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A novel method, based on differential calculus, was used to calculate the maximum potential error associated with the drug concentration in pharmaceutical mixtures composed of an infinite number of ingredients measured on an infinite number of balances with different sensitivities. The method was further applied to calculate the ingredients’ least allowable quantities. This approach ensures that the pharmaceutical formulation is prepared within a given maximum permissible error in drug dose.

Error Assessment of Drug Concentration in Multicomponent Pharmaceutical Mixtures

*Editor's note: article updated on March 3, 2025 to fix typographical errors.

Following a long road to success with antibody-drug conjugates (ADCs), developers today are seeing regulatory approvals for ADCs as a more common occurrence. Better success in the current environment is largely due to technology improvements that have helped minimize risk and enhance therapeutic efficacy for these complicated drugs. However, the manufacturing of ADCs remains a complex process, involving requirements for both the large-molecule and small-molecule components. The linker technology joining the two pieces also has its own requirements. Because of their manufacturing complexity, ADC development and production increasingly requires outsourcing services.

Three major challenges for drug developers trying to bring ADCs to market include lack of capacity, lack of expertise in scaling up, and the complexity of the supply chain, notes Christian Morello, vice-president and head of the Bioconjugates Business Unit at Lonza.

In looking at the overall dynamic of innovation in the ADC space, the majority of innovation is coming from small biotech companies, and those companies are not necessarily well equipped with the internal capacity to produce the product, Morello points out. “There is also a lack of knowledge about the industrialization and the scale up of ADCs,” he says. “And [there is also] the complexity of the supply chain; Indeed [we] within the bioconjugate field, we are bringing different pieces, like a puzzle, to produce the drug substance. It implies [much] complexity [and requires] management of different sourcing in order to make it happen.”

These challenges are what ADC developers have to face and overcome to produce clinical supply or commercial supply, Morello emphasizes. “This is where CDMOs [contract development and manufacturing organizations] bring a lot of benefit, because we have [experience with] different modalities. [Especially at Lonza,] we’re totally integrated, so we offer fully integrated services to make it happen and to accelerate [the developer’s] path to commercialization,” Morello says.

ADCs have unique manufacturing requirements, which is part of their complexity. “With ADC specificity, we are merging two worlds,” explains Morello. “We are merging the water and the solvent, the biologic and the chemistry. So, with this integration of two worlds, it requires specific skills.” Morello also cautions carefulness when dealing with the risks associated with the chemistry involved in ADC manufacture. “You need to take care about potential explosion or flammable risk associated [with] the chemistry, but you also need to take care about the potential contamination due to microbes if you’re not working with adequate procedure for clean environment. So, the operating model is very specific.”

The science of ADCs has evolved significantly over the past 20 years, Morello also points out. Many improvements can be seen in the carrier component (protein or peptide), the linker component, and the payload, all of which makes the conjugation technology more complex.

“There have been a lot of new developments in terms of conjugation and linker technologies,” agrees Nicolas Camper, senior director, Bioconjugation, at Abzena. “There is a definitive move towards site-specific conjugation technologies and away from stochastic conjugation approaches that allows [us] to prepare better-defined antibody-[drug] conjugates,” he says.

Camper also points out another new development that he’s observed over the past few years, which is that linker technology is becoming more sophisticated. “Quite often, when you conjugate cytotoxic drugs, they are quite hydrophobic, and that can impact the performance of your ADC. So, there has been a lot of effort put into developing more hydrophilic linkers,” he explains.

Another noticeable advancement has been in the development of branch linkers. These branch linkers give some options for preparing the ADC and modulating the drug loading. “[T]hat is something relatively new and should have an impact on the performance of ADCs and ultimately result in better ADCs and more programs,” he says.

Technological gaps are one area of unmet need in the ADC space. In Lonza’s case, the CDMO realized it needed a certain technology that would be valuable to its customers, which prompted it to acquire the Netherlands-based Synaffix in 2023 (1). Morello explains that the technology Synaffix brings offers a new way to do the conjugation “where we are connecting the linker at the glycan location on the mAb.”

