• Title/Summary/Keyword: negative medicine reactions

Search Result 75, Processing Time 0.027 seconds

MLCNN-COV: A multilabel convolutional neural network-based framework to identify negative COVID medicine responses from the chemical three-dimensional conformer

  • Pranab Das;Dilwar Hussain Mazumder
    • ETRI Journal
    • /
    • v.46 no.2
    • /
    • pp.290-306
    • /
    • 2024
  • To treat the novel COronaVIrus Disease (COVID), comparatively fewer medicines have been approved. Due to the global pandemic status of COVID, several medicines are being developed to treat patients. The modern COVID medicines development process has various challenges, including predicting and detecting hazardous COVID medicine responses. Moreover, correctly predicting harmful COVID medicine reactions is essential for health safety. Significant developments in computational models in medicine development can make it possible to identify adverse COVID medicine reactions. Since the beginning of the COVID pandemic, there has been significant demand for developing COVID medicines. Therefore, this paper presents the transferlearning methodology and a multilabel convolutional neural network for COVID (MLCNN-COV) medicines development model to identify negative responses of COVID medicines. For analysis, a framework is proposed with five multilabel transfer-learning models, namely, MobileNetv2, ResNet50, VGG19, DenseNet201, and Inceptionv3, and an MLCNN-COV model is designed with an image augmentation (IA) technique and validated through experiments on the image of three-dimensional chemical conformer of 17 number of COVID medicines. The RGB color channel is utilized to represent the feature of the image, and image features are extracted by employing the Convolution2D and MaxPooling2D layer. The findings of the current MLCNN-COV are promising, and it can identify individual adverse reactions of medicines, with the accuracy ranging from 88.24% to 100%, which outperformed the transfer-learning model's performance. It shows that three-dimensional conformers adequately identify negative COVID medicine responses.

Short Tenn Reactions to Acupuncture Treatment and Adverse Events Following Acupuncture in Korea a Cross-sectional Survey of Patient Reports (침치료 직 후 자가 설문지를 이용한 침반응(針感)과 부작용에 대한 단면적 연구)

  • Park, Seong-Uk;Jung, Woo-Sang;Moon, Sang-Kwan;Ko, Chang-Nam;Cho, Ki-Ho;Kim, Young-Suk;Bae, Hyung-Sup;Park, Jung-Mi
    • The Journal of Korean Medicine
    • /
    • v.28 no.2 s.70
    • /
    • pp.66-79
    • /
    • 2007
  • Objectives : To explore the type and frequency of short term reactions, de Qi associated with acupuncture treatment and to determine the incidence of adverse events following acupuncture in Korea. Subjects and methods : This study is a retrospective and cross-sectional survey of patient reports. 1095 subjects, 585 of out-patients of the Oriental Medicine of Stroke & Neurological Disorders Center, East-West NEO Medical Center of Kyunghee University and 510 of out-patients of the Department of Cardiovascular & Neurologic Diseases (Stoke Center), Hospital of Oriental Medicine, Kyunghee Medical Center, from June through November of 2006, who had acupuncture, gave informed consent and completed one survey form. On this form, patients were asked to report short term acupuncture reactions, de Qi, patient satisfaction measurement (using VAS), and adverse events relating to acupuncture treatment. The acupuncturists of this study are Korean Medicine Doctors (KMD) who had worked as practitioners for 3-30 years or more. Results : The average age of the 1095 subjects was 58 years old. Positive short term acupuncture reactions after treatment were reported by 878 (80.2%), negative short term acupuncture reactions by 75 (6.8%) and no reactions were reported by 142 (13.0%). The most common positive short term acupuncture reactions were feeling 'relaxed', 472 (43.1%), followed by feeling 'less pain' 90 (8.2%), 'energized' 16 ( 1.5%), 'tingling' 16 (1.5%), 'heat feeling or Cold feeling' 10 (0.9%), and others 274 (25.0%), respectively. Negative short term acupuncture reactions were feeling 'pain' 37 (3.4%), tiredness 24 (2.2%), dizziness 9 (0.8%), and others 5 (0.2%), respectively. Traditionally described needling sensations of de Qi refer to a patient's response to distention, pulling, soreness, heaviness, numbness. 39.7% of subjects reported de Qi during needling, experiencing 'distention' 333 (30.4%), 'soreness' 52 (4.7%), 'pulling' 22 (2.0%), 'heaviness' 18 (1.6%), and 'numbness' 10 (0.9%) respectively. Positive short term acupuncture reactions and de Qi rate were the highest in the less than 40 years group (83/96 86.5%, 50/96 52.1%). No acupuncture reactions were highly seen in the over 70 years old group (31/187, 16.6%). Patient satisfaction level using VAS was a comparatively high $72.9{\pm}19.9$. Adverse events were only bleeding in 92 (8.4%) of the total subjects. High sensitive acupoints were 95 points as GV26 (54 times), LI4 (54 times), ST36 (53 times), GB20 (37 times), HT8(34 times), LV3 (29 times), SI3 (29 times), and LI11 (27 times) in order. Main impressions were stroke patients 430 (16.9%), headache 185 (16.9%), hypertension 97 (8.9%), and dizziness 85 (7.8%). Conclusions : Although 8 different Korean Medicine Doctors participated in this research, we obtained similar results from each. There were no significantly different results between the two hospitals. Short term acupuncture reactions and de Qi were most related to age. Except for bleeding there were no adverse events relating to acupuncture treatment in this study. We consider acupuncture treatment as very safe depending on practitioners. Positive short term acupuncture reactions after treatment were 12 times higher than negative short term acupuncture reactions. Subjects were comparatively satisfied with acupuncture treatment.

