scholarly journals Revisión Sistemática de Literatura: Análisis de viabilidad para la detección y diagnóstico de Covid-19, aplicando modelos de Inteligencia Artificial (IA)

CEDAMAZ ◽  
2021 ◽  
Vol 11 (2) ◽  
pp. 142-151
Author(s):  
Jonathan Ricardo Tillaguango Jiménez
Keyword(s):  
Polymerase Chain Reaction ◽  
Real Time ◽  
Real Time Pcr ◽  
Rt Pcr ◽  
Chain Reaction ◽  
Revisión Sistemática ◽  
Polymerase Chain

Desde la declaración de la emergencia sanitaria provocada por el Covid-19 en marzo del 2020, hasta la fecha, existen aproximadamente 219 millones de contagiados, de los cuales 4,5 millones han muerto. En nuestro país, se estima que existen 508 mil casos confirmados y aproximadamente 32 mil muertes a causa de esta enfermedad. Pese a disponer de métodos verificados para diagnosticar Covid-19, las pruebas Polymerase Chain Reaction (PCR) o Real Time-PCR (RT-PCR), tienden a generar falsos positivos y negativos entre el 30\% y el 40\%. Por tal razón, ayudar a los métodos tradicionales a realizar un diagnóstico clínico preciso, usando como datos de entrada radiografías pulmonares, supone un cambio radical en la detección de Covid-19, puesto que, es una alternativa mucho más cómoda para el paciente y lo que es más importante, aumenta el nivel de precisión reduciendo a la vez, las tasas de falsos positivos y negativos. En la presente Revisión Sistemática de Literatura (RSL), la cual se ha basado en la metodología de Bárbara Kitchenham, busca sustentar la creación de un modelo basado en la arquitectura de Redes Neuronales Convolucionales (CNN), capaz de analizar radiografías pulmonares para el diagnóstico de Covid-19. Como resultado, se pudo dar contestación a las tres preguntas de investigación planteadas, mismas que sirvieron para delimitar el presente estudio, para ello se analizó 41 trabajos relacionados (TR), los cuales se enfocaban en diferentes métodos de diagnóstico basados en Inteligencia Artificial (IA), no obstante 16 de estos TR hacían referencia al uso de CNN para el diagnóstico de Covid-19 mediante el análisis de tomografías computarizadas (TC) y radiografías pulmonares (Rayos X), siendo esta última la opción más viable para aplicarlo en nuestro entorno, debido la disponibilidad de datos. Además, el uso de recursos por parte de estos métodos es asequible tanto a nivel local, usando la Unidad de Procesamiento Gráfico (GPU) Nvidia y memoria RAM superior a 8GB como base, o utilizar procesamiento en la nube usando Google Colab.

scholarly journals Deteksi Plasmodium falciparum dengan menggunakan metode real-time polymerase chain reaction di daerah Likupang dan Bitung

2016 ◽  
Vol 4 (1) ◽  
Author(s):  
David C. Tooy ◽  
Janno B. Bernadus ◽  
Angle Sorisi
Keyword(s):  
Polymerase Chain Reaction ◽  
Plasmodium Falciparum ◽  
Real Time ◽  
Real Time Pcr ◽  
18S Rrna ◽  
Rt Pcr ◽  
Chain Reaction ◽  
Negative Results ◽  
Pcr Method ◽  
Polymerase Chain