“That is something that no one else has,” Morello emphasizes. This technology specifically addresses the challenge of how to manage the number of linkers and payload that can be connected to the carrier, the mAb. “So, it brings some solution to address the needs the customer has,” he says.

Morello also notes that Lonza is following the evolution of conjugation technology day-to-day to be able to capture new technologies and bring the best solutions to customers. “We have also created a toolbox [where we] identify very innovative companies/technology outside, bring them into the [Lonza] network, and identify where the customer may require this type of support, and then facilitating, connecting this technology at an early stage,” Morello states.

“When it is confirmed that [a] molecule is really interesting … then [we use] our ability to … master this very breakthrough technology [and bring it] into an industrial and GMP [good manufacturing practice] environment and to scale up this technology to support Phase I, Phase II, or Phase III [development], and then, later on, [scale up to] the commercialization of the drug,” Morello says.

ADC development has a robust future with much potential. Camper points out an important aspect currently driving ADC development: diversification. “I think that we’ve seen a lot of diversification. That’s a key word. The increased diversity can be noticed in the targeting moiety. Smaller targeting fragments, which allow for better penetration into the tumors, are being developed as targeting moieties; that can be nanobodies or fat fragments,” he explains.

“There is also diversity which is encompassed in the use of bispecific antibodies. They allow for targeting more selectively cancer cells,” Camper says. Camper also notes that there is a lot of diversity today in the payloads. “Traditionally, they were cytotoxic payloads, but, now, people are revisiting all potent small molecules, such as potent kinase inhibitors or payloads that have radically different mechanisms of action, such as molecular glues or PROTACs [proteolysis-targeting chimeras].”

Camper additionally observes how, in the past few years, there has been development of bioconjugates outside the area of oncology. “There are lots of antibody-drug conjugates being developed for the treatment of inflammation, for instance, or—something which is extremely hot at the moment—the development of antibody oligonucleotide conjugates for the treatment of genetic disorders,” he states. “Having access to more complex and linked payloads and conjugation technologies—more advanced conjugation technologies—that definitely results in better therapeutic profiles for antibody-drug conjugates, and we’ll see more and more of those in the future.”

“The technology is now at the level of maturity that enable a lot of different things,” adds Morello. For instance, going back to Lonza’s Synaffix acquisition, Synaffix presents another type of linker technology in which the developer can define how many payloads it wants to have per mAb. “That is another possibility that will enable [the developer] to fine tune the benefits/risk ratio for the patient,” Morello states. “We can see [that] today for some cytotoxic compounds for oncology, for sure, but we also have radiolabeled compounds to facilitate diagnosis. [This is] also oncology treatment, but with a different approach.”

“We have nucleotide and mRNA [messenger RNA] that are more and more used for some applications. We have polysaccharides that are also used as a vaccine. So, the applications associated with bioconjugation is much broader than it was in the past,” Morello says.

In addition, Morello points out, when looking at the overall portfolio of clinical trials that are ongoing in the bioconjugates field, half of them is associated with oncology applications and the other half is associated with non-oncology products. The ability to tackle different type of disease is one clear direction where ADC development is heading. Another area is having the ability to improve the benefits/risk ratio to decrease side effects, particularly in oncology, while increasing efficiency. Being able to target a specific ratio of linker to payload to mAb is also an interesting area, he adds. 

“Last but not least is the ability to simplify the process, again, through more integration,” Morello states. “We will need to accelerate the time to market and will accelerate, as well, the time to commercialization.”

1. Lonza. Lonza to Acquire Synaffix and Strengthen Antibody-Drug Conjugates Offering. Press Release. June 1, 2023.

®
Vol. 49, No. 1
January/February 2025
Pages: 29–30

When referring to this article, please cite it as Mirasol, F. Advancing ADCs to the Next Level. 

CDMOs who have integrated technologies can help further the advancement of ADC development.

Advancing ADCs to the Next Level

Nicolas Camper, senior director—Bioconjugation Chemistry, Abzena, discussed new advancements in ADC technologies, including the role of complex chemistries.

CPHI Milan 2024: New Developments in ADC Technologies

*Editor's note: updated on March 3, 2025 to fix typographical error.

spoke with Nicolas Camper, senior director—Bioconjugation Chemistry at Abzena during CPHI Milan. Camper discussed the advancements in conjugation and linker technologies in antibody-drug conjugate (ADC) development and manufacturing. 

