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Global Live Cell Imaging Market Report (2022 to 2027) – Deep Learning & Artificial Intelligence Enhance Live-Cell Imaging Techniques Presents Opportunities

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Dublin, Oct. 17, 2022 (GLOBE NEWSWIRE) — The “Live Cell Imaging Market – Global Outlook & Forecast Market 2022-2027” report has been added to ResearchAndMarkets.com’s offering.

Live cell imaging is one of the popular techniques for studying live cells and investigating the biological processes in real-time. It utilizes time-lapse microscopy and careful preparation of living cell environments that have made it easier to observe cell-to-cell interactions and study the behavior of single cells and related changes within the cell. In 2021, North America accounted for the highest share of the global live cell imaging market.

Live cell imaging has revolutionized studying cells, processes, and molecular interactions. Imaging techniques for living cells allow scientists to study cell structures and processes in real-time and over time. Such factors have significantly impacted the growth of the market. A few of the most widespread applications include examining the structural components of a cell, the dynamic studying processes, and the localization of molecules.

Market Trends and Drivers

Rising Target Patient Population

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Live cell imaging is a vital tool in the study of cancer biology. Although high-resolution imaging is indispensable for studying genetic and cell signaling changes in underlying cancer, live cell imaging is essential for a deeper understanding of the function and disease mechanisms.

Around 400,000 children develop cancer every year. Developed and emerging countries are facing the burden of communicable diseases. Most developing countries get exposed due to several factors that include demographic, socio-economic, and geographic conditions. Hence, the growing number of deaths and chronic conditions drive the live cell imaging market.

Deep Learning & Artificial Intelligence

The role of Artificial intelligence (AI) in life science is rapidly expanding and holds great potential for microscopy. In the past, the power of microscopy for supporting or disproving scientific hypotheses got limited by scale, and the time associated with quantifying, capturing, and analyzing large numbers of images was often prohibitive. Recently,

AI has made fast inroads into many scientific fields and the world of microscopy. AI-based self-learning microscopy shows the potential to produce high throughput image analysis that is more effortless and less time-consuming. Newer AI technology allows better visualization of unlabeled live cells over a prolonged period.

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Increase in Funding for Cell & Gene Therapy

The demand for regenerative medicine has increased across developed countries, and investments in cell & gene therapy have grown drastically in recent years. The public and private sectors are at the forefront of funding cell and gene therapy developers.

Recently, many government organizations and private firms have started funding many biotech start-ups and research institutes that invest in the R&D of cell and gene therapy products. According to the Alliance for Regenerative Medicines, there was a 164% jump in funding for cell & gene therapy in 2019 compared to 2017.

Advancements & Newer Imaging Techniques

Live cell imaging arises from scientific interest coupled with imaging and labeling technology improvements. Putting together various technological advancements with biological interests gives scientists many more ways to use live cell imaging. In particular, exciting progress in probe development has enabled a broad array of nucleic acids, proteins, glycans, lipids, ions, metabolites, and other targets to be labeled. Many recent advancements in microscopic technologies use software that enables a better quantitative image analysis of label-free images.

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Also, current microscopy techniques limit the quantity and quality of information available to researchers and clinicians and harm the living cells during long-term studies. Hence new imaging technologies are being developed to overcome various limitations. These advancements will help towards future market growth. For instance, the progress of combining 3D fluorescence imaging and holotomography microscopy has overcome some limitations.

Growing Research-based Activities

In the past two decades, the spending on R&D and the introduction of newer drugs have increased rapidly. In 2019, the pharma industry spent around $83 billion on R&D. From 2010 to 2019, the number of novel drugs were approved, whose sales increased by 60% compared with the previous decade, with a peak of 59 new drugs approved in 2018. The rising amount of R&D expenditure and the number of R&D activities in the pharmaceutical sector has led to the significant growth of the market.

Competitive Landscape

The leading players in the market are implementing various strategies such as marketing and promotional activities, mergers & acquisitions, product launches, and approvals. Also, high R&D investments and boosting distribution networks have helped companies enhance their market share and presence.

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The global live cell imaging market includes global and regional players. Major players contributing to the market’s significant shares include Agilent, Bruker, Carl Zeiss AG, Danaher, Merck KGaA, PerkinElmer, and Thermo Fisher Scientific. Other prominent players in the market include Axion (CytoSMART Technologies), Bio-Rad Laboratories, blue-ray biotech, Etaluma, Grace Bio Labs, ibidi GmbH, KEYENCE, NanoEnTek, Nanolive SA, Nikon, Olympus, and others.

