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1.
Nature ; 619(7971): 755-760, 2023 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-37438523

RESUMEN

Displays in which arrays of microscopic 'particles', or chiplets, of inorganic light-emitting diodes (LEDs) constitute the pixels, termed MicroLED displays, have received considerable attention1,2 because they can potentially outperform commercially available displays based on organic LEDs3,4 in terms of power consumption, colour saturation, brightness and stability and without image burn-in issues1,2,5-7. To manufacture these displays, LED chiplets must be epitaxially grown on separate wafers for maximum device performance and then transferred onto the display substrate. Given that the number of LEDs needed for transfer is tremendous-for example, more than 24 million chiplets smaller than 100 µm are required for a 50-inch, ultra-high-definition display-a technique capable of assembling tens of millions of individual LEDs at low cost and high throughput is needed to commercialize MicroLED displays. Here we demonstrate a MicroLED lighting panel consisting of more than 19,000 disk-shaped GaN chiplets, 45 µm in diameter and 5 µm in thickness, assembled in 60 s by a simple agitation-based, surface-tension-driven fluidic self-assembly (FSA) technique with a yield of 99.88%. The creation of this level of large-scale, high-yield FSA of sub-100-µm chiplets was considered a significant challenge because of the low inertia of the chiplets. Our key finding in overcoming this difficulty is that the addition of a small amount of poloxamer to the assembly solution increases its viscosity which, in turn, increases liquid-to-chiplet momentum transfer. Our results represent significant progress towards the ultimate goal of low-cost, high-throughput manufacture of full-colour MicroLED displays by FSA.

2.
Mol Cancer ; 23(1): 26, 2024 01 30.
Artículo en Inglés | MEDLINE | ID: mdl-38291400

RESUMEN

Technologies to decipher cellular biology, such as bulk sequencing technologies and single-cell sequencing technologies, have greatly assisted novel findings in tumor biology. Recent findings in tumor biology suggest that tumors construct architectures that influence the underlying cancerous mechanisms. Increasing research has reported novel techniques to map the tissue in a spatial context or targeted sampling-based characterization and has introduced such technologies to solve oncology regarding tumor heterogeneity, tumor microenvironment, and spatially located biomarkers. In this study, we address spatial technologies that can delineate the omics profile in a spatial context, novel findings discovered via spatial technologies in oncology, and suggest perspectives regarding therapeutic approaches and further technological developments.


Asunto(s)
Biología , Neoplasias , Humanos , Oncología Médica , Microambiente Tumoral/genética , Neoplasias/genética
3.
Hum Genomics ; 17(1): 13, 2023 02 23.
Artículo en Inglés | MEDLINE | ID: mdl-36814285

RESUMEN

BACKGROUND: Therapy-related myeloid neoplasm (T-MN) rarely occurs among cancer survivors, and was characterized by poor prognosis. T-MN has germline predisposition in a considerable proportion. Here, clinical characteristics and germline/somatic variant profiles in T-MN patients were investigated, and the findings were compared with those of previous studies. METHODS: A review of medical records, cytogenetic study, targeted sequencing by next-generation sequencing, and survival analysis were performed on 53 patients with T-MN at a single institution in Korea. RESULTS: The patients were relatively younger compared to T-MN patients in other studies. Our T-MN patients showed a high frequency of complex karyotypes, -5/del(5q), and -7/del(7q), which was similar to the Japanese study group but higher than the Australian study group. The most common primary disease was non-Hodgkin lymphoma, followed by breast cancer. The detailed distributions of primary diseases were different across study groups. Seven patients (13.2%) harbored deleterious presumed/potential germline variants in cancer predisposition genes (CPG) such as BRIP1, CEBPA, DDX41, FANCM, NBN, NF1, and RUNX1. In the somatic variant profile, TP53 was the most frequently mutated gene, which was consistent with the previous studies about T-MN. However, the somatic variant frequency in our study group was lower than in other studies. Adverse factors for overall survival were male sex, older age, history of previous radiotherapy, previous longer cytotoxic therapy, and -5/del(5q). CONCLUSION: The findings of our study corroborate important information about T-MN patients. As well as a considerable predisposition to CPG, the clinical characteristics and somatic variant profile showed distinctive patterns. Germline variant testing should be recommended for T-MN patients. If the T-MN patients harbor pathogenic germline variants, the family members for stem cell donation should be screened for carrier status through germline variant testing to avoid donor-derived myeloid neoplasm. For the prediction of the prognosis in T-MN patients, sex, age, past treatment history, and cytogenetic findings can be considered.


