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Insilico Medicine is a biotechnology company headquartered in
Boston Boston is the capital and most populous city in the Commonwealth (U.S. state), Commonwealth of Massachusetts in the United States. The city serves as the cultural and Financial centre, financial center of New England, a region of the Northeas ...
,
Massachusetts Massachusetts ( ; ), officially the Commonwealth of Massachusetts, is a U.S. state, state in the New England region of the Northeastern United States. It borders the Atlantic Ocean and the Gulf of Maine to its east, Connecticut and Rhode ...
, with additional facilities in
Pak Shek Kok Pak Shek Kok () is a place in Tai Po District in Hong Kong, located between Ma Liu Shui and Tai Po Kau, close to Cheung Shue Tan and facing Tolo Harbour (Tolo Harbour, Tai Po Hoi). The Kowloon–Canton Railway, Tolo Highway, Hong Kong Science P ...
,
Hong Kong Hong Kong)., Legally Hong Kong, China in international treaties and organizations. is a special administrative region of China. With 7.5 million residents in a territory, Hong Kong is the fourth most densely populated region in the wor ...
in
Hong Kong Science Park The Hong Kong Science Park (HKSTP; ) is a science park in Pak Shek Kok, New Territories, Hong Kong. It sits on the Tolo Harbour waterfront, near the Chinese University of Hong Kong. The park is administered by the Hong Kong Science and Technolo ...
near the
Chinese University of Hong Kong The Chinese University of Hong Kong (CUHK) is a public university, public research university in Sha Tin, New Territories, Hong Kong. Established in 1963 as a federation of three university college, collegesChung Chi College, New Asia Coll ...
, and in
New York New York most commonly refers to: * New York (state), a state in the northeastern United States * New York City, the most populous city in the United States, located in the state of New York New York may also refer to: Places United Kingdom * ...
, at The Cure by Deerfield. The company combines
genomics Genomics is an interdisciplinary field of molecular biology focusing on the structure, function, evolution, mapping, and editing of genomes. A genome is an organism's complete set of DNA, including all of its genes as well as its hierarchical, ...
,
big data analysis Big data primarily refers to data sets that are too large or complex to be dealt with by traditional data-processing software. Data with many entries (rows) offer greater statistical power, while data with higher complexity (more attributes or ...
, and
deep learning Deep learning is a subset of machine learning that focuses on utilizing multilayered neural networks to perform tasks such as classification, regression, and representation learning. The field takes inspiration from biological neuroscience a ...
for
in silico In biology and other experimental sciences, an ''in silico'' experiment is one performed on a computer or via computer simulation software. The phrase is pseudo-Latin for 'in silicon' (correct ), referring to silicon in computer chips. It was c ...
drug discovery In the fields of medicine, biotechnology, and pharmacology, drug discovery is the process by which new candidate medications are discovered. Historically, drugs were discovered by identifying the active ingredient from traditional remedies or ...
.