Key Questions Answered
1. What is the expected live cell imaging market size by 2027?
2. What is the live cell imaging market growth?
3. What are the latest trends in the live cell imaging market?
4. Who are the market leaders in the global live cell imaging market?
5. Which region has the largest live cell imaging market share?

Key Topics Covered:

1 Research Methodology

2 Research Objectives

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3 Research Process

4 Scope & Coverage
4.1 Market Definition
4.1.1 Inclusions
4.1.2 Exclusions
4.1.3 Market Estimation Caveats
4.2 Base Year
4.3 Scope of the Study
4.3.1 Market Segmentation by Product
4.3.2 Market Segmentation by Technique
4.3.3 Market Segmentation by Application
4.3.4 Market Segmentation by End-User
4.3.5 Market Segmentation by Geography

5 Report Assumptions & Caveats
5.1 Key Caveats
5.2 Currency Conversion
5.3 Market Derivation

6 Market at a Glance

7 Introduction
7.1 Overview

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8 Premium Insights
8.1 Global Live-Cell Imaging Market Scenario
8.1.1 Market Segmentations
8.1.2 Competitive Landscape
8.1.3 Recent Developments in Global Live-Cell Imaging Market

9 Market Opportunities & Trends
9.1 Deep Learning & Artificial Intelligence Enhance Live-Cell Imaging Techniques
9.2 Increased Investments in Cell & Gene Therapy Products
9.3 Tracking Solutions for Live-Cell Imaging
9.4 Advances in Live-Cell Imaging

10 Market Growth Enablers
10.1 Rise in Number of Patients With Cancers & Infectious Diseases
10.2 Adoption of Hcs Methods
10.3 New Techniques in Live-Cell Imaging
10.4 Growth in R&D Activities in Pharmaceutical Industry

11 Market Restraints
11.1 High Cost of Live-Cell Imaging Systems
11.2 Cell Viability & Cellular Environment Maintenance Challenges
11.3 Phototoxicity & Photobleaching in Fluorescence Microscopy

12 Market Landscape
12.1 Market Overview
12.2 Market Size & Forecast
12.2.1 Insights by Product
12.2.2 Insights by Technique
12.2.3 Insights by Application
12.2.4 Insights by End-User
12.2.5 Insights by Geography
12.3 Five Forces Analysis
12.3.1 Threat of New Entrants
12.3.2 Bargaining Power of Suppliers
12.3.3 Bargaining Power of Buyers
12.3.4 Threat of Substitutes
12.3.5 Competitive Rivalry

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13 Product

14 Technique

15 Application

16 End-User

17 Geography

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18 North America

19 Europe

20 APAC

21 Latin America

22 Middle East & Africa

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23 Competitive Landscape
23.1 Competition Overview
23.2 Market Share Analysis
23.2.1 Danaher
23.2.2 Agilent Technologies
23.2.3 Perkinelmer
23.2.4 Merck Kgaa
23.2.5 Zeiss
23.2.6 Thermo Fisher Scientific

24 Key Company Profiles
24.1 Danaher
24.1.1 Business Overview
24.1.2 Danaher in Global Live-Cell Imaging Market
24.1.3 Product Offerings
24.1.4 Key Strategies
24.1.5 Key Strengths
24.1.6 Key Opportunities
24.2 Agilent Technologies
24.2.1 Business Overview
24.2.2 Agilent Technologies in Global Live-Cell Imaging Market
24.2.3 Product Offerings
24.2.4 Key Strategies
24.2.5 Key Strengths
24.2.6 Key Opportunities
24.3 Perkinelmer
24.3.1 Business Overview
24.3.2 Perkinelmer in Global Live-Cell Imaging Market
24.3.3 Product Offerings
24.3.4 Key Strategies
24.3.5 Key Strengths
24.3.6 Key Opportunities
24.4 Merck Kgaa
24.4.1 Business Overview
24.4.2 Merck Kgaa in Global Live-Cell Imaging Market
24.4.3 Product Offerings
24.4.4 Key Strategies
24.4.5 Key Strengths
24.4.6 Key Opportunities
24.5 Zeiss
24.5.1 Business Overview
24.5.2 Zeiss in Global Live-Cell Imaging Market
24.5.3 Product Offerings
24.5.4 Key Strategies
24.5.5 Key Strengths
24.5.6 Key Opportunities
24.6 Thermo Fisher Scientific
24.6.1 Business Overview
24.6.2 Thermo Fisher Scientific in Global Live-Cell Imaging Market
24.6.3 Product Offerings
24.6.4 Key Strategies
24.6.5 Key Strengths
24.6.6 Key Opportunities