Asunto(s)
Predisposición Genética a la Enfermedad , Leucemia Mieloide Aguda , Femenino , Humanos , Masculino , Genómica , Mutación de Línea Germinal , República de Corea , Leucemia Mieloide Aguda/inducido químicamente
4.
J Clin Lab Anal ; 37(3): e24839, 2023 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-36658792

RESUMEN

INTRODUCTION: Recently, multigene target sequencing is widely performed for the purpose of prognostic prediction and application of targeted therapy. Here, we proposed a new scoring system that encompasses gene variations, telomere length, and Revised International Prognostic Scoring System (IPSS-R) together in Asian myelodysplastic syndrome. METHODS: We developed a new scoring model of these variables: age ≥ 65 years + IPSS-R score + ASXL1 mutation + TP53 mutation + Telomere length (<5.37). According to this new scoring system, patients were divided into four groups: very good score cutoff (≤3.0), good (3.0-4.5), poor (4.5-7.0), and very poor (>7.0). RESULTS: The median OS was 170.1, 100.4, 46.0, and 12.0 months for very good, good, poor, and very poor, retrospectively (p < 0.001). Meanwhile, according to the conventional IPSS-R scoring system, the median OS was 141.3, 50.2, 93.0, 36.0, and 16.2 months for very low, low, intermediate, high, and very high, retrospectively (p < 0.001). CONCLUSIONS: The newly developed model incorporating molecular variations and TL yielded more clear separations of the survival curves. By adding the presence of gene mutation and telomere length to the existing IPSS-R, its predictive ability can be further improved in myelodysplastic syndrome.


Asunto(s)
Síndromes Mielodisplásicos , Humanos , Anciano , Estudios Retrospectivos , Pronóstico , Mutación , Telómero
5.
Int J Mol Sci ; 24(13)2023 Jul 05.
Artículo en Inglés | MEDLINE | ID: mdl-37446296

RESUMEN

We recently developed a multiplex diagnostic kit, QPLEX™ Alz plus assay kit, which captures amyloid-ß1-40, galectin-3 binding protein, angiotensin-converting enzyme, and periostin simultaneously using microliters of peripheral blood and utilizes an optimized algorithm for screening Alzheimer's disease (AD) by correlating with cerebral amyloid deposition. Owing to the demand for early AD detection, we investigate the potential of our kit for the early clinical diagnosis of AD. A total of 1395 participants were recruited, and their blood samples were analyzed with the QPLEX™ kit. The average of QPLEX™ algorithm values in each group increased gradually in the order of the clinical progression continuum of AD: cognitively normal (0.382 ± 0.150), subjective cognitive decline (0.452 ± 0.130), mild cognitive impairment (0.484 ± 0.129), and AD (0.513 ± 0.136). The algorithm values between each group showed statistically significant differences among groups divided by Mini-Mental State Examination and Clinical Dementia Rating. The QPLEX™ algorithm values could be used to distinguish the clinical continuum of AD or cognitive function. Because blood-based diagnosis is more accessible, convenient, and cost- and time-effective than cerebral spinal fluid or positron emission tomography imaging-based diagnosis, the QPLEX™ kit can potentially be used for health checkups and the early clinical diagnosis of AD.


