시장보고서
상품코드
1574988

Drug Discovery 인포매틱스 시장 : 솔루션 유형별, 워크플로우별, 전달 형태별, 최종사용자별, 국가별, 지역별 - 산업 분석, 시장 규모, 시장 점유율, 예측(2024-2032년)

Drug Discovery Informatics Market, By Solution Type, By Workflow, By Mode of Delivery, By End-User, By Country, and By Region - Industry Analysis, Market Size, Market Share & Forecast from 2024-2032

발행일: | 리서치사: AnalystView Market Insights | 페이지 정보: 영문 269 Pages | 배송안내 : 2-3일 (영업일 기준)

    
    
    




※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

보고서 하이라이트

Drug Discovery 인포매틱스 시장 규모는 2023년 31억 989만 달러로 2024년부터 2032년까지 연평균 10.98% 성장할 것으로 예상됩니다.

Drug Discovery 인포매틱스 시장 - 시장 역학

맞춤형 의료에 대한 관심이 높아지면서 첨단 Drug Discovery 인포매틱스 솔루션에 대한 수요가 증가

개인화 의료에 대한 관심이 높아지면서 첨단 Drug Discovery 인포매틱스 솔루션에 대한 수요가 크게 증가하고 있습니다. 미국 국립보건원(NIH)에 따르면, 맞춤형 의료는 개인의 유전자 프로파일에 따라 치료를 조정하여 환자의 결과를 개선할 수 있으며, FDA는 2015년 이후 20개 이상의 맞춤형 치료제를 승인하여 표적 치료로의 전환을 강조하고 있습니다. 일루미나와 같은 기업들이 앞장서서 연구자들이 질병과 관련된 유전자 변이를 식별할 수 있는 유전체 염기서열 분석 기술을 개발하고 있습니다. 또한, All of Us Research Program과 같은 이니셔티브는 맞춤형 치료 접근법을 강화하기 위해 다양한 건강 데이터를 수집하는 것을 목표로 하고 있으며, 이러한 발전에서 인포매틱스의 중요한 역할을 강조하고 있습니다. 제약사들이 빅데이터 분석과 인공지능을 활용하여 신약개발을 가속화하려는 움직임이 가속화됨에 따라, 종합적인 인포매틱스 솔루션에 대한 수요는 지속적으로 증가하고 있으며, 이는 의약품 개발의 전망을 변화시킬 수 있는 혁신의 길을 열어가고 있습니다.

Drug Discovery 인포매틱스 시장 - 주요 인사이트

우리 리서치 애널리스트의 분석에 따르면, 세계 시장은 예측 기간(2024-2032) 동안 연평균 약 10.98%의 CAGR로 매년 성장할 것으로 추정됩니다.

솔루션 유형별로는 시퀀싱 분석 플랫폼이 2023년 가장 큰 시장 점유율을 보일 것으로 예측됐습니다.

워크플로우별로는 2023년 인하우스 인포매틱스(In-House Informatics)가 주요 유형으로 꼽혔습니다.

제공 방식별로는 클라우드 기반이 2023년 주요 유형으로 꼽혔습니다.

지역별로는 북미가 2023년 매출 1위

Drug Discovery 인포매틱스 시장 - 세분화 분석:

세계 Drug Discovery 인포매틱스 시장은 솔루션 유형, 워크플로우, 제공 방법, 최종사용자, 지역을 기준으로 세분화됩니다.

시장은 솔루션 유형에 따라 시퀀싱 플랫폼, 분자 모델링, 데이터 통합 및 관리 도구, 도킹 소프트웨어의 네 가지 범주로 나뉩니다. 염기서열 분석 플랫폼은 유전체 연구와 의약품 개발에서 중요한 역할을 하기 때문에 가장 우선순위가 높습니다. 데이터 통합 및 관리 도구는 효율적인 데이터 처리를 가능하게 하고, 분자 모델링 및 도킹 소프트웨어는 특정 신약 개발 프로세스를 지원합니다.