25 Other Prominent Vendors
25.1 Axion Biosystems
25.1.1 Business Overview
25.1.2 Product Offerings
25.2 Bd
25.2.1 Business Overview
25.2.2 Product Offerings
25.3 Bio-Rad Laboratories
25.3.1 Business Overview
25.3.2 Product Offerings
25.4 Blue-Ray Biotech
25.4.1 Business Overview
25.4.2 Product Offerings
25.5 Bruker
25.5.1 Business Overview
25.5.2 Product Offerings
25.6 Eppendorf
25.6.1 Business Overview
25.6.2 Product Offerings
25.7 Etaluma
25.7.1 Business Overview
25.7.2 Product Offerings
25.8 Grace Bio-Labs
25.8.1 Business Overview
25.8.2 Product Offerings
25.9 Ibidi GmbH
25.9.1 Business Overview
25.9.2 Product Offerings
25.10 Intelligent Imaging Innovations
25.10.1 Business Overview
25.10.2 Product Offerings
25.11 Keyence Corporation
25.11.1 Business Overview
25.11.2 Product Offerings
25.12 Logos Biosystems
25.12.1 Business Overview
25.12.2 Product Offerings
25.13 Nanoentek
25.13.1 Business Overview
25.13.2 Product Offerings
25.14 Nanolive Sa
25.14.1 Business Overview
25.14.2 Product Offerings
25.15 Nikon
25.15.1 Business Overview
25.15.2 Product Offerings
25.16 Evident
25.16.1 Business Overview
25.16.2 Product Offerings
25.17 Oni
25.17.1 Business Overview
25.17.2 Product Offerings
25.18 Oxford Instruments
25.18.1 Business Overview
25.18.2 Product Offerings
25.19 Phase Focus
25.19.1 Business Overview
25.19.2 Product Offerings
25.20 Phase Holographic Imaging Phi Ab
25.20.1 Business Overview
25.20.2 Product Offerings
25.21 Proteintech Group
25.21.1 Business Overview
25.21.2 Product Offerings
25.22 Sartorius AG
25.22.1 Business Overview
25.22.2 Product Offerings
25.23 Sony Biotechnology
25.23.1 Business Overview
25.23.2 Product Offerings
25.24 Tomocube
25.24.1 Business Overview
25.24.2 Product Offerings

26 Report Summary
26.1 Key Takeaways
26.2 Strategic Recommendations

27 Quantitative Summary

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28 Appendix

For more information about this report visit https://www.researchandmarkets.com/r/yzv3ai


Artificial Intelligence

How AIoT shapes the future of mobility: Hikvision at ITS World Congress 2024

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HANGZHOU, China, Sept. 27, 2024 /PRNewswire/ — Hikvision made a significant impact at the ITS World Congress in Dubai with its captivating theme, “Embrace AIoT for safer, smarter, and greener mobility.” Its booth became a hub of innovation, where visitors explored AIoT solutions that are reshaping the transportation landscape, sparking deep conversations on the future of urban mobility.