Asunto(s)
Enfermedad de Alzheimer , Trastornos del Conocimiento , Disfunción Cognitiva , Humanos , Enfermedad de Alzheimer/metabolismo , Pruebas Neuropsicológicas , Disfunción Cognitiva/complicaciones , Cognición , Trastornos del Conocimiento/etiología , Tomografía de Emisión de Positrones , Péptidos beta-Amiloides/metabolismo , Biomarcadores , Progresión de la Enfermedad
6.
Anal Chem ; 94(49): 17186-17194, 2022 12 13.
Artículo en Inglés | MEDLINE | ID: mdl-36399654

RESUMEN

A high-throughput, accurate screening is crucial for the prevention and control of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Current methods, which involve sampling from the nasopharyngeal (NP) area by medical staffs, constitute a fundamental bottleneck in expanding the testing capacity. To meet the scales required for population-level surveillance, self-collectable specimens can be used; however, its low viral load has hindered its clinical adoption. Here, we describe a magnetic nanoparticle functionalized with synthetic apolipoprotein H (ApoH) peptides to capture, concentrate, and purify viruses. The ApoH assay demonstrates a viral enrichment efficiency of >90% for both SARS-CoV-2 and its variants, leading to an order of magnitude improvement in analytical sensitivity. For validation, we apply the assay to a total of 84 clinical specimens including nasal, oral, and mouth gargles obtained from COVID-19 patients. As a result, a 100% positivity rate is achieved from the patient-collected nasal and gargle samples, which exceeds that of the traditional NP swab method. The simple 12 min pre-enrichment assay enabling the use of self-collectable samples will be a practical solution to overcome the overwhelming diagnostic capacity. Furthermore, the methodology can easily be built on various clinical protocols, allowing its broad applicability to various disease diagnoses.


Asunto(s)
COVID-19 , Humanos , COVID-19/diagnóstico , SARS-CoV-2 , beta 2 Glicoproteína I , Prueba de COVID-19 , Nasofaringe , Manejo de Especímenes/métodos , Péptidos
7.
Int J Mol Sci ; 23(6)2022 Mar 09.
Artículo en Inglés | MEDLINE | ID: mdl-35328375

RESUMEN

Hydrogels are hydrophilic polymer materials that provide a wide range of physicochemical properties as well as are highly biocompatible. Biomedical researchers are adapting these materials for the ever-increasing range of design options and potential applications in diagnostics and therapeutics. Along with innovative hydrogel polymer backbone developments, designing polymer additives for these backbones has been a major contributor to the field, especially for expanding the functionality spectrum of hydrogels. For the past decade, researchers invented numerous hydrogel functionalities that emerge from the rational incorporation of additives such as nucleic acids, proteins, cells, and inorganic nanomaterials. Cases of successful commercialization of such functional hydrogels are being reported, thus driving more translational research with hydrogels. Among the many hydrogels, here we reviewed recently reported functional hydrogels incorporated with polymer additives. We focused on those that have potential in translational medicine applications which range from diagnostic sensors as well as assay and drug screening to therapeutic actuators as well as drug delivery and implant. We discussed the growing trend of facile point-of-care diagnostics and integrated smart platforms. Additionally, special emphasis was given to emerging bioinformatics functionalities stemming from the information technology field, such as DNA data storage and anti-counterfeiting strategies. We anticipate that these translational purpose-driven polymer additive research studies will continue to advance the field of functional hydrogel engineering.