워크플로우에 따라 시장은 인하우스 인포매틱스와 아웃소싱 인포매틱스의 두 가지 범주로 나뉩니다. 인하우스 인포매틱스는 맞춤형 솔루션을 제공하고 조직 내 데이터 보안을 유지할 수 있는 능력으로 선두를 달리고 있습니다. 아웃소싱 인포매틱스는 특히 효율적인 솔루션을 원하는 중소기업을 위해 비용 효율성과 전문적 전문 지식에 대한 접근성을 제공합니다.

Drug Discovery 인포매틱스 시장 - 지리적 인사이트

Drug Discovery 인포매틱스 시장은 뚜렷한 지리적 역동성을 보이고 있으며, 북미는 탄탄한 제약 산업과 기술 발전으로 인해 시장을 주도하고 있습니다. 미국에서만 연간 760억 달러 이상을 의약품 연구개발에 투자하고 있으며, 이는 신약개발의 효율성과 정확성을 높이는 인포매틱스 솔루션에 대한 수요를 촉진하고 있습니다. 유럽은 독일, 영국 등의 국가들이 맞춤형 의료와 규제 준수를 강조하고 있으며, 유럽의약품청(EEA)의 의약품 승인 간소화를 위한 노력은 이러한 추세에 박차를 가하고 있습니다. 아시아태평양은 빠르게 부상하고 있으며, 특히 중국에서는 '메이드 인 차이나 2025'와 같은 정부 이니셔티브가 바이오의약품의 기술 혁신을 촉진하고 있습니다. 중국의 생명공학 투자액은 2025년까지 1,000억 달러에 달할 것으로 예상되며, 이는 Drug Discovery 인포매틱스를 위한 비옥한 환경을 조성하고 있습니다. 또한, 지역 대학과 생명공학 기업 간의 협력은 지식 이전과 혁신을 촉진하고 있습니다. 이러한 지역적 노력은 신약 개발에서 인포매틱스의 중요성에 대한 인식이 높아지면서 개인화되고 효율적인 헬스케어 솔루션에 대한 세계 수요 증가에 부응하고 있습니다.

Drug Discovery 인포매틱스 시장 - 경쟁 상황:

제약 인포매틱스 시장의 경쟁 구도는 다양한 지역의 주요 기업들이 주도하고 있으며, 북미가 혁신과 시장 점유율에서 선두를 달리고 있습니다. 수요 증가에 대응하기 위해 인포매틱스 플랫폼을 지속적으로 강화하고 있습니다. 유럽에서는 다쏘시스템(Dassault Systemes)과 바이오비아(Biovia)와 같은 기업들이 조사 협력을 촉진하는 EU의 이니셔티브에 힘입어 인공지능을 의약품 개발 프로세스에 통합하는 데 큰 진전을 이루고 있습니다. 아시아태평양에서는 WuXi AppTec과 Zhiye Technology와 같은 기업들이 주목해야 할 기업으로 부상하고 있습니다. 이는 중국을 생명과학 분야의 세계 리더로 만들기 위한 중국의 야심찬 생명공학 성장 계획에 힘입은 바 큽니다. 2025년까지 생명공학 분야에 400억 달러 이상을 투자하겠다는 중국 정부의 지원은 이 지역의 경쟁력을 높이고 있습니다. 이 지역이 기술 발전과 전략적 파트너십에 집중함에 따라 시장 환경은 점점 더 역동적으로 변화하고 있으며, 신약 개발을 가속화하는 데 있어 인포매틱스의 중요한 역할이 강조되고 있습니다.

목차

제1장 Drug Discovery 인포매틱스 시장 개요

  • 조사 범위
  • 시장 추정 연도

제2장 주요 요약

  • 시장 내역
  • 경쟁 인사이트

제3장 Drug Discovery 인포매틱스의 주요 시장 동향

  • 시장 성장 촉진요인
  • 시장 성장 억제요인
  • 시장 기회
  • 시장 전망 동향

제4장 Drug Discovery 인포매틱스 산업 연구

  • PEST 분석
  • Porter's Five Forces 분석
  • 성장 전망 매핑
  • 규제 프레임워크 분석

제5장 Drug Discovery 인포매틱스 시장 : COVID-19의 영향 분석

  • COVID-19 이전의 영향 분석
  • COVID-19 이후의 영향 분석

제6장 Drug Discovery 인포매틱스 시장 상황

  • Drug Discovery 인포매틱스 시장 점유율 분석, 2023년
  • 주요 제조업체별 내역 데이터
    • 기존 기업 분석
    • 신흥 기업 분석