Road safety revolution: harnessing AIoT for secure transportation
Hikvision’s commitment to road safety was on full display at its booth through the impressive array of AIoT solutions designed to create secure and reliable traffic environments. The company’s technology provides 24/7 traffic monitoring, ensuring continuous oversight of motor vehicles, non-motorized vehicles, pedestrians and environmental factors. This comprehensive, real-time information collection enables traffic managers to prevent accidents and enhance road safety. Among the showcased products was the 20 MP IR ANPR Checkpoint Capture Unit, renowned for its high-definition capture capabilities, bolstering traffic safety measures.
A standout innovation was the integration of advanced radar and camera technologies, ensuring uninterrupted, comprehensive detection even in adverse weather conditions. The Radar-Video Fusion Incident Detection Cameras, featured prominently in the product experience area, enable early detection and warning of potential hazards. They are particularly effective in challenging situations such as curved roads, blind spots at intersections, and obstacles beyond visual range.
Attendees also engaged with onboard monitoring products on the simulated bus, including dome network cameras, which is designed to enhance passenger safety. Driving assistance products, such as the Driver Status Monitor (DSM), were demonstrated to mitigate unsafe driving behaviors and ensure safer journeys.
Urban mobility redefined: smart traffic innovations
In the realm of smarter mobility, Hikvision showcased its multidimensional sensing technology, which integrates visible light sensors, infrared sensors, radar, and sonar. This technology expands perception capabilities, significantly improving traffic management and situational awareness. The use of AI-powered comprehensive sensing elevates incident monitoring and violation detection to unprecedented levels of accuracy and efficiency.
A major attraction was the Radar-Video Fusion TandemVu PTZ Camera, which integrates millimeter-wave radar with high-resolution cameras for extensive traffic detection and data analysis. AI-based algorithms combine these two systems to enhance target information, detecting up to 16 types of incidents. This leads to the development of a large-scale fusion model that merges spatial physical data with image semantic information. The result is ultra-long-range perception, achieving over 95% accuracy in vehicle trajectory detection. This robust system improves traffic violation management and optimizes traffic flow, significantly enhancing road efficiency.
At the simulated bus station, visitors observed how AI-assisted people counting automated the collection of passenger flow statistics at peak stop hours and bus line frequency during busy periods. Paired with smart bus stop digital signage, the solution improves bus service quality, operational efficiency, passenger experience, and overall public transport effectiveness.
Sustainable transportation: leading the charge for greener cities
Hikvision’s commitment to sustainable urban mobility was evident through its innovative green wave technology and eco-friendly checkpoint solutions. Green wave technology efficiently manages traffic flow to reduce congestion and lower carbon emissions, aligning with global sustainability goals. Visitors were particularly impressed by a case study showcasing a green wave solution implemented in Zhoushan, China. Over a stretch of 21 kilometers and 34 intersections, this main road cut travel times by 50%.
The use of DarkFighterX technology in checkpoint cameras also received significant attention. This technology senses both visible and invisible light, resulting in more accurate and realistic images. It enhances traffic violation enforcement efficiency while minimizing the need for high ambient light levels, thus reducing light pollution. The 9M DarkfightX ANPR Checkpoint Camera exemplified this dedication to environmental stewardship.
Frank Zhang, President of Hikvision MEA, remarked, “Hikvision supports sustainable urban planning by empowering traffic departments to address congestion and transportation challenges.” He further emphasized, “Our system’s openness fosters a secure and reliable platform for developing smart and green cities. Additionally, our solar technology is extensively utilized in remote areas, while our smart street lighting solutions reduce energy consumption by 20-30%, promoting intelligent urban transportation and advancing global sustainability objectives.”
Hikvision’s presence at the ITS World Congress in Dubai underscored its leadership in integrating AIoT technologies to drive safer, smarter, and greener mobility solutions. The engaging presentations and advanced product demonstrations captured significant attention from industry partners and customers, reaffirming the company’s role as a pioneer in shaping the future of urban transportation. As the world moves towards more intelligent and sustainable transportation systems, Hikvision remains at the forefront, embracing AIoT to create a safer, smarter, and greener future for all.
To find out more about Hikvision’s advanced traffic and public transport solutions, please explore the Hikvision official website.
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Artificial Intelligence

Anti-Drone Market worth $7.05 billion by 2029 – Exclusive Report by MarketsandMarkets™

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DELRAY BEACH, Fla., Sept. 27, 2024 /PRNewswire/ — The global anti-drone market was valued at USD 2.16 billion in 2024 and is projected to reach USD 7.05 billion by 2029; it is expected to register a CAGR of 26.7% during the forecast period according to a new report by MarketsandMarkets™. Increasing government spending on counter-drone technologies, rising incidence of critical infrastructure security breaches by unauthorized drones, and surge in adoption of aerial remote sensing technologies to safeguard critical infrastructure are attributed to the demand for anti-drone.