Asunto(s)
Hidrogeles , Ácidos Nucleicos , Materiales Biocompatibles , Sistemas de Liberación de Medicamentos , Hidrogeles/química , Polímeros , Ingeniería de Tejidos
8.
Biochem Biophys Res Commun ; 558: 209-215, 2021 06 18.
Artículo en Inglés | MEDLINE | ID: mdl-32958251

RESUMEN

Tumor heterogeneity is one of the ongoing huddles in the field of colon cancer therapy. It is evident that there are countless clones which exhibit different phenotypes and therefore, single cell analysis is inevitable. Cancer stem cells (CSCs) are rare cell population within tumor which is known to function in cancer metastasis and recurrence. Although there have been trials to prove intra-tumoral heterogeneity using single cell sequencing, that of CSCs has not been clearly elucidated. Here, we articulate the presence of heterogeneous subclones within CD133 positive cancer stem cells through single cell sequencing. As a proof of principle, we performed phenotype-based high-throughput laser isolation and single cell sequencing (PHLI-seq) of CD133 positive cells in a frozen tumor tissue obtained from a patient with colorectal cancer. The result proved that CD133 positive cells were shown to be heterogeneous both in copy number and mutational profiles. Single cancer stem cell specific mutations such as RNF144A, PAK2, PARP4, ADAM21, HYDIN, KRT38 and CELSR1 could be also detected in liver metastatic tumor of the same patient. Collectively, these data suggest that single cell analysis used to spot subclones with genetic variation within rare population, will lead to new strategies to tackle colon cancer metastasis.


Asunto(s)
Antígeno AC133/metabolismo , Células Madre Neoplásicas/clasificación , Células Madre Neoplásicas/metabolismo , Anciano , Biomarcadores de Tumor/metabolismo , Separación Celular/métodos , Neoplasias del Colon/genética , Neoplasias del Colon/metabolismo , Neoplasias del Colon/patología , Dosificación de Gen , Humanos , Rayos Láser , Masculino , Mutación , Metástasis de la Neoplasia/genética , Metástasis de la Neoplasia/patología , Células Madre Neoplásicas/patología , Fenotipo , Análisis de la Célula Individual , Secuenciación del Exoma
9.
Appl Microbiol Biotechnol ; 105(14-15): 6059-6072, 2021 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-34328537

RESUMEN

The QuantaMatrix Microfluidic Agarose Channel (QMAC) system was used for rapid drug susceptibility testing (DST). Here, we performed DST using QMAC integrated with the mycobacteria growth indicator tube (MGIT) liquid culture employing a specially designed cross agarose channel for the tuberculosis chip. MGIT-, QMAC-, and Löwenstein-Jensen (LJ)-DSTs were performed using 13 drugs. The protocol for QMAC-DST was optimized using the inoculum obtained after the disaggregation of Mycobacterium tuberculosis clumps in MGIT culture. The completion times of QMAC-DST and MGIT-DST were analyzed, and the results of all three DSTs were compared. Discrepant results were analyzed using line probe assays and DNA sequencing. Nontuberculous mycobacteria were distinguished using the ρ-nitrobenzoic acid inhibition test. The overall agreement rate of QMAT-DST and LJ-DST was 97.0% and that of QMAT-DST and MGIT-DST was 86.3%. An average turnaround time for DST was 5.4 days, which was considerably less than the time required for MGIT-DST. The overall time required to obtain DST results using QMAC-DST integrated with MGIT culture was an average of 18.6 days: 13.2 days for culture and identification and 5.4 days for DST. Hence, QMAC-DST integrated with liquid culture can be used to perform DSTs with short turnaround times and effective detection. KEY POINTS: • QMAC system can simultaneously perform phenotypic DST with 13 anti-TB drugs and PNB. • An optimized DST protocol led to a marked decrease in clumping in MGIT culture. • QMAC system integrated with MGIT liquid culture system reduced the turnaround time.


Asunto(s)
Mycobacterium tuberculosis , Tuberculosis , Técnicas Bacteriológicas , Medios de Cultivo , Humanos , Pruebas de Sensibilidad Microbiana , Microfluídica , Mycobacterium tuberculosis/genética , Sefarosa
10.
Adv Exp Med Biol ; 1187: 215-244, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-33983581

RESUMEN

Intra- and Inter-tumoral heterogeneity is one of the main hurdles in diagnosing and treating breast cancer. Selecting, sampling, and sequencing the samples appropriately provide unique opportunities in realizing precision medicine. This chapter reviews some of the past landmarks, state-of-the-art technologies, and future directions of translational research in terms of tumor sampling technologies and sequencing in breast cancer. In the state-of-the-art technologies section, the technologies are categorized in terms of scientific, precision diagnostic, and precision therapeutic tools. Finally, limitations and future directions regarding various translational research for clinical applications using these technologies will be discussed.