History

In 2011, Alex Zhavoronkov published an article in the journal '' PLOS One'' with Dr.
Charles Cantor Charles R. Cantor (born August 26, 1942 in Brooklyn) is an American molecular geneticist who, in conjunction with David Schwartz, developed pulse field gel electrophoresis for very large DNA molecules. Cantor's three-volume book ''Biophysical ...
, previously director of the Human Genome Project at the Department of Energy (DOE) and founder of Sequenom on the International Aging Research Portfolio (IARP), establishing a public data set tracking government research funding and outcomes. This work formed the basis for an
artificial intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
(AI) pharmacological analysis platform. Zhavoronkov assertedly founded Insilico Medicine in 2014, as an alternative to
animal testing Animal testing, also known as animal experimentation, animal research, and ''in vivo'' testing, is the use of animals, as model organisms, in experiments that seek answers to scientific and medical questions. This approach can be contrasted ...
for research and development programs in the pharmaceutical industry, using AI and deep-learning techniques to analyze how a compound will affect cells and what drugs can be used to treat the cells in addition to possible side effects. Through its ''Pharma.AI'' division, the company provides
machine learning Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of Computational statistics, statistical algorithms that can learn from data and generalise to unseen data, and thus perform Task ( ...
services to different pharmaceutical, biotechnology, and skin care companies. Insilico is known for hiring mainly through
hackathon A hackathon (also known as a hack day, hackfest, datathon or codefest; a portmanteau of '' hacking'' and ''marathon'') is an event where people engage in rapid and collaborative engineering over a relatively short period of time such as 24 or 48 h ...
s such as their own MolHack online hackathon. The company has multiple collaborations in the applications of next-generation artificial intelligence technologies such as the
generative adversarial networks A generative adversarial network (GAN) is a class of machine learning frameworks and a prominent framework for approaching generative artificial intelligence. The concept was initially developed by Ian Goodfellow and his colleagues in June ...
(GANs) and
reinforcement learning Reinforcement learning (RL) is an interdisciplinary area of machine learning and optimal control concerned with how an intelligent agent should take actions in a dynamic environment in order to maximize a reward signal. Reinforcement learnin ...
to the generation of novel molecular structures with desired properties. In 2016, Insilico published an algorithm that it called the "Insilico Pathway Activation Network Decomposition Analysis" or "iPANDA" algorithm, asserted to allow researchers "to quickly and efficiently analyze signaling and metabolic pathway perturbation states using gene expression data". In conjunction with Alan Aspuru-Guzik's group at Harvard, they published a journal article about an improved architecture for molecular generation which combines GANs,
reinforcement learning Reinforcement learning (RL) is an interdisciplinary area of machine learning and optimal control concerned with how an intelligent agent should take actions in a dynamic environment in order to maximize a reward signal. Reinforcement learnin ...
, and a
differentiable neural computer In artificial intelligence, a differentiable neural computer (DNC) is a memory augmented artificial neural network, neural network architecture (MANN), which is typically (but not by definition) recurrent in its implementation. The model was publ ...
. In 2017, Insilico was named one of the Top five AI companies by
NVIDIA Nvidia Corporation ( ) is an American multinational corporation and technology company headquartered in Santa Clara, California, and incorporated in Delaware. Founded in 1993 by Jensen Huang (president and CEO), Chris Malachowsky, and Curti ...
for its potential for social impact. Insilico has resources in Belgium, Russia, and the UK and hires talent through
hackathon A hackathon (also known as a hack day, hackfest, datathon or codefest; a portmanteau of '' hacking'' and ''marathon'') is an event where people engage in rapid and collaborative engineering over a relatively short period of time such as 24 or 48 h ...
s and other local competitions. By mid-2017, Insilico had raised $8.26 million in funding from investors including Deep Knowledge Ventures, JHU A-Level Capital,
Jim Mellon James Mellon (born February 1957) is a British businessman. Early life James Mellon was born in February 1957 in Edinburgh, Scotland. His father was the former diplomat, Sir James Mellon, who was High Commissioner to Ghana (1978–1983), Amba ...
