• 제목/요약/키워드: Drug Development

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신약개발에서의 AI 기술 활용 현황과 미래 (Present Status and Future of AI-based Drug Discovery)

  • 정명희;권원현
    • 한국정보통신학회논문지
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    • 제25권12호
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    • pp.1797-1808
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    • 2021
  • 4차 산업혁명을 주도하는 기술 중 가장 핵심적인 기술로 꼽히고 있는 인공지능은 다양한 분야에 접목되면서 우리 사회 전반에 걸쳐 패러다임의 전환을 가져오고 있다. 바이오 분야 역시 예외는 아니어서 컴퓨터, 전기·전자, 기계 등 타 학문과 융합되면서 방대한 데이터 기반의 AI 기술을 도입하고 있다. 신약개발에서 AI 기술 도입은 신약개발의 효율성을 개선하고 효능 및 품질 향상을 가져올 수 있다. 신약개발은 다학제 분야가 접목된 융합 분야이고 개발 과정 단계별로 결과의 불확실성이 존재하고 있어 실용적 수준의 신약 개발을 위해서는 화학, 생물학, 독성학, 약동학 등 전문지식의 융합을 기반으로 하는 AI 기술 개발이 필요하다. 신약개발은 크게 주어진 질병에 대한 타겟 물질 발굴 및 검증, 히트 및 선도물질 발굴, 도출된 화합물에 대한 합성 가능성 및 효능 등에 대한 평가(Scoring)를 거쳐 최적의 신약 후보 물질을 발굴하고 마지막으로 전임상과 임상 과정의 단계를 거친다. 이때 AI 기술은 모든 단계에서 적용될 수 있고 단계마다 특화되어 적용될 수 있다. 본 논문에서는 신약개발을 위해 적용되고 있는 AI 기술 현황과 현재 기술의 한계를 살펴보고 향후 신약개발에서 AI 기술의 발전 방향을 고찰해 보고자 한다.

니세틸 정(아세틸-엘-카르니틴 500 mg)에 대한 뉴로세틸 정의 생물학적 동등성 (Bioequivalence of Neurocetil Tablet to Nicetile Tablet (Acetyl-L-Carnitine 500 mg))

  • 조혜영;김은아;정현철;심영순;임동구;오인준;문재동;이용복
    • Journal of Pharmaceutical Investigation
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    • 제31권1호
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    • pp.49-55
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    • 2001
  • Acetyl-L-carnitine (ALC), an endogenous component of the L-carnitine family, is naturally occurring molecule synthesized from L-carnitine (LC) by carnitine acetyl transferase. ALC has been shown to improve the cognitive performance of patients suffering from dementia of the Alzheimer's type and proposed for treating Alzheimer's disease in pharmacological doses. The purpose of the present study was to evaluate the bioequivalence of two ALC tablets, $Nicetile^{TM}$ (Dong-A pharmaceutical Co., Ltd.) and $Neurocetil^{TM}$ (Kyung-Dong Pharmaceutical Co., Ltd.), according to the guidelines of Korea Food and Drug Administration. Twenty six normal male volunteers, $22.80{\pm}2.76$ year in age and $63.07{\pm}7.98\;kg$ in body weight, were divided into two groups and a randomized $2{\times}2$ cross-over study was employed. After one tablet containing 500 mg of ALC was orally administered, blood was taken at predetermined time intervals and the concentrations of ALC in serum were determined using HPLC with fluorescence detector. Because of the presence of endogenous ALC, the calibration was performed using dialyzed serum. Pharmacokinetic parameters such as $AUC_t$, $C_{max}\;and\;T_{max}$ were calculated and ANOVA was utilized for the statistical analysis of the parameters. The results showed that the differences in $AUC_t$, $C_{max}\;and\;T_{max}$ between two tablets were 2.72%, -0.65% and -8.42%, respectively, when calculated against the $Nicetile^{TM}$ tablet. The powers $(1-{\beta})$ for $AUC_t\;and\;C_{max}$ were 94.87% and 87.17%, respectively. Minimum detectable differences $({\Delta})$ at ${\alpha}=0.05$ and $1-{\beta}=0.8$ were less than 20% (e.g., 15.58% and 19.16% $AUC_t\;C_{max}$, respectively). The 90% confidence intervals were within ${\pm}20%$ (e.g., $-11.84{\sim}6.41$ and $-10.57{\sim}11.88$for $AUC_t\;and\;C_{max}$, respectively). Two parameters met the criteria of KFDA for bioequivalence, indicating that $Neurocetil^{TM}$ tablet is bioequivalent to $Nicetile^{TM}$ tablet.