Abstract: Malaria is one of the most important parasitic disease which is caused by Plasmodium spp. There are approximately 1,2 billion people in the world with high risk of getting malaria. Plasmodium falciparum (P. falciparum) is the cause of tropical malaria or falciparum malaria, and is responsible for most of the mortality rate. Currently, real-time polymerase chain reaction (RT-PCR) is being studied as an alterative of conventional malarian examination. Mangold et al reported that RT-PCR have 94.1% sensitivity and 100% specificity compared to microscopic examination in detecting P. falciparum. The aim of this research is to detect the presence of P. falciparum using RT-PCR in Likupang and Bitung region. This research were using descriptive design to find out the capability of real-time PCR method to detect P. falciparum in Likupang dan Bitung region. The researcher have examined 71 samples which are fulfill the research sample’s criteria. Postive results of P. falciparum found in 18 samples (25,3%) and negative results in 53 samples (74,6%) of total 71 samples with using RT-PCR. No positive results were found in samples from Likupang. There are positive result of P. falciparum in samples from Bitung. It is concluded that RT-PCR method can detect the presence of P. falciparum from the samples obtained from Likupang and Bitung based on the presence of its DNA. This detection efford is done by using 18S rRNA as target gene and ajust specific temperature on the RT-PCR instrument.Keywords: Plasmodium falciparum, Real-time Polymerase Chain Reaction (PCR), DetectionAbstrak: Malaria merupakan salah satu penyakit penting yang disebabkan oleh parasit Plasmodium spp. Kira-kira 1,2 miliar penduduk dunia memiliki risiko tinggi untuk mendapat malaria. Di Indonesia sendiri, terdapat 343.527 kasus terkonfirmasi dan 45 kematian karena malaria. Plasmodium falciparum (P. Falciparum) merupakan penyebab dari malaria tropika atau malaria falsiparum, dan bertanggung jawab atas sebagian besar angka mortalitas. Saat ini Real-Time Polymerase Chain Reaction (RT-PCR) telah banyak diteliti sebagai alternatif dari pemeriksaan malaria. Mangold dkk melaporkan bahwa real-time PCR memiliki nilai sensitivitas 94,1% dan nilai spesifisitas 100% terhadap pemeriksaan mikroskopis dalam mendeteksi P. falciparum. Penelitian bertujuan untuk mendeteksi P. falciparum dengan menggunakan RT-PCR di daerah Likupang dan Bitung. Penelitian ini menggunakan rancangan penelitian deskriptif untuk mengetahui kemampuan metode real-time PCR dalam mendeteksi P. falciparum di daerah Likupang dan Bitung. Tujuan penelitian ini ialah untuk mendeteksi keberadaan P. falciparum dengan menggunakan metode real-time PCR di daerah Likupang dan Bitung. Peneliti memeriksa 71 sampel darah yang memenuhi kriteria sampel penelitian. Hasil positif P. falciparum ditemukan pada 18 sampel (25,3 %) dan hasil negatif pada 53 sampel (74,6 %) dari total 71 sampel dengan menggunakan RT-PCR. Tidak ditemukannya hasil positif P. falciparum pada sampel dari Likupang. Ditemukan hasil positif P. falciparum pada sampel dari Bitung. Simpulan: Metode RT-PCR dapat mendeteksi P. falciparum berdasarkan keberadaan DNA-nya pada sampel yang diperoleh dari daerah Likupang dan Bitung. Deteksi ini berhasil dilakukan dengan menggunakan 18S rRNA sebagai gen target dan pengaturan suhu tertentu pada instrument RT-PCR.Kata kunci: P. falciparum, Real-time Polymerase Chain Reaction (PCR), Detection

scholarly journals Performance comparison of two malaria rapid diagnostic test with real time polymerase chain reaction and gold standard of microscopy detection method

2020 ◽  
Author(s):  
Puspa Wardhani ◽  
Trieva Verawaty Butarbutar ◽  
Christophorus Oetama Adiatmaja ◽  
Amarensi Milka Betaubun ◽  
Nur Hamidah ◽  
...  
Keyword(s):  
Polymerase Chain Reaction ◽  
Real Time ◽  
Diagnostic Test ◽  
Real Time Pcr ◽  
Predictive Value ◽  
Gold Standard ◽  
Detection Method ◽  
Rt Pcr ◽  
Chain Reaction ◽  
Polymerase Chain

Background: The diagnostic test for malaria is mostly based on Rapid Diagnostic Test (RDT) and detection by microscopy. Polymerase Chain Reaction (PCR) is also a sensitive detection method that can be considered as a diagnostic tool. The outcome of malaria microscopy detection depends on the examiner's ability and experience. Some RDT has been distributed in Indonesia, which needs to be evaluated for their results. Objective: This study aimed to compare the performance of RightSign RDT and ScreenPlus RDT for detection of Plasmodium in human blood. We used specific real-time polymerase chain reaction abTESTMMalaria qPCRII) and gold standard of microscopy detection method to measure diagnostic efficiency. Methods: Blood specimens were evaluated using RightSign RDT, ScreenPlus RDT, Microscopy detection, and RT-PCR as the protocol described. The differences on specificity (Sp), sensitivity (Sn), positive predictive value (PPV), and negative predictive value (NPV) were analyzed using McNemar and Kruskal Wallis analysis. Results: A total of 105 subjects were recruited. Based on microscopy test, RightSign RDT had sensitivity, Specificity, PPV, NPV, 100%, 98%, 98.2%, 100%, respectively. ScreenPlus showed 100% sensitivity, 98% specificity, 98.2% PPV, 100% NPV. The sensitivity of both RDTs became lower (75%) and the specificity higher (100 %) when using real-time PCR. Both RDTs showed a 100% agreement. RT-PCR detected higher mix infection when compared to microscopy and RDTs. Conclusion: RightSign and ScreenPlus RDT have excellent performance when using microscopy detection as a gold standard. Real-time PCR method can be considered as a confirmation tool for malaria diagnosis.