  • PDF

Immunoreactive ${\beta}$-Endorphin in Female Reproductive Organs (여성 생삭기에 있어서의 ${\beta}$-Endorphin에 관한 면역조직학적 연구)

  • Kim, Jung-Gu;Min, Eung-Gi;Moon, Shin-Yong;Lee, Jin-Yong;Chang, Yoon-Seok
    • Clinical and Experimental Reproductive Medicine
    • /
    • v.15 no.1
    • /
    • pp.53-60
    • /
    • 1988
  • The aim of this study was to examine the presence of ${\beta}$-endorphin in female reproductive organs. A total of 104 fresh tissue samples were obtained from normal ovary, tube, endometrium, placenta, amniotic membrane and umbilical cord, and immunostained by the method using biotin-streptoavidin amplified system. The results were as follows: 1. In reproductive age, corpus luteum only showed ${\beta}$-endorphin immunostained cells but no cells in ovaries during proliferative phase of menstrual cycle were stained. 2. Secretory endometrium revealed positive reactions in the cytoplasm of glandular epithelial cells and around the vessels, while proliferative endometrium negative reactions. 3. All the tissues of menopausal women were negative to ${\beta}$-endorphin antibody. 4. In the pregnant women, there are no ${\beta}$-endorphin containing cells in the placenta, amniotic membrane and umbilical cord regardless of gestational age.

  • PDF

Anaphylaxis occurred immediately after prophylactic antibiotics injection with negative intradermal skin test during laparoscopic cholecystectomy

  • Jeong, Hyung Joo;Kung, Hsi Chiang;Park, Tae Woo;Kang, Dong Hee;Shin, Yu Som;Kim, Ju Deok
    • Kosin Medical Journal
    • /
    • v.33 no.2
    • /
    • pp.245-251
    • /
    • 2018
  • Prophylactic antibiotics that are used to prevent post-operative infection can commonly cause anaphylactic reactions during anesthesia. It is therefore necessary to perform a skin test before antibiotics are administered in order to diagnose and prevent anaphylactic reactions. However, the results of the antibiotic skin test can differ according to the drug, dose, and reagent concentration. We report a case of anaphylactic shock with bronchospasm and cardiovascular collapse immediately following administration of the prophylactic cefazedone after induction of general anesthesia for laparoscopic cholecystectomy.

Immunocytochemical Characteristics of the Short-term Cultured Mesothelial Cells (단기배양한 중피세포의 면역세포화학적 연구)

  • Jeon, Ho-Jong;Lee, Mi-Ja;Lee, Mi-Sook;Jeong, Yu-Kyung;Lee, Young-Mi;Choi, Hyung-Ho
    • The Korean Journal of Cytopathology
    • /
    • v.6 no.2
    • /
    • pp.106-115
    • /
    • 1995
  • Reactive humsn mesothelial cells were examined by immunocytochemical stain with intermediate filaments (cytokeratin [CK1, CK7, CK8, CK18, CD19), vimentin, desmin, actin), epithelial membrane antigen, carcinoembryonic antigen (CEA), MHC class II antigen (HLA-DR), LeuM-1 (CD15), $\alpha1-antitrypsin$(ACT), $\alpha1-antichymotrypsin$ (ACHT), CD68(KP-1) and FcyRIII(CD16). The mesothelial cells were isolated from patients with liver cirrhosis and pleural effusion, and short-term cultured in RPMI 1640 media containing 10% heat inactivated fetal calf serum and 1% identical supernatant fluid of the patients' transudates. The results obtained are as follows 1. The cultured-reactive mesothelial cells were positive for the protein of cytoskeleton such as cytokeratin and vimentin, but negative for desmin and actin. The resting mesothelial cells showed positive reactions for cylokeratin, but negative for vimentin, desmin and actin. 2. The primary antibodies to the cytokeratin were strongly reactive for CK1, CK8 and CK18 but negative for CK7 and CK19 in both reactive and resting mesothelial cells. 3. Resting mesothelial cells showed negative reactions for CEA, but strong positive reactions in cultured-reactive mesothelial cells. 4. The markers for the monocytes/histiocytes(CD11b, CD14, CD16, CD68, Iysozyme and $\alpha1-antitrypsin$ and $\alpha1-antichymotrypsin$) were nonreactive in resting mesothelial cells, but lysozyme and $\alpha1-antitrypsin$ were weakly reactive in reactive and proliferative mesothelial cells. 5. MHC Class II molecule(HLA-DR antigen) was negative in both resting and reactive mesothelial cells. These results suggest that the short-term cultured, reactive mesothelial cells show a newly aberrant expression of the vimentin and calcine-embryonic antigen. The reason of the aberrant expression of the intermediate filament and oncofetal antigen in reactive and proliferative mesothelial cells should be further evaluated.