“There have been a lot of new developments in terms of conjugation and linker technologies. There is a definitive move towards site-specific conjugation technologies and away from stochastic conjugation approaches that allows [us] to prepare better-defined antibody-[drug] conjugates,” Camper said.

Another new development that has been observed over the past few years is that linkers are becoming more sophisticated. “Quite often, when you conjugate cytotoxic drugs, they are quite hydrophobic, and that can impact the performance of your ADC. So, there has been a lot of effort put into developing more hydrophilic linkers,” he noted.

Finally, another noticeable advancement in this area has been the development of branch linkers. Branch linkers give some options to prepare ADCs and modulate the drug loading, Camper explained. “[T]hat is something relatively new and should have an impact on the performance of ADCs and ultimately result in better ADCs and more programs,” he stated.

In his role at Abzena, Camper has scientific oversight of the group’s R&D activities focusing on ADC design and developability for external clients. His responsibilities involve technical management of pre-clinical ADC development projects from discovery stage to lead candidate selection. The group has expertise in synthetic chemistry, assembling linker-payloads, conjugation of the linker-payload to various types of protein carriers (primarily antibodies), and analysis of these bioconjugates.

Attendees can visit Abzena at Booth 18H11. CPHI Milan is being held from Oct. 8–10, 2024 in Milan, Italy.

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This story has been updated to include a comment by Glenn Wright, president and CEO of the Parenteral Drug Association.

An email communication, dated Jan. 10, 2025, released by FDA’s Center for Drug Evaluation and Research (CDER), announced the retirement of CDER Director, Patrizia Cavazzoni, effective January 18.

Cavazzoni joined FDA in 2018 as deputy director of operations in CDER and also served as acting principal deputy commissioner of Food and Drugs briefly in 2019. She was made director of CDER in 2021. Prior to working with FDA, Cavazzoni spent several years working in the pharmaceutical industry in the areas of clinical development, regulatory affairs, and safety risk management (1).

In a letter to her CDER colleagues announcing her retirement, Cavazzoni praised her team for how it handled the COVID-19 pandemic and the growth the center has shown in her years as director (2).

“While I could spend a lot of time enumerating our achievements, I want to highlight our biggest success: our people and our culture,” Cavazzoni said in the letter. “As I leave CDER, I can say with confidence that the Center is at its strongest. We have hired and retained record numbers of the best scientists and professionals. We have built a cohort of world-class managers and executives who are solidly at the helm of our organization and will continue to lead CDER. And most important of all, we created a culture that fosters respect for one another, inclusion, accountability, and diversity of thought and life experience. Our culture is what makes us strong and resilient, and it’s the foundation of what we have accomplished and will accomplish in the future.”

As of the time this article was written, FDA has not yet announced a replacement for Cavazzoni. Her predecessor, Janet Woodcock, was CDER director from 1994 to 2004 and then again from 2007 to 2021 (3).

®, Glenn Wright, president and CEO of the Parenteral Drug Association (PDA), said the following about Cavazzoni's retirement: 

“On behalf of PDA and our many industry members worldwide I thank Dr. Cavazzoni for her work as the CDER Center Director within FDA. Her efforts to move the industry and FDA forward to better serve patients is much appreciated. Communication between FDA and Industry is an essential part of ensuring expectations are well understood and concerns and issues raised. Her openness, and that of the Center she leads, to meet with Industry on topics of importance, speak at conferences and attend stakeholder meetings has been very helpful in this rapidly changing world.”

FDA. Patrizia Cavazzoni, M.D., Director–Center for Drug Evaluation and Research. FDA.gov. April 12, 2021. 

https://www.fda.gov/about-fda/center-drug-evaluation-and-research-cder/patrizia-cavazzoni

CDER Trade Press. CDER Director Patrizia Cavazzoni to Retire from FDA. Email Correspondence. Jan. 10, 2025.

