expiration date, a national drug code (or NDC), and a serial number. The serial number is different for each package or case. This creates a unique identifier – human and machine readable – to enable product tracing throughout the supply chain and enable all trading partners to better detect illegitimate products within the supply chain.

The US drug regulator clarified that the compliance policy outlined in the draft guidance applies solely to products without a product identifier that are introduced into commerce by a manufacturer between November 27, 2017 and November 26, 2018.

Several other countries also realizing its criticality:

Besides the United States, several other countries are harnessing high technology to make the SCM system more robust to ensure patient safety. Some of these include, EU, South Korea, Brazil and China, South Korea and Argentina. India too has initiated action in this area, but only for exports, as on date. Intriguingly, drug-safety for patients within the country doesn’t seem to be on the ‘must do’ list of the law and policy makers of the country, just yet.

‘Track and Trace’ system in India:

As stated above, the ‘Track and Trace’ system in India for drugs is currently applicable only to pharma exports. By a notification dated January 05, 2016, the Directorate General of Foreign Trade (DGFT) made encoding and printing of unique numbers and bar codes as per GSI Global Standard mandatory. This would cover tertiary, secondary and primary packaging for all pharmaceuticals manufactured in India and exported out of the country to facilitate tracking and tracing.

However, for drugs in the domestic market, although a draft proposal was circulated to the stakeholders in June 2015, but no significant progress has yet been made on its implementation in India.

Conclusion:

Availability of potentially harmful substandard and counterfeit drugs is posing a threat to public health and safety, almost in all countries across the world, with a varying degree, though. The November 2017, Fact Sheet of the World Health Organization (W.H.O) also highlighted this issue with a great concern.

A robust SCM systems, built on modern technological platforms are now receiving encouragement from the Governments in many countries, to contain this menace. Accordingly, lawmakers are formulating tough laws, and the drug regulators are specifying the requirements that need to be built into the pharma SCM mechanism.

Some pharma players, on their own, are further raising this bar, while framing their internal compliance norms for SCM. They realize that besides responding to patients’ health and safety needs, it is necessary for the commercial consideration too, alongside the company’s reputation.

Although, India is included among those countries where 10 percent of drugs are substandard, as the W.H.O reports, no such regulatory mechanism has been made mandatory within the Supply Chain to cover drugs in the domestic market, as yet. Interestingly, the DGFT has made the ‘Track and Trace’ mechanism only for the exporters, probably for patients’ health safety of the importing countries! Neither has the majority of domestic pharma manufacturers voluntarily implemented it, demonstrating ‘Patient-Centricity’.

Making SCM robust, weaving into it the drug-safety needs of patients, is a necessity in India too. When a large number of countries, including BRICS nations, are embracing modern technology to achieve this goal, why isn’t India doing so – intriguing…No…?

By: Tapan J. Ray  

Disclaimer: The views/opinions expressed in this article are entirely my own, written in my individual and personal capacity. I do not represent any other person or organization for this opinion.

 

To avoid “Heparin” like tragedy in future, a robust “supply chain integrity and security” system is of critical importance

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Globally the pharmaceutical industry is going through a metamorphosis. The types of changes that are taking place today globally, perhaps has no precedence..

The key drivers of these changes are mainly the following:

1. A large number of patent expiration hugely impacting the top-line growth
2. Research pipeline is drying-up
3. The cost of bringing a new molecule from the ‘mind to market’ has now touched around U.S$ 1.75 billion
4. Regulatory requirement to get the marketing approval is getting more and more stringent, basically for patients’ safety, making clinical development more expensive and time consuming
5. Cost containment measures of various governments around the world is putting an immense pressure on product price, adversely affecting the profit margin

Strategic measures of enormous significance:

All these are triggering other sets of consequential events of enormous significance. Among those following key corporate strategic measures indeed stand out:

1. More mergers and acquisitions of various sizes and scales to achieve both revenue and cost synergy, with new products and newer types of resources
2. Transformation in the fundamental operating models, e.g. R&D focused companies like Pfizer, GSK, sanofi aventis are extending their business interest to the pharmaceutical generics space
3. Increasing globalization and greater focus on the emerging markets of the world like, Brazil, Russia, India, China, Turkey, Mexico
4. Growing emphasis on partnering, as we see in India, like for example, between Pfizer and Aurobindo, Claris, GSK with Dr. Reddy’s Lab (DRL)
5. Global outsourcing in the ‘Contract Research and Manufacturing Services (CRAMs)’’space, mainly to rationalize costs and deliver the bottom lines, when the top line is under immense pressure.