Download PDF Brochure: https://www.marketsandmarkets.com/pdfdownloadNew.asp?id=177013645
Browse in-depth TOC on “Anti-Drone Market” 178 – Tables61 – Figures253 – Pages
Anti-Drone Market Report Scope:
Report Coverage
Details
Market Revenue in 2024
$ 2.16 billion
Estimated Value by 2029
$ 7.05 billion
Growth Rate
Poised to grow at a CAGR of 26.7%
Market Size Available for
2020–2029
Forecast Period
2024–2029
Forecast Units
Value (USD Million/Billion)
Report Coverage
Revenue Forecast, Competitive Landscape, Growth Factors, and Trends
Segments Covered
By System Type, Application, Platform type, Vertical, and Region
Geographies Covered
North America, Europe, Asia Pacific, and Rest of World
Key Market Challenge
Vulnerability to hacking
Key Market Opportunities
Emphasis on improving unmanned aircraft systems technology
Key Market Drivers
Growing number of illicit activities
By System Type: Hybrid systems to account for the larger market share in the forecasted year.
The hybrid segment accounted for the largest share of the anti-drone market in 2029. The trends of integrating multiple anti-drone technologies are rising since they are most effective in detecting, tracking, and neutralizing drone threats. These systems merge electronic, kinetic, and lasers, providing a comprehensive defense solution against UAVs. Hybrid systems use electronic, kinetic, and laser-based countermeasures to offer optimum protection against drones. These systems are designed to detect, track, identify, categorize, and mitigate drones at operational wide ranges ranging from a few km up to tens of km.
By Platform: The ground-based segment accounted for the largest market share in the forecast year.
The ground-based segment will hold a major share of the anti-drone market in 2029. Many ground-based anti-drone systems use several electronic technologies, such as radar, IR sensors, acoustic systems, and RF & GNSS jammers. MESA radar solutions are used mostly for counter-UAS purposes, protecting critical infrastructure, military camps, and other security-sensitive sites from unauthorized drones. One such solution is EchoGuard, a ground-based airspace management solution that contains a software-defined 3D radar that can be specific to the site. This system can identify single or multiple off-chance drones, including swarms in unauthorized areas. They provide accurate and sustained airspace surveillance for the field of view (FOV) they are configured, and both human and AI-monitored visual checks. The system can be easily transported and integrated directly with the command-and-control centers or another identification sensor for portable use, and multiple units of the system can be combined to cover vast areas or lengths of borders. Major providers of ground-based counter-drone systems include companies like EchoDyne Corporation, DeTect, Meteksan Defense, and WhiteFox Defense. Acoustics-based Discovair G2 utilizes patented microphone arrays. With 128 interconnected microphone elements, the Discovair sensor units can establish azimuth and elevation to the target in real-time using advanced digital signal processing.
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By Region: Americas are expected to hold the largest share of the anti-drone market during the forecast period.
Americas is expected to capture the largest share in the anti-drone industry during the forecast period. The growth can be attributed to protecting crucial infrastructure in the region. Governments, particularly in the US, invest in anti-drone systems for military bases, borders, and critical infrastructure. For Instance, in April 2023, RTX secured a USD 237 million contract from the US Army to provide Ku-band Radio Frequency Sensors (KuRFS) and Coyote effectors. These systems are designed to detect and neutralize unmanned aircraft systems (UAS). The contract includes stationary and mobile systems and a specified quantity of effectors, all aimed at enhancing the Army’s operations within the US Central Command region.
Key Players-
The key companies offering anti-drone companies include RTX (US), Lockheed Martin Corporation (US), Leonardo S.p.A. (Italy), Thales (France), and IAI (Israel).
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Browse Adjacent Market: Semiconductor and Electronics Market Research Reports &Consulting
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Drone Sensor Market Size, Share, Industry Growth & Trends by Sensor Type, Platform (VTOL Type, Fixed Wing Type, Hybrid Type), Application (Navigation, Collision Detection & Avoidance, Data Acquisition, Motion Detection, Power Monitoring), End Users and Region – Global Forecast to 2029
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About MarketsandMarkets™
MarketsandMarkets™ has been recognized as one of America’s best management consulting firms by Forbes, as per their recent report.
MarketsandMarkets™ is a blue ocean alternative in growth consulting and program management, leveraging a man-machine offering to drive supernormal growth for progressive organizations in the B2B space. We have the widest lens on emerging technologies, making us proficient in co-creating supernormal growth for clients.
Earlier this year, we made a formal transformation into one of America’s best management consulting firms as per a survey conducted by Forbes.
The B2B economy is witnessing the emergence of $25 trillion of new revenue streams that are substituting existing revenue streams in this decade alone. We work with clients on growth programs, helping them monetize this $25 trillion opportunity through our service lines – TAM Expansion, Go-to-Market (GTM) Strategy to Execution, Market Share Gain, Account Enablement, and Thought Leadership Marketing.
Built on the ‘GIVE Growth’ principle, we work with several Forbes Global 2000 B2B companies – helping them stay relevant in a disruptive ecosystem. Our insights and strategies are molded by our industry experts, cutting-edge AI-powered Market Intelligence Cloud, and years of research. The KnowledgeStore™ (our Market Intelligence Cloud) integrates our research, facilitates an analysis of interconnections through a set of applications, helping clients look at the entire ecosystem and understand the revenue shifts happening in their industry.
To find out more, visit www.MarketsandMarkets™.com or follow us on Twitter, LinkedIn and Facebook.
Contact: Mr. Rohan SalgarkarMarketsandMarkets™ INC. 1615 South Congress Ave.Suite 103, Delray Beach, FL 33445USA: +1-888-600-6441Email: [email protected] Our Web Site: https://www.marketsandmarkets.com/Research Insight: https://www.marketsandmarkets.com/ResearchInsight/anti-drone-market.aspContent Source: https://www.marketsandmarkets.com/PressReleases/anti-drone.asp
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CluePoints Launches Medical & Safety Review (MSR) Software to Revolutionize Clinical Data Review