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라미실 정(테르비나핀 125 mg)에 대한 터비나 정의 생물학적 동등성 (Bioequivalence of Terbina Tablet to Lamisil Tablet (Terbinafine 125 mg))

  • 김수진;정인성;조혜영;심영순;정태진;오인준;문재동;이용복
    • Journal of Pharmaceutical Investigation
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    • 제30권2호
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    • pp.133-138
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    • 2000
  • Terbinafine is an orally active antifungal agent as it inhibits the fungal enzyme squalene epoxidase, which is important in the early biosynthetic pathway of ergosterol. This leads to abnormal development of the fungal cell membrane. Bioequivalence of two terbinafine tablets, $Lamisil^{TM}$ (Novartis Korea Ltd.) and $Terbina^{TM}$ (Korean Drug Co., Ltd.), was evaluated according to the guidelines of Korea Food and Drug Administration (KFDA). Sixteen normal male volunteers, $23.56{\pm}1.75$ years old and $65.60{\pm}8.54\;kg$ of body weight, were divided into two groups and a randomized $2{\times}2$ cross-over study was employed. After one tablet containing 125 mg of terbinafine was orally administered, blood was taken at predetermined time intervals and the serum concentrations of terbinafine were determined using an HPLC method with UV detector. The pharmacokinetic parameters $(AUC_t,\;C_{max}\;and\;T_{max})$ were calculated and ANOVA test was utilized for the statistical analysis of parameters. The results showed that the differences in $AUC_t,\;C_{max}\;and\;T_{max}$ between two tablets based on $Lamisil^{TM}$, tablet were -2.53%, -2.98% and 8.13%, respectively. The powers $(1-{\beta})$ for $AUC_t,\;C_{max}\;and\;T_{max}$ were 85.21%, 98.21% and 93.11%, respectively. Minimum detectable differences $({\Delta})$ at ${\alpha}=0.1\;and\;1-{\beta}=0.8$ were all less than 20%. The 90% confidence intervals were all within ${\pm}20%$. All the parameters above met the criteria of KFDA for bioequivalence, indicating that $Terbina^{TM}$ tablet is bioequivalent to $Lamisil^{TM}$ tablet.

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Establishment of Analytical Method for Residues of Ethychlozate, a Plant Growth Regulator, in Brown Rice, Mandarin, Pepper, Potato, and Soybean Using HPLC/FLD

  • Kim, Jae-Young;Lee, Jin Hwan;Lee, Sang-Mok;Chae, Young-Sik;Rhee, Gyu-Seek;Chang, Moon-Ik
    • 한국환경농학회지
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    • 제34권2호
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    • pp.111-119
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    • 2015
  • BACKGROUND: Ethychlozate (ECZ) is a plant growth regulator of synthetic auxin for agricultural commodities (ACs). Accurate and sensitive method to determine ECZ in diverse ACs on global official purpose is required to legal residue regulation. As the current official method is confined to the limited type of crops with poor validation, this study was conducted to improve and extend the ECZ method using high-performance liquid chromatography (HPLC) in all the registered crops with method verification. METHODS AND RESULTS: ECZ and its acidic metabolite (ECZA) were both extracted from acidified samples with acetone and briefly purified by dichloromethane partition. ECZ was hydrolyzed to form ECZA and the combined ECZA was finally purified by ion-associated partition including hexane-washing. The instrumental quantitation was performed using HPLC/ FLD under ion-suppression of ECZA with no interference by sample co-extractives. The average recoveries of intra- and inter-day experiment ranged from 82.0 to 105.2% and 81.7 to 102.8%, respectively. The repeatability and reproducibility for intra- and inter-day measurements expressed as a relative standard deviation was less than 8.7% and 7.4%, respectively. CONCLUSION: Established analytical method for ECZ residue in ACs was applicable to the nation-wide pesticide residues monitoring program with the acceptable level of sensitivity, repeatability and reproducibility.

BIOPHARMACEUTIC PROPERTIES OF DRUGS: NEW TOOLS TO FACILITATE DRUG DISCOVERY AND DEVELOPMENT

  • Amidon, Gordon L.
    • 한국응용약물학회:학술대회논문집
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    • 한국응용약물학회 1997년도 춘계학술대회
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    • pp.3-5
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    • 1997
  • Properties of a good drug include safety, efficacy, half-life and bioavailability. With the current approach to drug discovery based on receptor-based and cell-based screening methods, compounds are frequently moved into development with poor bioavailability. With low bioavailability, drug administration is typically limited to parenteral routes, thus limiting the potential wide-spread utility of these therapeutic agents. The first and most important factor limiting a drug's bioavailability is the intestinal membrane permeability which in turn determines the maximum fi:action of the dose administered that can be absorbed. We have recently utilized new intubation methods for performing permeability measurements in humans and establishing a fundamental human data base for correlating intestinal jejunal membrane permeabilities with permeabilities determined in other systems, e.g., animals, tissue culture, as well as physical chemical properties.