ỨNG DỤNG KỸ THUẬT PCR (POLYMERASE CHAIN REACTION) ĐỂ PHÁT HIỆN NHIỄM SẮC THỂ PHILADELPHIA TRÊN BỆNH NHÂN UNG THƯ BẠCH CẦU MÃN TÍNH DÒNG HẠT (CHRONIC MYELOID LEUKEMIA)

2010 ◽  
Author(s):  
Phan Đình Điền ◽  
Phạm Hùng Vân ◽  
Nguyễn Thái Sơn
Keyword(s):  
Polymerase Chain Reaction ◽  
Chronic Myeloid Leukemia ◽  
Real Time ◽  
Reverse Transcription ◽  
Real Time Pcr ◽  
Myeloid Leukemia ◽  
Rt Pcr ◽  
Chain Reaction ◽  
Mau Mau ◽  
Polymerase Chain

Sáu mươi mẫu máu của bệnh nhân được chẩn đoán bệnh ung thư bạch cầu mạn tính dòng hạt (Chronic Myeloid Leukemia-CML) được nghiên cứu để phát hiện nhiễm sắc thể Philadelphia mang gen tổ hợp BCR-ABL bằng kỹ thuật RT-PCR (Reverse Transcription-Polymerase Chain Reaction) và real-time PCR. Kết quả cho thấy có đến 59 bệnh nhân (98,33%) mang gen tổ hợp này trong máu ngoại biên, trong đó, dạng BCR-ABLb2a2 chiếm 32,20%, dạng BCR-ABLb3a2 chiếm 44,07% và dạng kết hợp BCR-ABLb2a2+b3a2 chiếm 23,73%. Kết quả này cho thấy có thể dùng kỹ thuật PCR để phát hiện nhiễm sắc thể Philadelphia. Việc so sánh đối chiếu kết quả này với các tác giả khác trong và ngoài nước cũng được bàn luận để khẳng định giá trị của kỹ thuật.

1504: Molecular Diagnosis and Staging of Prostate Cancer Using Clusterin in Real Time Reverse Transcription Polymerase Chain Reaction (RT-PCR)

2006 ◽  
Vol 175 (4S) ◽  
pp. 485-486
Author(s):  
Sabarinath B. Nair ◽  
Christodoulos Pipinikas ◽  
Roger Kirby ◽  
Nick Carter ◽  
Christiane Fenske
Keyword(s):  
Prostate Cancer ◽  
Polymerase Chain Reaction ◽  
Real Time ◽  
Molecular Diagnosis ◽  
Reverse Transcription ◽  
Rt Pcr ◽  
Chain Reaction ◽  
Polymerase Chain

scholarly journals DETEKSI CLOSTRIDIUM DIFFICILE TOKSIGENIK MENGGUNAKAN UJI CEPAT TOKSIN DAN REAL TIME POLYMERASE CHAIN REACTION (Toxigenic Clostridium Difficile Detection Using Toxin Rapid Test and Real Time Polymerase Chain Reaction)

2018 ◽  
Vol 22 (1) ◽  
pp. 22
Author(s):  
Ika Yasma Yanti ◽  
Dalima Ari Wahono Astrawinata
Keyword(s):  
Polymerase Chain Reaction ◽  
Clostridium Difficile ◽  
Antibiotic Therapy ◽  
Real Time ◽  
Real Time Pcr ◽  
Rapid Test ◽  
Chain Reaction ◽  
Chi Square ◽  
Polymerase Chain ◽  
Clostridium Difficile Associated Diarrhea

Toxigenic Clostridium difficile infection, causing a Pseudo Membrane Colitis (PMC) and Clostridium Difficile Associated Diarrhea(CDAD) has increased sharply. The largest risk factor is the use of antibiotics. The purpose of this study was to know how to determinethe prevalence and characteristics of subjects with Toxigenic Clostridium difficile and to assess the ability of the toxin rapid test comparedto real-time PCR. Ninety adult subjects with antibiotic therapy more than two (2) weeks were enrolled in this study. The results of toxinrapid test and real-time PCR were presented in a 2x2 table, statistical test used was Chi square. The prevalence of Toxigenic Clostridiumdifficile based on the toxin rapid test and by real-time PCR was 27.3% and 37.5%, respectively. There were significant differences betweenstool consistency and number of antibiotics used with the detection of Toxigenic Clostridium difficile. There was a relationship betweenthe duration of antibiotic therapy with the detection of Toxigenic Clostridium difficile using real-time PCR (p=0.010, RR=2.116). Thesensitivity, specificity, PPV, NPV, PLR and NLR rapid test against real-time PCR were 69.7%; 98.2%; 95.8%; 84.4%; 39.2 and 0.31,respectively. This study concluded that the prevalence of Clostridium difficile in RSCM was higher compared to that in Malaysia, Thailandand India; the subjects with antibiotic therapy for more than four (4) weeks had a double risk to have Toxigenic Clostridium difficilethan subjects with antibiotic therapy for less than that time (4 weeks). Thus, in this study, toxin rapid test could be used as a tool todetect Toxigenic Clostridium difficile.