  • PDF

Duplex dPCR System for Rapid Identification of Gram-Negative Pathogens in the Blood of Patients with Bloodstream Infection: A Culture-Independent Approach

  • Shin, Juyoun;Shin, Sun;Jung, Seung-Hyun;Park, Chulmin;Cho, Sung-Yeon;Lee, Dong-Gun;Chung, Yeun-Jun
    • Journal of Microbiology and Biotechnology
    • /
    • v.31 no.11
    • /
    • pp.1481-1489
    • /
    • 2021
  • Early and accurate detection of pathogens is important to improve clinical outcomes of bloodstream infections (BSI), especially in the case of drug-resistant pathogens. In this study, we aimed to develop a culture-independent digital PCR (dPCR) system for multiplex detection of major sepsis-causing gram-negative pathogens and antimicrobial resistance genes using plasma DNA from BSI patients. Our duplex dPCR system successfully detected nine targets (five bacteria-specific targets and four antimicrobial resistance genes) through five reactions within 3 hours. The minimum detection limit was 50 ag of bacterial DNA, suggesting that 1 CFU/ml of bacteria in the blood can be detected. To validate the clinical applicability, cell-free DNA samples from febrile patients were tested with our system and confirmed high consistency with conventional blood culture. This system can support early identification of some drug-resistant gram-negative pathogens, which can help improving treatment outcomes of BSI.

Persisting antibody reaction in paragonimiasis after praziquantel treatment is elicited mainly by egg antigens

  • Cho, Seung-Yull;Kong, Yoon;Yun, Doo-Hee;Kang, Shin-Yong;Kim, Lee-Soo;Chung, Young-Bae;Yang, Hyun-Jong
    • Parasites, Hosts and Diseases
    • /
    • v.38 no.2
    • /
    • pp.75-84
    • /
    • 2000
  • Antibody responses in serum and cerebrospinal fluid (CSF) samples from patients with active and chronic paragonimiasis and in sera from patients on whom follow-up studies were done after praziquantel treatment were analyzed using antigens of Paragonimus westermani prepared from eggs, metacercariae, juveniles of 4-and 7-week old, adult worms and recombinant protein of 28 kDa cruzipain-like cysteine protease (rPw28CCP). The patient sera/CSFs of active and chronic paragonimiasis revealed strong antibody reactions against the crude extracts of 4-and 7-week old juveniles as well as against those from egg and adult. rPw28CCP also showed specific reaction to the sera with active paragonimiasis. After the treatment, levels of specific antibodies in the sera gradually decreased to negative range in most patients. In some cases with persisting high antibody levels, however, the reactions at 27 kDa egg Protein were sustained throughout the observation period of 34 months. The reactions at 35 and 32 kDa in adult extract and rPw28CCP disappeared rapidly after the treatment. Persistent antibody reactions even after successful treatment are provoked by continuous antigenic challenge from eggs which were not resolved by treatment.

  • PDF

Antigenicity test of cis-Malonato[(4R,5R)-4,5-bis(aminomethyl)-2-isopropyl-1,3-dioxolane]platinum(II)(SKI 2053R) in Guinea Pigs and Mice (기니픽 및 마우스에서 cis-Malonato[(4R,5R)-4,5-bis(aminomethyl)-2-isopropyl-1,3-dioxolane]platinum(II)(SKI 2053R)의 항원성시험)