제7장 Drug Discovery 인포매틱스 시장 - 솔루션 유형별

  • 개요
    • 솔루션 유형별 부문 점유율 분석
    • 배열 해석 플랫폼
    • 분자 모델링
    • 데이터 통합 및 관리 툴
    • 도킹 소프트웨어

제8장 Drug Discovery 인포매틱스 시장 - 워크플로우별

  • 개요
    • 워크플로우별 부문 점유율 분석
    • 사내 인포매틱스
    • 아웃소싱 정보과학

제9장 Drug Discovery 인포매틱스 시장 - 제공 방법별

  • 개요
    • 제공 방법별 부문 점유율 분석
    • 온프레미스
    • 클라우드 기반

제10장 Drug Discovery 인포매틱스 시장 - 최종사용자별

  • 개요
    • 최종사용자별 부문 점유율 분석
    • 제약회사
    • 바이오테크놀러지 기업
    • 임상시험수탁기관(CRO)
    • 학술·조사기관

제11장 Drug Discovery 인포매틱스 시장 - 지역별

  • 소개
  • 북미
    • 개요
    • 북미의 주요 제조업체
    • 미국
    • 캐나다
  • 유럽
    • 개요
    • 유럽의 주요 제조업체
    • 독일
    • 이탈리아
    • 영국
    • 프랑스
    • 러시아
    • 네덜란드
    • 스웨덴
    • 폴란드
    • 기타
  • 아시아태평양
    • 개요
    • 아시아태평양의 주요 제조업체
    • 인도
    • 중국
    • 일본
    • 한국
    • 호주
    • 태국
    • 인도네시아
    • 필리핀
    • 기타
  • 라틴아메리카
    • 개요
    • 라틴아메리카의 주요 제조업체
    • 브라질
    • 멕시코
    • 아르헨티나
    • 콜롬비아
    • 기타
  • 중동 및 아프리카
    • 개요
    • 중동 및 아프리카의 주요 제조업체
    • 사우디아라비아
    • 아랍에미리트
    • 이스라엘
    • 터키
    • 알제리
    • 이집트
    • 기타

제12장 주요 벤더 분석 - Drug Discovery 인포매틱스 업계

  • 경쟁 대시보드
  • 기업 개요
    • Bio-Rad Laboratories, Inc.
    • BIOVIA(a subsidiary of Dassault Systemes)
    • Boehringer Ingelheim International GmbH
    • Certara USA, Inc.
    • Charles River Laboratories International, Inc.
    • ChemAxon Ltd.
    • Collaborative Drug Discovery, Inc.
    • Dassault Systemes SE
    • Genedata AG
    • IBM Corporation
    • Illumina, Inc.
    • Infosys Limited
    • Jubilant Biosys Limited
    • PerkinElmer, Inc.
    • Schrodinger, Inc.
    • Thermo Fisher Scientific Inc.
    • Others

제13장 애널리스트의 전방위 전망

ksm 24.11.05

REPORT HIGHLIGHT

Drug Discovery Informatics Market size was valued at USD 3,109.89 Million in 2023, expanding at a CAGR of 10.98% from 2024 to 2032.

The Drug Discovery Informatics Market focuses on software and services that support the drug discovery process, enabling pharmaceutical companies to streamline research and development through data analysis and management. With the global pharmaceutical industry expected to exceed $1.5 trillion by 2023, the demand for efficient drug discovery processes is on the rise. Factors like the increasing complexity of drug development and the growing emphasis on personalized medicine are propelling the need for sophisticated informatics solutions. However, challenges such as high implementation costs and data privacy concerns may restrain market growth. Opportunities exist in the form of advancements in artificial intelligence and machine learning, which can enhance data analysis capabilities and improve decision-making in drug development. For instance, organizations like the FDA are increasingly adopting data-driven approaches to accelerate drug approval processes, creating a favorable environment for informatics solutions. Additionally, collaborations between tech firms and pharmaceutical companies are paving the way for innovative platforms that optimize the drug discovery lifecycle.