Asunto(s)
Neoplasias de la Mama , Biomarcadores de Tumor/genética , Neoplasias de la Mama/diagnóstico , Neoplasias de la Mama/genética , Neoplasias de la Mama/terapia , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Medicina de Precisión , Investigación Biomédica Traslacional
11.
Nucleic Acids Res ; 46(9): e55, 2018 05 18.
Artículo en Inglés | MEDLINE | ID: mdl-29529247

RESUMEN

Selective retrieval of sequence-verified oligonucleotides (oligos) from next-generation sequencing (NGS) flow cells, termed megacloning, promises accurate and reliable gene synthesis. However, gene assembly requires a complete collection of overlapping sense and nonsense oligos, and megacloning does not typically guarantee the complete production of sequence-verified oligos. Therefore, missing oligos must be provided via repetitive rounds of megacloning, which introduces a bottleneck for scaled-up efforts at gene assembly. Here, we introduce the concept of high-depth tiled oligo design to successfully utilize megacloned oligos for gene synthesis. Using acquired oligos from a single round of the megacloning process, we assembled 72 of 81 target Cas9-coding gene variants. We further validated 62 of these cas9 constructs, and deposited the plasmids to Addgene for subsequent functional characterization by the scientific community. This study demonstrates the utility of using sequence-verified oligos for DNA assembly and provides a practical and reliable optimized method for high-throughput gene synthesis.


Asunto(s)
Proteína 9 Asociada a CRISPR/genética , Genes Sintéticos , Oligonucleótidos , Simulación por Computador , Variación Genética , Secuenciación de Nucleótidos de Alto Rendimiento , Análisis de Secuencia por Matrices de Oligonucleótidos , Oligonucleótidos/química , Análisis de Secuencia de ADN
12.
Small ; 15(37): e1902607, 2019 09.
Artículo en Inglés | MEDLINE | ID: mdl-31240868

RESUMEN

Single cell analysis of heterogeneous circulating tumor cells (CTCs), by which the genomic profiles of rare single CTCs are connected to the clinical status of cancer patients, is crucial for understanding cancer metastasis and the clinical impact on patients. However, the heterogeneity in genotypes and phenotypes and rarity of CTCs have limited extensive single CTC genome research, further hindering clinical investigation. Despite recent efforts to build platforms that separate CTCs, the investigation on CTCs is difficult due to the lack of a retrieval process at the single cell level. In this study, laser-induced isolation of microstructures on an optomechanically-transferrable-chip and sequencing (LIMO-seq) is applied for whole genome sequencing of single CTCs. Also, the whole genome sequences and the molecular profiles of the isolated single cells from the whole blood of a breast cancer patient are analyzed.


Asunto(s)
Células Neoplásicas Circulantes/metabolismo , Secuenciación Completa del Genoma/métodos , Biomarcadores de Tumor/genética , Neoplasias de la Mama/genética , Femenino , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Análisis de Secuencia por Matrices de Oligonucleótidos
13.
J Antimicrob Chemother ; 74(8): 2255-2260, 2019 08 01.
Artículo en Inglés | MEDLINE | ID: mdl-31038158

