Weighted-SAMGSR: Combining Significance Analysis of Microarray-Gene Set Reduction Algorithm with Pathway Topology-Based Weights to Select Relevant Genes

Background: It has been demonstrated that a pathway-based feature selection method that incorporates biological information within pathways during the process of feature selection usually outperforms a gene-based feature selection algorithm in terms of predictive accuracy and stability. Significance analysis of microarray-gene set reduction algorithm (SAMGSR), an extension to a gene set analysis method with further reduction of the selected pathways to their respective core subsets, can be regarded as a pathway-based feature selection method. Methods: In SAMGSR, whether a gene is selected is mainly determined by its expression difference between the phenotypes, and partially by the number of pathways to which this gene belongs. It ignores the topology information among pathways. In this study, we propose a weighted version of the SAMGSR algorithm by constructing weights based on the connectivity among genes and then combing these weights with the test statistics. Results: Using both simulated and real-world data, we evaluate the performance of the proposed SAMGSR extension and demonstrate that the weighted version outperforms its original version. Conclusions: To conclude, the additional gene connectivity information does faciliatate feature selection

Present and Future of Surface-Enhanced Raman Scattering.

The discovery of the enhancement of Raman scattering by molecules adsorbed on nanostructured metal surfaces is a landmark in the history of spectroscopic and analytical techniques. Significant experimental and theoretical effort has been directed toward understanding the surface-enhanced Raman scattering (SERS) effect and demonstrating its potential in various types of ultrasensitive sensing applications in a wide variety of fields. In the 45 years since its discovery, SERS has blossomed into a rich area of research and technology, but additional efforts are still needed before it can be routinely used analytically and in commercial products. In this Review, prominent authors from around the world joined together to summarize the state of the art in understanding and using SERS and to predict what can be expected in the near future in terms of research, applications, and technological development. This Review is dedicated to SERS pioneer and our coauthor, the late Prof. Richard Van Duyne, whom we lost during the preparation of this article

Lab-on-a-Chip Fabrication and Application

The necessity of on-site, fast, sensitive, and cheap complex laboratory analysis, associated with the advances in the microfabrication technologies and the microfluidics, made it possible for the creation of the innovative device lab-on-a-chip (LOC), by which we would be able to scale a single or multiple laboratory processes down to a chip format. The present book is dedicated to the LOC devices from two points of view: LOC fabrication and LOC application

Capillary and microchip gel electrophoresis using multiplexed fluorescence detection with both time-resolved and spectral-discrimination capabilities: applications in DNA sequencing using near-infrared fluorescence

Increasing the information content obtainable from a single assay and system miniaturization has continued to be important research areas in analytical chemistry. The research presented in this dissertation involves the development of a two-color, time-resolved fluorescence microscope for the acquisition of both steady-state and time-resolved data during capillary and microchip electrophoresis. The utility of this hybrid fluorescence detector has been demonstrated by applying it to DNA sequencing applications. Coupling color discrimination with time-resolved fluorescence offers increased multiplexing capabilities because the lifetime data adds another layer of information. An optical fiber-based fluorescence microscope was constructed, which utilized fluorescence in near-IR region, greatly simplifying the hardware and allowing superior system sensitivity. Time-resolved data was processed using electronics configured in a time-correlated single photon counting format. Cross-talk between color channels was successfully eliminated by utilizing the intrinsic time-resolved capability associated with the detector. The two-color, time-resolved microscope was first coupled to a single capillary and carried out two-color, two-lifetime sequencing of an M13 template, achieving a read length of 650 bps at a calling accuracy of 95.1%. The feasibility of using this microscope with microchips (glass-based chips) for sequencing was then demonstrated. Results from capillaries and microchips were compared, with the microchips providing faster analysis and adequate electrophoretic performance. Lifetimes of a set of fluorescent dyes were determined with favorable precision, in spite of the low loading levels associated with the microchips. The sequencing products were required to be purified and concentrated prior to electrophoretic sorting to improve data quality. PMMA-based microchips for DNA sequencing application were evaluated. The microchips were produced from thermo plastics, which allowed rapid and inexpensive production of microstructures with high aspect ratios. It was concluded that surface coating was needed on the polymer chips in order to achieve single-base resolution required for DNA sequencing. The capability of the two-color time-resolved microscope operated in a scanning mode was further explored. The successful construction of the scanner allows scanning of multi-channel microchips for high throughput processing

Biomarkers for precision immunotherapy in the metastatic setting: Hope or reality?

Precision immunotherapy is a crucial approach to improve the efficacy of anti-cancer treatments, particularly in the metastatic setting. In this respect, accurate patient selection takes advantage of the multidimensional integration of patients' clinical information and tumour-specific biomarkers status. Among these biomarkers, programmed death-ligand 1, tumour-infiltrating lymphocytes, microsatellite instability, mismatch repair and tumour mutational burden have been widely investigated. However, novel tumour-specific biomarkers and testing methods will further improve patients' outcomes. Here, we discuss the currently available strategies for the implementation of a precision immunotherapy approach in the clinical management of metastatic solid tumours and highlight future perspectives

Engineered nanofluidic platforms for single molecule detection, analysis and manipulation

Since the pioneering studies on single ion-channel recordings in 1976, single molecule methods have evolved into powerful tools capable of probing biological systems with unprecedented detail. In this work, we build on the versatility of a type of nanofluidic devices, called nanopipettes, to explore novel modes of single molecule detection and manipulation with the aim of improving spatial and temporal control of biomolecules. In particular, a novel nanopore configuration is presented, where biomolecules were individually confined into a zeptoliter volume bridging two adjacent nanopores at the tip of a nanopipette. As a result of this confinement, the transport of biomolecules such as DNA and proteins was slow down by nearly three orders of magnitude, leading to an improved sensitivity and superior signal-to-noise performances compared to conventional nanopore sensing. Active ways of controlling the transport of biomolecule by combining the advantages of nanopore single-molecule sensing and Field-Effect Transistors are also presented. These hybrid platforms were fabricated in a simple two step process which integrates a gold electrode at the apex of a nanopipette. We show that these devices were effective in modulating the charge density of the nanopore and in actively switching "on" and "off" the transport of DNA through the nanopore. Finally, a nanoscale dielectrophoretic nanotweezer device has been developed for high resolution manipulation and interrogation of individual entities. Two closely spaced carbon nanoelectrodes were embedded at the apex of a nanopipette. Voltage and frequency applied to the electrodes generated a highly localized force capable of trapping and manipulating a broad range of biomolecules. These dielectrophoretic nanotweezers were suitable for probing complex biological environments and a new technique for minimally invasive single-cell nanobiopsy was established. Such study provides encouraging results on how nanopipettebased platforms can be integrated as a future tool for routinely interrogating molecules at the nanoscale.Open Acces