Drug Discovery Informatics Market- Market Dynamics

Growing Emphasis on Personalized Medicine Fuels Demand for Advanced Drug Discovery Informatics Solutions

The growing emphasis on personalized medicine is significantly driving the demand for advanced drug discovery informatics solutions. According to the National Institutes of Health (NIH), personalized medicine can improve patient outcomes by tailoring treatments based on individual genetic profiles. The FDA has approved over 20 personalized therapies since 2015, highlighting the shift toward targeted treatments. Companies like Illumina are at the forefront, developing genomic sequencing technologies that enable researchers to identify genetic variations linked to disease. Furthermore, initiatives such as the All of Us Research Program aim to collect diverse health data to enhance personalized treatment approaches, underscoring the critical role of informatics in this evolution. As pharmaceutical companies increasingly seek to harness big data analytics and artificial intelligence to expedite drug discovery, the demand for comprehensive informatics solutions continues to rise, paving the way for innovations that promise to transform the landscape of drug development.

Drug Discovery Informatics Market- Key Insights

As per the analysis shared by our research analyst, the global market is estimated to grow annually at a CAGR of around 10.98% over the forecast period (2024-2032)

Based on Solution Type segmentation, Sequence Analysis Platforms were predicted to show maximum market share in the year 2023

Based on Workflow segmentation, In-House Informatics was the leading type in 2023

Based on Mode of Delivery segmentation, Cloud-Based was the leading type in 2023

On the basis of region, North America was the leading revenue generator in 2023

Drug Discovery Informatics Market- Segmentation Analysis:

The Global Drug Discovery Informatics Market is segmented on the basis of Solution Type, Workflow, Mode of Delivery, End-User, and Region.

The market is divided into four categories based on Solution Type: Sequence Analysis Platforms, Molecular Modeling, Data Integration & Management Tools, and Docking Software. Sequence Analysis Platforms hold the highest priority due to their critical role in genomic research and drug development. Data Integration & Management Tools follow closely, enabling efficient data handling, while Molecular Modeling and Docking Software support specific drug design processes.

The market is divided into two categories based on Workflow: In-House Informatics and Outsourced Informatics. In-House Informatics leads due to its ability to provide tailored solutions and maintain data security within organizations. Outsourced Informatics follows, offering cost-effectiveness and access to specialized expertise, particularly for smaller companies seeking efficient solutions.

Drug Discovery Informatics Market- Geographical Insights

The Drug Discovery Informatics Market exhibits distinct geographical dynamics, with North America leading due to its robust pharmaceutical industry and technological advancements. The United States alone invests over $76 billion annually in pharmaceutical R&D, driving demand for informatics solutions that enhance efficiency and precision in drug discovery. Europe follows closely, with countries like Germany and the United Kingdom emphasizing personalized medicine and regulatory compliance, spurred by initiatives such as the European Medicines Agency's efforts to streamline drug approvals. The Asia-Pacific region is rapidly emerging, particularly China, where government initiatives like "Made in China 2025" promote biopharmaceutical innovation. China's investment in biotechnology is expected to reach $100 billion by 2025, fostering a fertile environment for drug discovery informatics. Additionally, collaborations between local universities and biotech firms are facilitating knowledge transfer and innovation. These regional initiatives reflect a growing recognition of the importance of informatics in advancing drug discovery, catering to the increasing demand for personalized and efficient healthcare solutions worldwide.

Drug Discovery Informatics Market- Competitive Landscape:

The competitive landscape of the Drug Discovery Informatics Market is characterized by key players across various regions, with North America leading in innovation and market share. Major companies like Thermo Fisher Scientific and PerkinElmer are continually enhancing their informatics platforms to meet the growing demand for personalized medicine and data-driven drug discovery. In Europe, firms such as Dassault Systemes and Biovia are making significant strides, particularly in integrating artificial intelligence into drug development processes, supported by EU initiatives promoting research collaboration. The Asia-Pacific region is gaining momentum, with companies like WuXi AppTec and Zhiye Technology emerging as notable players, fueled by China's ambitious biotech growth plans, which aim to make the nation a global leader in life sciences. Government backing in this region, such as the investment of over $40 billion in biotechnology by 2025, is propelling competitiveness. As these regions focus on technological advancements and strategic partnerships, the market landscape is becoming increasingly dynamic, emphasizing the critical role of informatics in accelerating drug discovery.