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Exploration of the Binding Mode of Indole Derivatives as Potent HIV-1 Inhibitors Using Molecular Docking Simulations

  • Balupuri, Anand;Cho, Seung Joo
    • 통합자연과학논문집
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    • 제6권3호
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    • pp.138-142
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    • 2013
  • The HIV-1 envelope glycoprotein gp120 plays a vital role in the entry of the virus into the host cells. The crucial role of the glycoprotein suggests gp120 as potential drug target for the future antiviral therapies. Identification of the binding mode of small drug like compounds has been an important goal in drug design. In the current study we attempt to propose binding mode of indole derivatives in the binding pocket of gp120. These derivatives are reported to inhibit HIV-1 by acting as attachment inhibitors that bind to gp120 and prevent the gp120-CD4 interaction and thus inhibit the infectivity of HIV-1. To elucidate the molecular basis of the small molecules interactions to inhibit the glycoprotein function we employed the molecular docking simulation approach. This study provides insights to elucidate the binding pattern of indole-based gp120 inhibitors and may help in the rational design of novel HIV-1 inhibitors with improved potency.

Development of the 3rd Generation Anticancer Platinum Complex as New Drug

  • Cho, Yong-Baik;Ph. D.
    • 한국응용약물학회:학술대회논문집
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    • 한국응용약물학회 2002년도 창립10주년기념 및 국립독성연구원 의약품동등성평가부서 신설기념 국재학술대회:생물학적 동등성과 의약품 개발 전략을 위한 국제심포지움
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    • pp.97-102
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    • 2002
  • Life Science Research Center of SK Chemicals has developed a 3rd-generation anticancer platinum drug for the first time in the nation′s 100-year-old pharmaceutical industry. The Korea Food and Drug Administration (KFDA) approved the sale of "Sunpla" (code name SKI 2053R, general name : Heptaplatin) on July 14, 1999 for the treatment of advance, metastatic gastric cancer. Cisplatin, the 1 st-generation anticancer drug, which was developed by Bristol-Myers of the United States in 1976, is one of the most potent anticancer drugs and is a major component of combination chemotherapy for a variety of human cancers. However its clinical usefulness has frequently been limited not only by undesirable side effects such as severe renal toxicity, nausea, vomiting, ototoxicity, and neurotoxicity but also by the development of resistance. Carboplatin, the 2nd-generation anticancer platinum drug, which was also developed by Bristol-Myers in 1986, has modified the problems of the renal and gastrointestinal toxicities of cisplatin. Carboplatin, however, has no enhanced therapeutic efficacy over cisplatin and does not possess the property to overcome cross-resistance to cisplatin.

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Development of simultaneous analysis of Pheniramine Maleate and Naphazoline Hydrochloride Ophthalmic Solution

  • Shin, Myoung-Hee;Lee, Young-Ja;Lee, Chang-Hee;Jin, Jong-Sung;Kim, Mi-Kyeong;Jin, Sun-Kyung;Doh, Hea-Jeong;Jung, Jin-Su
    • 대한약학회:학술대회논문집
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    • 대한약학회 2003년도 Proceedings of the Convention of the Pharmaceutical Society of Korea Vol.2-2
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    • pp.219.2-219.2
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    • 2003
  • We want to actively cope with technological developments by improving our drug specification in Korean Pharmaceutical Codex. Pheniramine maleate and naphazoline HCl of Pheniramine Maleate and Naphazoline Hydrochloride Ophthalmic Solution were ordained as UV spectroscopy and HPLC, respectively. Simultaneous analysis of those using HPLC has been developed. The assays of two drug products were 97.2%, 102.2% (pheniramine maleate), 96.8%, 101.3% (naphazoline HC1) respectively ; the specification rage if 90.0∼110.0%. (omitted)

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Rapid Analysis of Metabolic Stability and Structure of Metabolites in New Drug Development

  • Kim, Dong-Hyun
    • 대한약학회:학술대회논문집
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    • 대한약학회 2002년도 Proceedings of the Convention of the Pharmaceutical Society of Korea Vol.2
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    • pp.86-87
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    • 2002
  • Recent technological innovations in the drug discovery process such as combinatorial synthesis and high throughput screening have led to the identification of an increasingly large number of compounds at the hits-to-leads stage. Therefore, rapid and precise pharmacokinetic/metabolic screening is essential to enhance the tractability of selected leads and to minimize the risk of failure in the later stages of drug development. (omitted)

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Development of Drugs, Devices, and Drug-Device Combinations: Through the Eyes of the Regulator

  • Spyker, Daniel A.
    • 한국응용약물학회:학술대회논문집
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    • 한국응용약물학회 1995년도 춘계학술대회
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    • pp.21-27
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    • 1995
  • This document collects Center for Drug Evaluation and Research (CDER) and Center for Devices and Radiological Health (CDRH) guidance documents, citations to the primary literature, and other published and unpublished documents relevant to development and approval of drug/device combinations collected by the CDRH Division of Cardiovascular, Respiratory and Neurological Devices (DCRND). Since the Master Bibliography number represents an accession number, an alphabetical (by author) listing appears at the end of the document, Any citation marked with a, is on file in the DCRND offices, 340B, in the Piccard Building (HFZ-450), 1390 Piccard Avenue, Rockville, MD 20850.

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