FDA. Janet Woodcock, M.D. FDA.gov. Feb. 1, 2024. 

https://www.fda.gov/about-fda/fda-organization/janet-woodcock

Patrizia Cavazzoni, director of FDA’s Center for Drug Evaluation and Research, has announced her retirement from the agency.

Cavazzoni Retires as CDER Director

Experts in cell and gene therapy weigh in on hot topics in a quick-hitting buy, sell, hold format before expanding their thoughts on complex questions. 

Buy, Sell, Hold: Cell and Gene Therapy - Part 1

 is a rapid-fire expert panel covering a single topic, such as lipid nanoparticle delivery, supply chain resilience, 

 (CGT), or aseptic filling. Panelists first respond to quick-hit questions with a buy, sell, hold format before being allotted more time to share more considerate responses to complex topics.

While finance and investment perspectives flavor the discussion, science and pragmatism are the main ingredients driving these dynamic panel discussions.

“Episode 1: Cell and Gene Therapy” features the expertise of Fabian Gerlinghaus, co-founder and chief executive officer of Cellares; Dr. Claudia Zylberberg, board chair and co-founder of Arscience Biotherapeutics, and board chair and co-founder of Akron Biosciences; and Benjamin McLeod, director, Cell & Gene Therapy Segment, at NanoMosaic.

In the first 2 segments, the panelists share quick thoughts on CGT topics, including: The merits of focusing on orphan diseases; training new staff versus re-training existing staff; machine learning, artificial intelligence, and quantum computing; existing supply chain functioning; government investment into CGT; using traditional CDMOs for CGT production; facility retrofits for CGT; and CGTs as first-line treatment.

In the final segment, panelists had up to two minutes each to weigh the advantages and disadvantages of gene editing (CRISPR), gene augmentation, and gene-silencing approaches. Panelists also discussed their technology or engineering wish lists, as well as how to best to sync up regulations to current technology progress. Lastly, they exchanged ideas about the key missing piece(s) to lowering cost and improving accessibility.

Click here for more episodes of Buy, Sell, Hold

Fabian Gerlinghaus, Co-Founder and CEO, Cellares

Fabian Gerlinghaus is Co-Founder and Chief Executive Officer of Cellares. He is driven by a strong sense of purpose and is passionate about building the future of cell therapy manufacturing. With 10+ years of experience as an innovator and a leader, Fabian has established a track record of assembling top-performing teams to successfully drive novel bioprocessing technologies from ideation to commercial readiness. Prior to co-founding Cellares, Fabian served as Chief Innovation Officer at Synthego, where he co-invented the company’s proprietary RNA synthesizer technology and helped grow the company from five to more than 230 employees. He successfully led the interdisciplinary team that took synthesizer technology from whiteboard sketch to production-ready instruments within two years, enabling the company to be the first to market with its CRISPR/Cas9 product portfolio. He earned a master’s degree in aerospace engineering from the Technical University of Munich, and an honors degree in technology management from the Center for Digital Technology and Management, Munich

Dr. Claudia Zylberberg, Board Chair and Co-Founder Arscience Biotherapeutics, Board Chair and Co-Founder Akron Biosciences

With over 30 years of experience in the regenerative medicine industry, Dr. Zylberberg has established herself as a leader in her field. For nearly 15 years, she led Akron Bio as its founder and CEO with leadership, foresight, and expertise in advanced therapies manufacturing. Her passion for pushing the industry forward in the development and commercialization of safe novel therapies also led her to co-found the Standards Coordinating Body and serve as an active member of numerous industry boards and advisory committees. Claudia co-founded AssureImmune, an adult stem cell bank, and worked with Nabi Pharmaceuticals, specializing in human plasma-derived products. Her experience in product development and protein manufacturing was instrumental in the development of key materials to accelerate the regenerative medicine industry. She holds numerous patents and developed several patent-pending platform technologies in cryopreservation, novel formulations, and others. Claudia received her PhD from the University of Buenos Aires, where she studied Immunology, and conducted her doctoral research at the University of British Columbia. She also authored a children’s book called You’re Full of Genes to introduce the younger generation to genetics. Claudia is a member of the Forum on Regenerative Medicine at the National Academies of Sciences, Engineering, and Medicine.