Recent Developments:

In May 2023, Google Cloud launched AI-powered solutions to accelerate drug discovery and precision medicine, including the Target and Lead Identification Suite and Multiomics Suite. These solutions help researchers predict protein structures, accelerate genomic data analysis, and design personalized treatments, speeding up the drug development process.

In June 2023, Revvity launched the Signals Research Suite, a cloud-native SaaS platform designed to enhance collaboration in drug discovery and materials development. These integrated solutions streamline workflows, support in vitro testing, and ensure data integrity while facilitating regulatory compliance across research disciplines.

SCOPE OF THE REPORT

The scope of this report covers the market by its major segments, which include as follows:

GLOBAL DRUG DISCOVERY INFORMATICS MARKET KEY PLAYERS- DETAILED COMPETITIVE INSIGHTS

  • Bio-Rad Laboratories, Inc.
  • BIOVIA (a subsidiary of Dassault Systemes)
  • Boehringer Ingelheim International GmbH
  • Certara USA, Inc.
  • Charles River Laboratories International, Inc.
  • ChemAxon Ltd.
  • Collaborative Drug Discovery, Inc.
  • Dassault Systemes SE
  • Genedata AG
  • IBM Corporation
  • Illumina, Inc.
  • Infosys Limited
  • Jubilant Biosys Limited
  • PerkinElmer, Inc.
  • Schrodinger, Inc.
  • Thermo Fisher Scientific Inc.
  • Others

GLOBAL DRUG DISCOVERY INFORMATICS MARKET, BY SOLUTION TYPE- MARKET ANALYSIS, 2019 - 2032

  • Sequence Analysis Platforms
  • Molecular Modeling
  • Data Integration & Management Tools
  • Docking Software

GLOBAL DRUG DISCOVERY INFORMATICS MARKET, BY WORKFLOW- MARKET ANALYSIS, 2019 - 2032

  • In-House Informatics
  • Outsourced Informatics

GLOBAL DRUG DISCOVERY INFORMATICS MARKET, BY MODE OF DELIVERY- MARKET ANALYSIS, 2019 - 2032

  • On-Premise
  • Cloud-Based

GLOBAL DRUG DISCOVERY INFORMATICS MARKET, BY END-USER- MARKET ANALYSIS, 2019 - 2032

  • Pharmaceutical Companies
  • Biotechnology Companies
  • Contract Research Organizations (CROs)
  • Academic & Research Institutions

GLOBAL DRUG DISCOVERY INFORMATICS MARKET, BY REGION- MARKET ANALYSIS, 2019 - 2032

  • North America
  • The U.S.
  • Canada
  • Europe
  • Germany
  • France
  • Italy
  • Spain
  • United Kingdom
  • Russia
  • Netherlands
  • Sweden
  • Poland
  • Rest of Europe
  • Asia Pacific
  • India
  • China
  • South Korea
  • Japan
  • Australia
  • Thailand
  • Indonesia
  • Philippines
  • Rest of APAC
  • Latin America
  • Brazil
  • Mexico
  • Argentina
  • Colombia
  • Rest of LATAM
  • The Middle East and Africa
  • Saudi Arabia
  • United Arab Emirates
  • Israel
  • Turkey
  • Algeria
  • Egypt
  • Rest of MEA

Table of Contents

1. Drug Discovery Informatics Market Overview

  • 1.1. Study Scope
  • 1.2. Market Estimation Years

2. Executive Summary

  • 2.1. Market Snippet
    • 2.1.1. Drug Discovery Informatics Market Snippet by Solution Type
    • 2.1.2. Drug Discovery Informatics Market Snippet by Workflow
    • 2.1.3. Drug Discovery Informatics Market Snippet by Mode of Delivery
    • 2.1.4. Drug Discovery Informatics Market Snippet by End-User
    • 2.1.5. Drug Discovery Informatics Market Snippet by Country
    • 2.1.6. Drug Discovery Informatics Market Snippet by Region
  • 2.2. Competitive Insights