  • Lee, Yong-Soon;Kang, Kyung-Sun;Shin, Dong-Jin;Kim, Hyoung-Ook;Cho, Jae-Jin;Kim, Bae-Hwan;Nam, Ki-Hoan;Seo, Kwang-Won
    • Toxicological Research
    • /
    • v.8 no.2
    • /
    • pp.255-263
    • /
    • 1992
  • SKI 2053R and SKI 2053R-human serum albumin(HSA) mixture were examined for their antigenicity in Hartley guinea pigs as well as C57BL/6 mice in comparison with distilled water (DW), HSA and DW-HSA conjugate. Several antigenicity tests, including acitive systemic anaphylaxis(ASA), passive systemic anaphylaxis (PSA), passive cutaneous anaphylaxis (PCA) and indirect hamagglutination test (IHA), were performed according to the Established Regulations of National Institute of Safety Research. The results were as follows: 1. When guinea pigs were sensitized with SKI2053R or SKI2053R-HSA emulsified with complete Freund's adjuvant(CFA), these animals showed negative reactions in ASA and PSA. 2.No blue spot was observed on the back skin of guinea pigs in the PCA test. 3. Sera from guinea pigs revealed a negative reaction in IHA. 4.Guinea pigs were sensitized by HSA emulsified with CFA as a positive control, and these animals showed positive reactions in ASA, PSA, PCA, and IHA. As shown above, SKI2053R was considered to possess neither antigenic, nor haptenic properties, and confirmed not to have the haemagglutinating activity.

  • PDF

Study on Morphological Changes and TUNEL Reaction of Apoptotic Cells in Mouse Liver by Apoptosis Induction

  • Kwak, Soo-Dong;Yang, Je-Hoon;Koh, Phil-Ok;Seo, Deuk-Lok;Kang, Chung-Boo
    • Biomedical Science Letters
    • /
    • v.8 no.3
    • /
    • pp.179-184
    • /
    • 2002
  • We investigated the morphological changes and TUNEL reaction of apoptotic cells in the liver of D-galactosamine (20 mg/mouse) and lipopolysaccharide (5 $\mu\textrm{g}$/mouse)-treated 30 mice (BALB/c), and in additioa also of apoptotic cells in kidney and spleen. The livers and other some organs of mice at 6, 12, 24, 48 and 72 hrs after treatment were collected and were fixed with 10% neutral formalin and paraffin sections were stained with hematoxylin-eosin or terminal deoxynucleotidly transferase-mediated dUTP nick end labeling (TUNEL) method. Morphological changes in apoptotic hepatocytes were chondensation of nuclei and density of cytoplasms, then the margination and pyknosis of chromatin, the formation of half-moon- or horse-shoe- or ship-like shapes of condensed chromatin mass, lastly formation of apoptotic bodies, disappearance of nuclear envelopes, decrease of stainability, then lysis and disappearance of apoptotic bodies. TUNEL positive reactions of hepatocytes were appeared first moderate in uncondensed hepatocytes, severe in condensed hepatocytes, moderate in chromatin-marginated hepatocytes. These reactions also were appeared moderate in hepatocytes with half-moon- or horse-shoe- or ship-like pyknotic chromatin mass or apoptotic bodies, and mild or negative in hepatocytes with lysed apoptotic bodies or with disappeared nuclear envelopes. Consequently these results suggested that TUNEL positive reactions of hepatocytes appeared at more early stages than appearance of chromatin condensation and disappeared at more early stage than disappearance of histological findings of apoptosis. We also confirmed that the differentiation of apoptotic cells from normal healthy cells of Kupffer cells and vascular endothelial cells in liver, reticular cells and lymphocytes in spleen and epithelial cells of tubules and ducts in kidney was impossible in H-E preparations but was possible in TUNEL preparations.

  • PDF

Treatment of Drug Susceptible Pulmonary Tuberculosis

  • Shin, Hong-Joon;Kwon, Yong-Soo
    • Tuberculosis and Respiratory Diseases
    • /
    • v.78 no.3
    • /
    • pp.161-167
    • /
    • 2015
  • Tuberculosis (TB) remains a major global health problem, and the incidence of TB cases has not significantly decreased over the past decade in Korea. The standard short course regimen is highly effective against TB, but requires multiple TB-specific drugs and a long treatment duration. Recent studies using late-generation fluoroquinolones and/or high-dose rifapentine-containing regimens to shorten the duration of TB treatment showed negative results. Extending the treatment duration may be considered in patients with cavitation on the initial chest radiograph and positivity in sputum culture at 2 months of treatment for preventing TB relapse. Current evidence does not support the use of fixed-dose combinations compared to separate drugs for the purpose of improving treatment outcomes. All patients receiving TB treatment should be monitored regularly for response to therapy, facilitation of treatment completion, and management of adverse drug reactions. Mild adverse effects can be managed with symptomatic therapy and changing the timing of the drug administration, but severe adverse effects require a discontinuation of the offending drugs.