Demand on all round effectiveness of the “Supply Chain”:
The changing requirements of all types, in sales and marketing, manufacturing and research and development have created a challenging, if not a rather volatile operating environment. In this situation supply chain will increasingly play a key role to ensure that the right product is available at the right place, at the right time, at a right price and following the right process…always.

Outsourcing initiative is not just about cost:
There is at the same time, a new trend emerging for increased outsourcing initiative, especially from countries like India and China. This initiative, which in turn is in the process of making these two countries the key global outsourcing hubs, is definitely not all due to just cost advantages. It encompasses increased integrated value proposition for the customers. Cost is just one of the key factors, others being quality, speed and suppliers’ reliability. Nothing in this value chain is mutually exclusive. Supply Chain will need to go through a set of complex algorithms to strike a right balance between all these vital parameters.

Robust “supply chain integrity and security’ will assume critical importance:
In the days to come by one of the greatest challenges in supply chain management will be to improve the supply chain integrity and security.
An appropriate definition of integrity for supply chains is:

“the requirement that the system performs its intended function in an unimpaired manner, free from deliberate or inadvertent manipulation.”
A safe and secure supply chain is definitely not a new requirement. However, in the list of priority of importance, it has now come up significantly compared to what it was just a few years back.

Are the pharmaceutical companies aligned on this issue?
Though the issue of improving the supply chain integrity and security has now assumed global importance, unfortunately, any uniformity in national regulatory requirements for this vital parameter is glaringly missing. Such a lack of regulatory uniformity clearly highlights that the pharmaceutical companies, engaged in manufacturing, are still not aligned with each other on what will be the right way to ensure absolute integrity, safety and security in the supply chain operating process to guarantee patients’ safety.

RFID is just one component of supply chain integrity:
Globally many Pharmaceutical Companies are getting engaged in improving supply chain integrity, security and patient safety with the introduction RFID. This, as many may know, is an inventory tracking system for improved product traceability, which in turn extends some protection to its customers with genuine products from the genuine pharmaceutical manufacturers. It is worth noting that RFID is just one component of overall patients’ safety initiative.

Suppliers’ qualification process through stringent ‘supplier audit’ is of critical importance:
Along with high tech measures like RFID, to improve supply chain integrity, I reckon, pharmaceutical companies will need to further enhance their respective supplier qualification process.
The process of supplier audits should include all important and critical areas of manufacturing, testing and quality, related to each individual product. Only a stringent supplier qualification process will be able to guarantee integrity, safety and the quality of products from the suppliers.

Heparin tragedy, where the supply chain integrity was grossly violated:
Before I conclude, I would like reinforce my recommendation with the example of Heparin tragedy where the supply chain integrity was violated and seriously challenged thereafter.

In the beginning of 2008, there were media reports on serious adverse drug events, some even fatal, with Heparin, a highly-sulfated glycosaminoglycan of Baxter International. Heparin is widely used as an injectable anticoagulant. Baxter voluntarily recalled almost all their Heparin products in the U.S. Around 80 people died from contaminated Heparin products in the U.S. The US FDA reported that such contaminated Heparin was detected from at least 12 other countries.

A joint investigation conducted by Baxter and the US FDA ascertained that the Heparin used in batches associated with the serious adverse drug events was contaminated with over sulfated chondroitin sulfate (OSCS). It was reported that his Heparin was supplied to Baxter by Scientific Protein Laboratories, Changzhou, China.

The cost of OSCS is just a fraction of the ingredient used in Heparin. Being driven by the criminal profiteering motive the manufacturers in Changzhou, China had reportedly used OSCS for highly-sulfated glycosaminoglycan as the former could not be detected by the pharmacopeia test in use, until 2008. This is because OSCS mimics Heparin in the pharmacopeia test and thus could not be detected in the case in question.
Post this criminal event, at present, all over the world more specific pharmacopeia test methods have been adopted for Heparin.

Conclusion:
Let us all ensure that such a tragedy does not get repeated in future due to a breach in the supply chain integrity, anywhere in the world…for the patients’ sake.
In today’s deliberations I am sure this issue will be touched upon to ponder over the possible implementable steps to address such future threats effectively.

By Tapan Ray

Disclaimer: The views/opinions expressed in this article are entirely my own, written in my individual and personal capacity. I do not represent any other person or organization for this opinion.