3. Drug Discovery Informatics Key Market Trends

  • 3.1. Drug Discovery Informatics Market Drivers
    • 3.1.1. Impact Analysis of Market Drivers
  • 3.2. Drug Discovery Informatics Market Restraints
    • 3.2.1. Impact Analysis of Market Restraints
  • 3.3. Drug Discovery Informatics Market Opportunities
  • 3.4. Drug Discovery Informatics Market Future Trends

4. Drug Discovery Informatics Industry Study

  • 4.1. PEST Analysis
  • 4.2. Porter's Five Forces Analysis
  • 4.3. Growth Prospect Mapping
  • 4.4. Regulatory Framework Analysis

5. Drug Discovery Informatics Market: COVID-19 Impact Analysis

  • 5.1. Pre-COVID-19 Impact Analysis
  • 5.2. Post-COVID-19 Impact Analysis
    • 5.2.1. Top Performing Segments
    • 5.2.2. Marginal Growth Segments
    • 5.2.3. Top Looser Segments
    • 5.2.4. Marginal Loss Segments

6. Drug Discovery Informatics Market Landscape

  • 6.1. Drug Discovery Informatics Market Share Analysis, 2023
  • 6.2. Breakdown Data, by Key Manufacturer
    • 6.2.1. Established Players' Analysis
    • 6.2.2. Emerging Players' Analysis

7. Drug Discovery Informatics Market - By Solution Type

  • 7.1. Overview
    • 7.1.1. Segment Share Analysis, By Solution Type, 2023 & 2032 (%)
    • 7.1.2. Sequence Analysis Platforms
    • 7.1.3. Molecular Modeling
    • 7.1.4. Data Integration & Management Tools
    • 7.1.5. Docking Software

8. Drug Discovery Informatics Market - By Workflow

  • 8.1. Overview
    • 8.1.1. Segment Share Analysis, By Workflow, 2023 & 2032 (%)
    • 8.1.2. In-House Informatics
    • 8.1.3. Outsourced Informatics

9. Drug Discovery Informatics Market - By Mode of Delivery

  • 9.1. Overview
    • 9.1.1. Segment Share Analysis, By Mode of Delivery, 2023 & 2032 (%)
    • 9.1.2. On-Premise
    • 9.1.3. Cloud-Based

10. Drug Discovery Informatics Market - By End-User

  • 10.1. Overview
    • 10.1.1. Segment Share Analysis, By End-User, 2023 & 2032 (%)
    • 10.1.2. Pharmaceutical Companies
    • 10.1.3. Biotechnology Companies
    • 10.1.4. Contract Research Organizations (CROs)
    • 10.1.5. Academic & Research Institutions