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CluePoints furthers its commitment to delivering innovative solutions that enhance clinical trial efficiency with this latest addition to its enterprise software platform.
KING OF PRUSSIA, Pa., Sept. 27, 2024 /PRNewswire/ — CluePoints continues to transform clinical trial review and leverage its industry-leading software to enhance the interrogation, analysis and presentation of data with the launch of its latest application, Medical & Safety Review (MSR).

The tool simplifies and streamlines the medical analysis of study data through user-friendly dashboards, data manipulation and cleaning, query management and full transparency over the data history. This not only improves efficiency and communication in medical oversight, but also elevates patient safety, differentiating MSR as a smarter and unique solution.
Designed by, and for Medical and Safety Reviewers, MSR converts the manual analysis of patient outcomes, which can be prone to inefficiency and error, into an accurate, efficient process. MSR tackles time-consuming study preparation for specific visualizations by featuring a comprehensive standard visualization library as well as the ability to copy and reuse dashboards across different studies, enabling the identification of outlying values, change tracking, and improved communication for smarter clinical trials.
Other benefits of MSR include:
Enhanced medical review efficiency and reduced human errors via automated checksReduced time spent by clinical and data management teams in reviewing dataImproved collaboration with integrated review workflows across departmentsEnsured record quality and accountability with comprehensive change trackingDriving faster decision making with the proactive detection of trends and safety issuesEnsuring regulatory compliance with rule-based detection and user assignmentsAndy Cooper, Chief Executive Officer at CluePoints, commented, “We are thrilled to announce the launch of Medical & Safety Review to our growing product offerings. MSR is the latest application addition to the CluePoints platform, which includes products such as Risk-Based Quality Management (RBQM) and our Site Profile & Oversight Tool (SPOT). Together, they provide a comprehensive approach to clinical trial optimization, enhancing data integrity, ensuring regulatory compliance, and accelerating drug development. The creation of MSR ensures a more streamlined review process while prioritizing patient safety at every step and empowers medical teams to swiftly identify outliers, track data changes, and improve communication.”
To learn more about CluePoints’ award-winning solutions, please visit www.cluepoints.com
About CluePoints
CluePoints is the premier Risk-Based Quality Management (RBQM) and Data Quality Oversight Software provider. We are leveraging the potential of Artificial Intelligence using Advanced Statistics and Machine Learning to determine the quality, accuracy, and integrity of clinical trial data both during and after study conduct. Aligned with guidance from the FDA, EMA, and ICH E6 (R2), CluePoints is deployed to support central and on-site monitoring, medical review, quality risk management and to drive a holistic Risk-Based strategy in all trials. Coupled with thought leadership and consulting expertise to aid pre-study risk assessment, identification of risk controls and solution implementation, you now have everything you need to adhere with global regulatory guidance. The result is positive clinical development outcomes, increased operational efficiency, lower costs and reduced regulatory submission risk as part of the industry paradigm shift to RBQM.
 

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