scholarly journals Investigation of Different Commercially Available Real Time-Polymerase Chain Reaction Kits for SARS-CoV-2 Diagnosis

2021 ◽  
Author(s):  
Rajeev Kumar Jain ◽  
Nagaraj Perumal ◽  
Rakesh Shrivastava ◽  
Kamlesh Kumar Ahirwar ◽  
Jaya Lalwani ◽  
...  
Keyword(s):  
Polymerase Chain Reaction ◽  
Real Time ◽  
Internal Control ◽  
Housekeeping Genes ◽  
Housekeeping Gene ◽  
Specific Gene ◽  
Rt Pcr ◽  
Chain Reaction ◽  
Gene Target ◽  
Polymerase Chain

Introduction: The whole world is facing an ongoing global health emergency of COVID-19 disease caused by the Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2). Real-Time Reverse Transcription-Polymerase Chain Reaction (RT-PCR) is a gold standard in the detection of SARS-CoV-2 infection. Presently, many single tube multiple gene target RT-PCR kits have been developed and are commercially available for Coronavirus Disease 2019 (COVID-19) diagnosis. Aim: To evaluate the performance of seven COVID-19 RT-PCR kits (DiagSure, Meril, VIRALDTECT II, TruPCR, Q-line, Allplex and TaqPath) which are commercially available for COVID-19 RT-PCR diagnosis. Materials and Methods: This observational study was conductedat the State Virology Laboratory (SVL), Gandhi Medical College, Bhopal, Madhya Pradesh, India. Seven commercially available kits have been evaluated on the basis of: (i) number of SARS-CoV-2 specific gene target; (ii) human housekeeping genes as internal control; (iii) RT-PCR run time; and (iv) kit performances to correctly detect SARS-CoV-2 positive and negative RNA samples. A total of 50 RNA samples (left over RNA) were included, master mix preparation, template addition and RT-PCR test has been performed according to kits literature. At the end of PCR run, mean and standard deviation of obtained cut-off of all kits were calculated using Microsoft Excel. Results: All seven RT-PCR kits performed satisfactory regarding the reproducibility and they could correctly identify 30 positive and 20 negative RNA samples. RNA samples (group C) having low viral loads with a high Cycle threshold (Ct) value (>30) were also detected by all these seven kits. Obtained Ct values of each group was in parallel range in comparison with the initial testing Ct values. Kits were found to be superior which contains primers and probes for three SARS-CoV-2 specific gene targets, have human housekeeping gene as internal control and taking less time to complete RT-PCR. Conclusion: All seven COVID-19 RT-PCR kits included in this study demonstrated satisfactory performance and can be used for the routine molecular diagnosis of COVID-19 disease.

Quantitative Real-Time Polymerase Chain Reaction Detection of BK Virus Using Labeled Primers

2010 ◽  
Vol 134 (3) ◽  
pp. 444-448 ◽  
Author(s):  
Zhengming Gu ◽  
Jianmin Pan ◽  
Matthew J. Bankowski ◽  
Randall T. Hayden
Keyword(s):  
Polymerase Chain Reaction ◽  
Real Time ◽  
Real Time Pcr ◽  
Quantitative Polymerase Chain Reaction ◽  
Bk Virus ◽  
Clinical Samples ◽  
Quantitative Detection ◽  
Chain Reaction ◽  
Pcr Method ◽  
Polymerase Chain

Abstract Context.—BK virus infections among immunocompromised patients are associated with disease of the kidney or urinary bladder. High viral loads, determined by quantitative polymerase chain reaction (PCR), have been correlated with clinical disease. Objective.—To develop and evaluate a novel method for real-time PCR detection and quantification of BK virus using labeled primers. Design.—Patient specimens (n = 54) included 17 plasma, 12 whole blood, and 25 urine samples. DNA was extracted using the MagNA Pure LC Total Nucleic Acid Isolation Kit (Roche Applied Science, Indianapolis, Indiana); sample eluate was PCR-amplified using the labeled primer PCR method. Results were compared with those of a user-developed quantitative real-time PCR method (fluorescence resonance energy transfer probe hybridization). Results.—Labeled primer PCR detected less than 10 copies per reaction and showed quantitative linearity from 101 to 107 copies per reaction. Analytical specificity of labeled primer PCR was 100%. With clinical samples, labeled primer PCR demonstrated a trend toward improved sensitivity compared with the reference method. Quantitative assay comparison showed an R2 value of 0.96 between the 2 assays. Conclusions.—Real-time PCR using labeled primers is highly sensitive and specific for the quantitative detection of BK virus from a variety of clinical specimens. These data demonstrate the applicability of labeled primer PCR for quantitative viral detection and offer a simplified method that removes the need for separate oligonucleotide probes.

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