11. Drug Discovery Informatics Market- By Geography

  • 11.1. Introduction
    • 11.1.1. Segment Share Analysis, By Geography, 2023 & 2032 (%)
  • 11.2. North America
    • 11.2.1. Overview
    • 11.2.2. Drug Discovery Informatics Key Manufacturers in North America
    • 11.2.3. North America Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.2.4. North America Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
    • 11.2.5. North America Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
    • 11.2.6. North America Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
    • 11.2.7. North America Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.2.8. U.S.
      • 11.2.8.1. Overview
      • 11.2.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.2.8.3. U.S. Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.2.8.4. U.S. Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.2.8.5. U.S. Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.2.8.6. U.S. Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.2.9. Canada
      • 11.2.9.1. Overview
      • 11.2.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.2.9.3. Canada Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.2.9.4. Canada Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.2.9.5. Canada Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.2.9.6. Canada Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
  • 11.3. Europe
    • 11.3.1. Overview
    • 11.3.2. Drug Discovery Informatics Key Manufacturers in Europe
    • 11.3.3. Europe Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.3.4. Europe Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
    • 11.3.5. Europe Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
    • 11.3.6. Europe Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
    • 11.3.7. Europe Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.8. Germany
      • 11.3.8.1. Overview
      • 11.3.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.8.3. Germany Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.8.4. Germany Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.8.5. Germany Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.8.6. Germany Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.9. Italy
      • 11.3.9.1. Overview
      • 11.3.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.9.3. Italy Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.9.4. Italy Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.9.5. Italy Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.9.6. Italy Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.10. United Kingdom
      • 11.3.10.1. Overview
      • 11.3.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.10.3. United Kingdom Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.10.4. United Kingdom Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.10.5. United Kingdom Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.10.6. United Kingdom Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.11. France
      • 11.3.11.1. Overview
      • 11.3.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.11.3. France Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.11.4. France Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.11.5. France Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.11.6. France Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.12. Russia
      • 11.3.12.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.12.2. Russia Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.12.3. Russia Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.12.4. Russia Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.12.5. Russia Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.13. Netherlands
      • 11.3.13.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.13.2. Netherlands Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.13.3. Netherlands Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.13.4. Netherlands Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.13.5. Netherlands Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.14. Sweden
      • 11.3.14.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.14.2. Sweden Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.14.3. Sweden Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.14.4. Sweden Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.14.5. Sweden Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.15. Poland
      • 11.3.15.1. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.15.2. Poland Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.15.3. Poland Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.15.4. Poland Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.15.5. Poland Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.3.16. Rest of Europe
      • 11.3.16.1. Overview
      • 11.3.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.3.16.3. Rest of the Europe Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.3.16.4. Rest of the Europe Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.3.16.5. Rest of the Europe Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.3.16.6. Rest of the Europe Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
  • 11.4. Asia Pacific (APAC)
    • 11.4.1. Overview
    • 11.4.2. Drug Discovery Informatics Key Manufacturers in Asia Pacific
    • 11.4.3. Asia Pacific Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.4.4. Asia Pacific Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
    • 11.4.5. Asia Pacific Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
    • 11.4.6. Asia Pacific Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
    • 11.4.7. Asia Pacific Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.8. India
      • 11.4.8.1. Overview
      • 11.4.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.8.3. India Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.8.4. India Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.8.5. India Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.8.6. India Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.9. China
      • 11.4.9.1. Overview
      • 11.4.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.9.3. China Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.9.4. China Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.9.5. China Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.9.6. China Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.10. Japan
      • 11.4.10.1. Overview
      • 11.4.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.10.3. Japan Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.10.4. Japan Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.10.5. Japan Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.10.6. Japan Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.11. South Korea
      • 11.4.11.1. Overview
      • 11.4.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.11.3. South Korea Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.11.4. South Korea Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.11.5. South Korea Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.11.6. South Korea Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.12. Australia
      • 11.4.12.1. Overview
      • 11.4.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.12.3. Australia Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.12.4. Australia Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.12.5. Australia Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.12.6. Australia Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.13. Thailand
      • 11.4.13.1. Overview
      • 11.4.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.13.3. Thailand Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.13.4. Thailand Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.13.5. Thailand Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.13.6. Thailand Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.14. Indonesia
      • 11.4.14.1. Overview
      • 11.4.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.14.3. Indonesia Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.14.4. Indonesia Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.14.5. Indonesia Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.14.6. Indonesia Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.15. Philippines
      • 11.4.15.1. Overview
      • 11.4.15.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.15.3. Philippines Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.15.4. Philippines Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.15.5. Philippines Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.15.6. Philippines Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.4.16. Rest of APAC
      • 11.4.16.1. Overview
      • 11.4.16.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.4.16.3. Rest of APAC Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.4.16.4. Rest of APAC Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.4.16.5. Rest of APAC Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.4.16.6. Rest of APAC Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
  • 11.5. Latin America
    • 11.5.1. Overview
    • 11.5.2. Drug Discovery Informatics Key Manufacturers in Latin America
    • 11.5.3. Latin America Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.5.4. Latin America Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
    • 11.5.5. Latin America Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
    • 11.5.6. Latin America Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
    • 11.5.7. Latin America Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.5.8. Brazil
      • 11.5.8.1. Overview
      • 11.5.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.8.3. Brazil Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.5.8.4. Brazil Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.5.8.5. Brazil Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.5.8.6. Brazil Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.5.9. Mexico
      • 11.5.9.1. Overview
      • 11.5.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.9.3. Mexico Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.5.9.4. Mexico Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.5.9.5. Mexico Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.5.9.6. Mexico Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.5.10. Argentina
      • 11.5.10.1. Overview
      • 11.5.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.10.3. Argentina Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.5.10.4. Argentina Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.5.10.5. Argentina Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.5.10.6. Argentina Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.5.11. Colombia
      • 11.5.11.1. Overview
      • 11.5.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.11.3. Colombia Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.5.11.4. Colombia Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.5.11.5. Colombia Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.5.11.6. Colombia Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.5.12. Rest of LATAM
      • 11.5.12.1. Overview
      • 11.5.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.5.12.3. Rest of LATAM Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.5.12.4. Rest of LATAM Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.5.12.5. Rest of LATAM Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.5.12.6. Rest of LATAM Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
  • 11.6. Middle East and Africa
    • 11.6.1. Overview
    • 11.6.2. Drug Discovery Informatics Key Manufacturers in Middle East and Africa
    • 11.6.3. Middle East and Africa Market Size and Forecast, By Country, 2019 - 2032 (US$ Million)
    • 11.6.4. Middle East and Africa Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
    • 11.6.5. Middle East and Africa Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
    • 11.6.6. Middle East and Africa Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
    • 11.6.7. Middle East and Africa Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.8. Saudi Arabia
      • 11.6.8.1. Overview
      • 11.6.8.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.8.3. Saudi Arabia Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.8.4. Saudi Arabia Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.8.5. Saudi Arabia Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.8.6. Saudi Arabia Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.9. United Arab Emirates
      • 11.6.9.1. Overview
      • 11.6.9.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.9.3. United Arab Emirates Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.9.4. United Arab Emirates Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.9.5. United Arab Emirates Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.9.6. United Arab Emirates Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.10. Israel
      • 11.6.10.1. Overview
      • 11.6.10.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.10.3. Israel Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.10.4. Israel Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.10.5. Israel Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.10.6. Israel Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.11. Turkey
      • 11.6.11.1. Overview
      • 11.6.11.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.11.3. Turkey Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.11.4. Turkey Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.11.5. Turkey Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.11.6. Turkey Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.12. Algeria
      • 11.6.12.1. Overview
      • 11.6.12.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.12.3. Algeria Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.12.4. Algeria Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.12.5. Algeria Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.12.6. Algeria Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.13. Egypt
      • 11.6.13.1. Overview
      • 11.6.13.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.13.3. Egypt Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.13.4. Egypt Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.13.5. Egypt Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.13.6. Egypt Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)
    • 11.6.14. Rest of MEA
      • 11.6.14.1. Overview
      • 11.6.14.2. Market Analysis, Forecast, and Y-O-Y Growth Rate, 2019 - 2032, (US$ Million)
      • 11.6.14.3. Rest of MEA Market Size and Forecast, By Solution Type, 2019 - 2032 (US$ Million)
      • 11.6.14.4. Rest of MEA Market Size and Forecast, By Workflow, 2019 - 2032 (US$ Million)
      • 11.6.14.5. Rest of MEA Market Size and Forecast, By Mode of Delivery, 2019 - 2032 (US$ Million)
      • 11.6.14.6. Rest of MEA Market Size and Forecast, By End-User, 2019 - 2032 (US$ Million)