RESUMEN

OBJECTIVES: MALDI-TOF MS has been successfully used for empirical antibiotic selection. However, limited data are available regarding the usefulness of MALDI-TOF MS in common resistant organisms compared with rapid antimicrobial susceptibility testing (AST). We prospectively evaluated the usefulness of rapid AST, compared with MALDI-TOF MS, for optimal antibiotic selection by infectious disease (ID) physicians in patients with bacteraemia including polymicrobial infection. METHODS: Three hundred and fifty-nine patients with positive blood culture were included for analysis. ID physicians prospectively decided on antibiotic regimens with consensus at each timepoint of receiving results of Gram stain, MALDI-TOF MS and rapid AST, the last of which was performed using QMAC-dRAST. RESULTS: ID physicians with MALDI-TOF MS results chose optimal targeted antibiotics in 255 (71.0%) cases, with appropriate antibiotic selection in 303 (84.4%) cases. The proportion of optimal targeted antibiotic selection and appropriate antibiotic selection was significantly lower for resistant strains than for susceptible strains [62.5% versus 79.2% (P < 0.001) and 68.2% versus 100% (P < 0.001), respectively]. QMAC-dRAST results led to optimal antibiotic treatment in 95 (91.3%) of the 104 cases receiving non-optimal targeted antibiotics. Optimal targeted treatments based on QMAC-dRAST results were possible in 322 (98.2%) of the 328 cases with monobacterial infection and in 345 (96.1%) of the 359 cases with monobacterial and polymicrobial infection. CONCLUSIONS: MALDI-TOF MS has a high chance of failure in guiding ID physicians to optimal antibiotics, especially against resistant organisms. With increasingly common resistant organisms, rapid AST is needed to identify optimal targeted antibiotics early in bacteraemia.


Asunto(s)
Antibacterianos/farmacología , Bacteriemia/tratamiento farmacológico , Bacterias/efectos de los fármacos , Pruebas de Sensibilidad Microbiana/métodos , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Bacteriemia/diagnóstico , Bacterias/aislamiento & purificación , Cultivo de Sangre , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Prospectivos , Espectrometría de Masa por Láser de Matriz Asistida de Ionización Desorción/métodos , Factores de Tiempo , Adulto Joven
14.
Int J Mol Sci ; 20(2)2019 Jan 18.
Artículo en Inglés | MEDLINE | ID: mdl-30669409

RESUMEN

: YYB-101 is a humanized rabbit anti-human hepatocyte growth factor (HGF)-neutralizing antibody currently in clinical trial. To test the effect of HGF neutralization with antibody on anti-cancer T cell immunity, we generated surrogate antibodies that are reactive to the mouse homologue of the epitope targeted by YYB-101. First, we immunized a chicken with human HGF and monitored changes in the B cell repertoire by next-generation sequencing (NGS). We then extracted the VH gene repertoire from the NGS data, clustered it into components by sequence homology, and classified the components by the change in the number of unique VH sequences and the frequencies of the VH sequences within each component following immunization. Those changes should accompany the preferential proliferation and somatic hypermutation or gene conversion of B cells encoding HGF-reactive antibodies. One component showed significant increases in the number and frequencies of unique VH sequences and harbored genes encoding antibodies that were reactive to human HGF and competitive with YYB-101 for HGF binding. Some of the antibodies also reacted to mouse HGF. The selected VH sequences shared 98.3% identity and 98.9% amino acid similarity. It is therefore likely that the antibodies encoded by them all react to the epitope targeted by YYB-101.


Asunto(s)
Anticuerpos/genética , Anticuerpos/inmunología , Mapeo Epitopo , Epítopos de Linfocito B/inmunología , Factor de Crecimiento de Hepatocito/inmunología , Secuenciación de Nucleótidos de Alto Rendimiento , Secuencia de Aminoácidos , Animales , Anticuerpos/química , Linfocitos B/inmunología , Linfocitos B/metabolismo , Pollos , Mapeo Epitopo/métodos , Biblioteca de Genes , Factor de Crecimiento de Hepatocito/antagonistas & inhibidores , Humanos , Cadenas Pesadas de Inmunoglobulina/genética , Cadenas Pesadas de Inmunoglobulina/inmunología , Región Variable de Inmunoglobulina/genética , Región Variable de Inmunoglobulina/inmunología , Ratones
15.
Angew Chem Int Ed Engl ; 57(11): 2811-2815, 2018 03 05.
Artículo en Inglés | MEDLINE | ID: mdl-29368437