, and Juvenescence. In 2019 it raised another $37 million from
Fidelity Investments Fidelity Investments, formerly known as Fidelity Management & Research (FMR), owned by FMR LLC and headquartered in Boston, Massachusetts, provides financial services. Established in 1946, the company is one of the largest asset managers in the ...
, Eight Roads Ventures,
Qiming Venture Partners Qiming Venture Partners (Qiming; ) is a China-based venture capital firm. It primarily invests in technology, Internet and healthcare-related companies across China. It is an early investor in ByteDance, Xiaomi, Meituan, and Bilibili. According ...
,
WuXi AppTec WuXi AppTec (WuXi is pronounced as ''Wu-shee'') is a global pharmaceutical, biopharmaceutical, and medical device company. History WuXi PharmaTech was founded in December 2000 in Shanghai by organic chemist Ge Li. The company opened chemistry ...
,
Baidu Baidu, Inc. ( ; ) is a Chinese multinational technology company specializing in Internet services and artificial intelligence. It holds a dominant position in China's search engine market (via Baidu Search), and provides a wide variety of o ...
, Sinovation, Lilly Asia Ventures, Pavilion Capital, BOLD Capital, and other investors. The company "focused exclusively on drug discovery until 2019 when it began developing its own therapeutics". In January 2021, Insilico entered into a partnership with
Fosun Pharma Shanghai Fosun Pharmaceutical (Group) Co., Ltd. (trade name: Fosun Pharma) is a Chinese pharmaceutical company. It is mostly owned by Fosun International. the A shares of the company is a constituent of SSE 180 Index as well as its sub-index ...
, to facilitate entry into the Chinese market. Later in 2021 after developing a novel preclinical candidate molecule for a novel target, the company announced a series C $255 million megaround from
Warburg Pincus Warburg Pincus LLC is a global private equity firm, headquartered in New York City, with offices in the United States, Europe, Brazil, China, Southeast Asia and India. Warburg has been a private equity investor since 1966. As of April 2024 the f ...
,
Sequoia Capital Sequoia Capital Operations, LLC is an American venture capital firm headquartered in Menlo Park, California, specializing in seed stage, early stage, and growth stage investments in private companies across technology sectors. the firm had appro ...
,
Orbimed OrbiMed (OrbiMed Advisors) is an American investment firm based in New York City, United States. It is focused on making public and private investments in the Healthcare and Biotechnology industries. OrbiMed is considered one of the world's large ...
,
Mirae Asset Financial Group Mirae Asset Financial Group () is a South Korean multinational financial services company headquartered in Seoul, South Korea. Mirae Asset provides comprehensive financial services including asset management, wealth management, investment bankin ...
, and over 25 biotechnology, AI, and pharmaceutical investors. By mid-2021, it claimed to have nominated eight preclinical candidates. Another $60 million in new Series D financing was raised in 2022. it was reported that over $400 million had been invested in the company. In 2023, Zhavoronkov stated that he "moved the company's R&D to China to capitalize on 'half a trillion dollars' worth of infrastructure and hundreds of thousands of scientists rovided by the governmentto enable AI-designed drugs".Raiany Romanni,
Want to live to 150? The world needs more humans
, ''
The Boston Globe ''The Boston Globe,'' also known locally as ''the Globe'', is an American daily newspaper founded and based in Boston, Massachusetts. The newspaper has won a total of 27 Pulitzer Prizes. ''The Boston Globe'' is the oldest and largest daily new ...
'' (2 April 2023), p. K1, K5.
In mid-2024, it was reported that the corporate headquarters had relocated to
Boston Boston is the capital and most populous city in the Commonwealth (U.S. state), Commonwealth of Massachusetts in the United States. The city serves as the cultural and Financial centre, financial center of New England, a region of the Northeas ...
,
Massachusetts Massachusetts ( ; ), officially the Commonwealth of Massachusetts, is a U.S. state, state in the New England region of the Northeastern United States. It borders the Atlantic Ocean and the Gulf of Maine to its east, Connecticut and Rhode ...
. In November 2024, Insilico was named one of the top 50 AI innovators by ''
Fortune Fortune may refer to: General * Fortuna or Fortune, the Roman goddess of luck * Luck * Wealth * Fate * Fortune, a prediction made in fortune-telling * Fortune, in a fortune cookie Arts and entertainment Film and television * ''The Fortune'' (19 ...
'' magazine.