12. Key Vendor Analysis- Drug Discovery Informatics Industry

  • 12.1. Competitive Dashboard
  • 12.2. Company Profiles
    • 12.2.1. Bio-Rad Laboratories, Inc.
    • 12.2.2. BIOVIA (a subsidiary of Dassault Systemes)
    • 12.2.3. Boehringer Ingelheim International GmbH
    • 12.2.4. Certara USA, Inc.
    • 12.2.5. Charles River Laboratories International, Inc.
    • 12.2.6. ChemAxon Ltd.
    • 12.2.7. Collaborative Drug Discovery, Inc.
    • 12.2.8. Dassault Systemes SE
    • 12.2.9. Genedata AG
    • 12.2.10. IBM Corporation
    • 12.2.11. Illumina, Inc.
    • 12.2.12. Infosys Limited
    • 12.2.13. Jubilant Biosys Limited
    • 12.2.14. PerkinElmer, Inc.
    • 12.2.15. Schrodinger, Inc.
    • 12.2.16. Thermo Fisher Scientific Inc.
    • 12.2.17. Others

13. 360 Degree Analyst View

14. Appendix

  • 14.1. Research Methodology
  • 14.2. References
  • 14.3. Abbreviations
  • 14.4. Disclaimer
  • 14.5. Contact Us
샘플 요청 목록
0 건의 상품을 선택 중
목록 보기
전체삭제