RESUMEN

DNA nanostructure-based mechanical systems that control the distance between elements of interest have demonstrated great potential for various applications, including nanoplasmonic systems, molecular reactors, and other nanotechnology platforms. However, previously reported systems could not collectively manipulate a 2D or 3D nanoscale network of elements to various forms in multiple stages. A reconfigurable DNA accordion rack structure is introduced that is a DNA beam lattice that changes its conformation with a small amount of short-length DNA locks as the controlling input. The lattice shape of the 2D DNA accordion rack and the diameter and the height of the 3D DNA nanotubular structure made of the DNA accordion rack could be controlled. Furthermore, by sequentially repeating the detachment and the attachment of the different DNA locks using strand displacement, the shape reconfiguration was repeatedly carried out.


Asunto(s)
ADN/química , Nanoestructuras/química , Nanotecnología/métodos , Modelos Moleculares , Nanoestructuras/ultraestructura , Nanotubos/química , Nanotubos/ultraestructura , Conformación de Ácido Nucleico
16.
BMC Genet ; 18(1): 93, 2017 11 06.
Artículo en Inglés | MEDLINE | ID: mdl-29110633

RESUMEN

BACKGROUND: Undirected graphical models or Markov random fields have been a popular class of models for representing conditional dependence relationships between nodes. In particular, Markov networks help us to understand complex interactions between genes in biological processes of a cell. Local Poisson models seem to be promising in modeling positive as well as negative dependencies for count data. Furthermore, when zero counts are more frequent than are expected, excess zeros should be considered in the model. METHODS: We present a penalized Poisson graphical model for zero inflated count data and derive an expectation-maximization (EM) algorithm built on coordinate descent. Our method is shown to be effective through simulated and real data analysis. RESULTS: Results from the simulated data indicate that our method outperforms the local Poisson graphical model in the presence of excess zeros. In an application to a RNA sequencing data, we also investigate the gender effect by comparing the estimated networks according to different genders. Our method may help us in identifying biological pathways linked to sex hormone regulation and thus understanding underlying mechanisms of the gender differences. CONCLUSIONS: We have presented a penalized version of zero inflated spatial Poisson regression and derive an efficient EM algorithm built on coordinate descent. We discuss possible improvements of our method as well as potential research directions associated with our findings from the RNA sequencing data.


Asunto(s)
Algoritmos , Perfilación de la Expresión Génica/métodos , Redes Reguladoras de Genes , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Modelos Estadísticos , Análisis de Secuencia de ARN/métodos , Simulación por Computador , Femenino , Humanos , Masculino , Distribución de Poisson
17.
Appl Microbiol Biotechnol ; 100(5): 2355-65, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26754815

RESUMEN

Tuberculosis (TB) is a major global health problem, and multi-drug-resistant TB (MDR-TB) and extensively drug-resistant TB (XDR-TB) are spreading throughout the world. However, conventional drug susceptibility test (DST) methods, which rely on the detection of the colony formation on a solid medium, require 1-2 months to the result. A rapid and accurate DST is necessary to identify patients with drug-resistant TB and treat them with appropriate drugs. Here, we used microscopic imaging of Mycobacterium tuberculosis (MTB) immobilized in an agarose matrix for a rapid DST. The agarose matrix, which was molded in a microfluidic chip, was inoculated with MTB, and TB drugs in liquid culture medium diffused throughout the agarose to reach the MTB immobilized in the agarose matrix. After the responses of MTB to drugs were tracked with an automated microscopic system, an image-processing program automatically determined the susceptibility and resistance of MTB to specific doses of TB drugs. The automatic DST system was able to assess the drug susceptibility of various drug-resistant clinical TB strains within 9 days with an accuracy comparable to that of conventional method. Our rapid DST method based on microscopic time-lapse imaging greatly reduces the time required for a DST and can be used to rapidly and accurately treat TB patients.