Research

The company "applies DL, big data, and genomis for in silico drug discovery" for various conditions. It has sought to develop AI to "identify novel drug targets for untreated diseases", and has pursued dual-purpose therapeutics, "going after a specific disease or several diseases while targeting ageing at the same time". In 2019, the company in partnership with researchers at the
University of Toronto The University of Toronto (UToronto or U of T) is a public university, public research university whose main campus is located on the grounds that surround Queen's Park (Toronto), Queen's Park in Toronto, Ontario, Canada. It was founded by ...
, used AI to design potential new drugs. One was reported to have shown promising initial results when tested in mice. Research areas for therapeutics have included fibrosis, immunology, oncology and the central nervous system. To demonstrate the capacity of their proprietary AI platforms, the company published two projects on identifying therapeutic targets for
ageing Ageing (or aging in American English) is the process of becoming older until death. The term refers mainly to humans, many other animals, and fungi; whereas for example, bacteria, perennial plants and some simple animals are potentially biol ...
and
amyotrophic lateral sclerosis Amyotrophic lateral sclerosis (ALS), also known as motor neuron disease (MND) or—in the United States—Lou Gehrig's disease (LGD), is a rare, Terminal illness, terminal neurodegenerative disease, neurodegenerative disorder that results i ...
in 29 March and 28 June 2022, respectively. The company has collaborated with scientists at the
University of Chicago The University of Chicago (UChicago, Chicago, or UChi) is a Private university, private research university in Chicago, Illinois, United States. Its main campus is in the Hyde Park, Chicago, Hyde Park neighborhood on Chicago's South Side, Chic ...
,
George Mason University George Mason University (GMU) is a Public university, public research university in Fairfax County, Virginia, United States. Located in Northern Virginia near Washington, D.C., the university is named in honor of George Mason, a Founding Father ...
, and
University of Liverpool The University of Liverpool (abbreviated UOL) is a Public university, public research university in Liverpool, England. Founded in 1881 as University College Liverpool, Victoria University (United Kingdom), Victoria University, it received Ro ...
, focusing on ageing. For ALS, the company worked with researchers from Answer ALS,
Johns Hopkins University School of Medicine The Johns Hopkins University School of Medicine (JHUSOM) is the medical school of Johns Hopkins University, a Private university, private research university in Baltimore, Maryland. Established in 1893 following the construction of the Johns Ho ...
,
Harvard Medical School Harvard Medical School (HMS) is the medical school of Harvard University and is located in the Longwood Medical and Academic Area, Longwood Medical Area in Boston, Massachusetts. Founded in 1782, HMS is the third oldest medical school in the Un ...
,
Mayo Clinic Mayo Clinic () is a Nonprofit organization, private American Academic health science centre, academic Medical centers in the United States, medical center focused on integrated health care, healthcare, Mayo Clinic College of Medicine and Science ...
,
Tsinghua University Tsinghua University (THU) is a public university in Haidian, Beijing, China. It is affiliated with and funded by the Ministry of Education of China. The university is part of Project 211, Project 985, and the Double First-Class Constructio ...
, and 4B Technologies Limited. In 2023, it was reported that Insilico had initiated "one of the first mid-stage human trials of a drug discovered and designed by artificial intelligence". Outside of human drugs, in 2021 the company partnered with Swiss company
Syngenta Syngenta Global AG is a global agricultural technology company headquartered in Basel, Switzerland. It primarily covers crop protection and seeds for farmers. Syngenta is part of the Syngenta Group, entirely owned by Sinochem, a Chinese state ...
weedkillers.Andrew Noël and Agnieszka de Sousa,
AI is becoming a weapon in the battle against pests
, ''Owensboro Messenger-Inquirer'' (via
Bloomberg News Bloomberg News (originally Bloomberg Business News) is an international news agency headquartered in New York City and a division of Bloomberg L.P. Content produced by Bloomberg News is disseminated through Bloomberg Terminals, Bloomberg T ...
, 7 February 2021), p. A5.


References

{{Reflist


External links

*Deborah Borfitz,
Insilico Medicine’s AI-Driven Platform Pushes The Envelope Of Drug Discovery
, ''Bio-IT World'' (15 December 2022). Biotechnology companies of Hong Kong Drug discovery companies Biogerontology organizations Life extension organizations Organizations established in 2014 Warburg Pincus companies