Benjamin McLeod, Director, Cell & Gene Therapy Segment, NanoMosaic

Currently Benjamin helps many related researchers become more familiar with CGT concepts by translating complex processes into digestible bites on social media platforms such as LinkedIn and X. At OmniaBio he was product manager, collaborating with technical stakeholders to develop clear and actionable messaging around OmniaBio’s manufacturing services. At Virica Biotech he was Technical Lead, for a company whose viral sensitizer technology, increased viral yield in manufacturing, and potency in viral therapeutic products.

Cell and gene therapy experts Fabian Gerlinghaus, Dr. Claudia Zylberberg, and Benjamin McLeod weigh in on hot topics in CGT. 

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On Sept. 6, 2024, CPHI Milan announced the finalists for the 2024 CPHI Pharma Awards. The ceremony will be held on the event’s opening evening at the CPHI Celebration. CPHI Milan will run October 8–10, 2024. 

A key feature of the CPHI Celebration, the awards ceremony spans 14 categories and celebrates excellence and innovation in the pharmaceutical industry. The 2024 awards highlight two new categories: a new "Woman of the Year" award and a new "Future Leader" award.

The Woman of the Year award honors women leaders who inspire colleagues, champion diversity and inclusion, and advocate for industry progression. Nominees are evaluated based on leadership ability, collaboration skills, and ability to create opportunities for women while challenging the status quo. The Future Leader award recognizes rising stars who are under 35 years of age and who have at least five years of experience in pharma, biopharma, or academic institutions. The award commends those who bring fresh perspectives to the table, manage teams effectively, and introduce innovative ideas. The winners of this award are marked as the future leaders who are anticipated to shape the pharmaceutical industry with dedication and vision.

The shortlist for this year’s awards includes the following:

ProPharma Group/PBL for the Cell Factory Box (CF Box)

Haemopharm Healthcare s.r.l for RIGENERA, an innovative tissue regenerating technology

Akums Drugs and Pharmaceuticals for hydroxyurea oral suspension, the first room temperature-stable drug, according to CPHI’s press release

Merck/Millipore Sigma for the Benzonase Salt Tolerant endonuclease and Emprove Expert raw and starting materials chemical portfolio

AustinPx for its KinetiSol Technology, used for improving bioavailability of poorly soluble drugs

Single Use Support for the RoSS.FILL CGT, a fully automated filling and filtration system that enables automated aliquoting of small volumes at highest accuracy

Thermo Fisher Scientific for leveraging artificial intelligence (AI) to accelerate clinical trials for large pharma

Blynksolve for the Blynksolve Digital Knowledge Twin

Ministry of Industry and Mineral Resources, Kingdom of Saudi Arabia for its Pharmaceutical Industrial Strategy Acceleration Process.

Dr. Reddy’s Laboratories for its development of a drug substance process using flow chemistry and design of a continuous manufacturing plant

Teva api for the Ozonolysis in Flow, a green and safe alternative to heavy metal-catalyzed cleavage of the carbon–carbon double bond on an industrial scale

LEON and Team Consulting for the NANOme Benchtop system, used for personalized therapies

Enzymaster for (S)-4-phenyl-oxazolidinone

Lonza for the Lonza AI-Enabled Route Scouting Service.

Thermo Fisher Scientific for its efforts in revolutionizing vaccine logistics, shelf-life, and wastage with fridge-free innovation

Unistraw Corp. for the UniLayer Straw Delivery System

Lonza for Capsugel Enprotect Size 9 capsule for pre-clinical studies

Lubrizol Life Science Health (LLS Health) for Apinovex Polymers, used for enhancing oral solubility.

Axom Solution SA for its Automated Visual Inspection Station

FABRX for its Revolutionising Care for Children: Personalized 3D Printed Medicines

Teva api for its Advanced AI Optimization for API Production

RheaVita for the RheaLyo GMP-Flex continuous freeze-dryer

Catalent Cell & Gene Therapy for the UpTempo CAR-T Cell Therapy Platform Process.

The 2024 CPHI Pharma Awards comprise finalists spanning 14 categories and includes awards for future leaders, women of the year, and an “at the heart of pharma” category.

Michalakis Savva

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