Asunto(s)
Antituberculosos/farmacología , Pruebas de Sensibilidad Microbiana/métodos , Microfluídica/métodos , Microscopía/métodos , Mycobacterium tuberculosis/efectos de los fármacos , Imagen de Lapso de Tiempo/métodos , Automatización de Laboratorios/métodos , Geles , Humanos , Pruebas de Sensibilidad Microbiana/instrumentación , Sefarosa , Factores de Tiempo
18.
Appl Environ Microbiol ; 81(1): 211-9, 2015 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-25326307

RESUMEN

A variety of systems have been developed to study biofilm formation. However, most systems are based on the surface-attached growth of microbes under shear stress. In this study, we designed a microfluidic channel device, called a microfluidic agarose channel (MAC), and found that microbial cells in the MAC system formed an embedded cell aggregative structure (ECAS). ECASs were generated from the embedded growth of bacterial cells in an agarose matrix and better mimicked the clinical environment of biofilms formed within mucus or host tissue under shear-free conditions. ECASs were developed with the production of extracellular polymeric substances (EPS), the most important feature of biofilms, and eventually burst to release planktonic cells, which resembles the full developmental cycle of biofilms. Chemical and genetic effects have also confirmed that ECASs are a type of biofilm. Unlike the conventional biofilms formed in the flow cell model system, this embedded-type biofilm completes the developmental cycle in only 9 to 12 h and can easily be observed with ordinary microscopes. We suggest that ECASs are a type of biofilm and that the MAC is a system for observing biofilm formation.


Asunto(s)
Bacterias/crecimiento & desarrollo , Fenómenos Fisiológicos Bacterianos , Biopelículas/crecimiento & desarrollo , Adhesión Bacteriana , Técnicas Analíticas Microfluídicas
19.
Opt Lett ; 39(17): 5162-5, 2014 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-25166099

RESUMEN

This article presents free-floating three-dimensional (3D) microstructure fabrication in a microfluidic channel using direct fine-tuned grayscale image lithography. The image is designed as a freeform shape and is composed of gray shades as light-absorbing features. Gray shade levels are modulated through multiple reflections of light in a digital micromirror device (DMD) to produce different height formations. Whereas conventional photolithography has several limitations in producing grayscale colors on photomask features, our method focuses on a maskless, single-shot process for fabrication of freeform 3D micro-scale shapes. The fine-tuned gray image is designed using an 8-bit grayscale color; thus, each pixel is capable of displaying 256 gray shades. The pattern of the UV light reflecting on the DMD is transferred to a photocurable resin flowing through a microfluidic channel. Here, we demonstrate diverse free-floating 3D microstructure fabrication using fine-tuned grayscale image lithography. Additionally, we produce polymeric microstructures with locally embedded gray encoding patterns, such as grayscale-encoded microtags. This functional microstructure can be applied to a biophysical detection system combined with 3D microstructures. This method would be suitable for fabricating 3D microstructures that have a specific morphology to be used for particular biological or medical applications.

20.
Nucleic Acids Res ; 40(18): e140, 2012 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-22705793

RESUMEN

We developed a highly scalable 'shotgun' DNA synthesis technology by utilizing microchip oligonucleotides, shotgun assembly and next-generation sequencing technology. A pool of microchip oligonucleotides targeting a penicillin biosynthetic gene cluster were assembled into numerous random fragments, and tagged with 20 bp degenerate barcode primer pairs. An optimal set of error-free fragments were identified by high-throughput DNA sequencing, selectively amplified using the barcode sequences, and successfully assembled into the target gene cluster.


Asunto(s)
ADN/biosíntesis , Secuenciación de Nucleótidos de Alto Rendimiento , Análisis de Secuencia por Matrices de Oligonucleótidos , Penicilinas/biosíntesis , Reacción en Cadena de la Polimerasa , Biología Sintética
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