分类
+ DNA
+ 纳米颗粒
+ 蛋白质
+ RNA
现刊
RNA-seq 基因表达丰度估算的批量处理流程

A Batch-Processing Pipeline for RNA-seq Gene Abundance Estimation

RNA-seq 基因表达丰度估算的批量处理流程

JL Juan S. Zambrano Leiton
KL Karen E. López
AR Angie F. Riascos-España
CG Claudia E. Salazar Gonzalez
CG Carlos A. Betancourth García
PV Pedro A. Velasquez-Vasconez
281 Views
Nov 5, 2026

RNA sequencing (RNA-seq) datasets provide valuable opportunities to investigate gene and transcript abundance across species, tissues, developmental stages, and experimental conditions. However, processing multiple datasets consistently remains challenging because sequencing runs may differ in library layout, read length, sequencing depth, metadata quality, and analytical settings. Existing RNA-seq workflows often depend on dedicated workflow managers, substantial computational infrastructure, or advanced bioinformatics expertise, which may limit their accessibility for routine analyses. We present a modular Bash- and Python-based batch-processing pipeline for estimating gene and isoform abundance and generating expression matrices from multiple RNA-seq runs. Using an SRA RunTable, a reference genome, and its corresponding gene annotation, the workflow automates reference preparation, sequencing-data retrieval, quality assessment, read preprocessing, alignment, abundance estimation, and post-processing. It produces gene-level TPM and FPKM matrices, individual gene- and isoform-level RSEM outputs, quality-control summaries, and integrated MultiQC reports. Configurable computational resources, sample-level status tracking, automatic download retries, selective reprocessing of failed samples, and controlled removal of intermediate files allow interrupted analyses to resume without repeating completed runs while reducing storage requirements. By combining batch processing, transparent configuration, and restartable execution in a lightweight workflow, this protocol provides an accessible approach for standardized RNA-seq abundance estimation.

基于转录组特征的肺泡上皮细胞 EGFP 标记:RNA 感应技术在活体小鼠肺组织和特发性肺纤维化患者离体肺切片中的应用

Transcriptomic Signature-Guided EGFP Labeling of Alveolar Epithelial Cells via RNA Sensing in Mouse Lungs In Vivo and Human Idiopathic Pulmonary Fibrosis Lung Slices Ex Vivo

基于转录组特征的肺泡上皮细胞 EGFP 标记:RNA 感应技术在活体小鼠肺组织和特发性肺纤维化患者离体肺切片中的应用

ZZ Zhen Zheng
CJ Chun-sun Jiang
DS Dan Shan
CH Chao He
IR Ivan O. Rosas
JL Joseph A. Lasky
VT Victor J. Thannickal
YZ Yong Zhou
199 Views
Nov 5, 2026

Single-cell RNA sequencing has revealed transient and disease-associated alveolar epithelial states that are difficult to access with conventional transgenic approaches. Here, we describe a programmable RNA-sensing workflow based on CellREADR [cell access through RNA sensing by endogenous adenosine deaminases acting on RNA (ADAR)] to couple a selected cellular RNA signature to enhanced green fluorescent protein (EGFP) translation. The protocol covers sequence-encoded sensing RNA (sesRNA) design and cloning, in vitro validation of sesRNA-dependent EGFP expression in HEK293T cells, production and heparin-column purification of adeno-associated virus variant 6.2FF (AAV6.2FF), delivery to mouse lungs, and application to human idiopathic pulmonary fibrosis (IPF) precision-cut lung slices (PCLS). Sensors targeting Sftpc, Pdpn, or Sprr1a can be used to label alveolar type 2, alveolar type 1, and injury-induced Krt8+ alveolar differentiation intermediate cells in mice and KRT17+KRT5- aberrant basaloid cells in humans, respectively. Because cell specificity is programmed by the sensor sequence rather than a cell type–specific promoter or newly generated mouse line, this approach can be rapidly adapted to emerging transcriptomic targets in both experimental mouse models and human lung tissues, enabling cross-species validation and translational investigation of disease-associated epithelial states.

往期刊物

An Improved Method for Rapid Unmarked Gene Deletion in Bacteria: Pseudomonas aeruginosa as an Example

细菌基因快速无标记敲除的改良方法:以铜绿假单胞菌为例

JZ Junlu Zhang
PW Ping Wang
XZ Xin Zhang
QW Qing Wei
KC Kaiyu Cui
801 Views
Oct 20, 2026

The release and updating of whole-genome sequences of several representatives of the human opportunistic pathogen Pseudomonas aeruginosa have laid the ground for investigating the mechanisms of antibiotic resistance, biofilm formation, and virulence, while also offering opportunities for researchers to find new therapeutic targets to control this bacterium using a functional genomics approach. However, there is still a lack of detailed protocols describing gene inactivation methods in P. aeruginosa, resulting in failures and extra time spent designing in-house protocols. Here, we introduce a rapid, efficient, and unmarked deletion mutagenesis method combining overlap extension PCR, efficient conjugation, and the traditionally used sacB-based counter-selection procedure. Efficient generation of deletion mutants using this detailed protocol can be easily completed in one week using standard lab reagents. Importantly, this method may be adaptable to other bacteria where the sacB-based counter-selection system works.

Optimized Phenol–Chloroform–Isoamyl DNA Extraction Protocol for Single Fish Eggs

酚–氯仿–异戊醇法提取单枚鱼卵 DNA 的优化方案

IŽ Iva Žužul Vrgoč
IL Ivana Lepen Pleić
KI Klara Ivanišević
TŠ Tanja Šegvić-Bubić
734 Views
Oct 20, 2026

Reliable DNA extraction is essential for genetic research on marine species; however, obtaining sufficient DNA from single fish eggs remains challenging. Existing protocols often require optimization to achieve high PCR efficiency. The optimized phenol–chloroform–isoamyl extraction protocol presented in this paper improves DNA yield and quality from individual eggs of Atlantic bluefin tuna (Thunnus thynnus), bogue (Boops bops), saddled seabream (Oblada melanura), and painted comber (Serranus scriba) by modifying buffer volumes, incubation times, and washing steps, following prior micropuncturing of eggs on a glass slide. DNA quality is confirmed by spectrophotometry, PCR amplification of the mitochondrial COI gene, electrophoresis, and Sanger sequencing. This method provides a low-cost and effective approach for species identification from individual fish eggs.

Immune-Complex-Based In Vitro Deubiquitination Assay

基于免疫复合物的体外去泛素化活性检测方法

FD Florence Dô
SM Sylvain Meloche
MS Marc J. Servant
877 Views
Oct 5, 2026

Deubiquitinases (DUBs) are attractive therapeutic targets within the ubiquitin-proteasome system, in part because four of the five DUB subfamilies are cysteine proteases amenable to the development of potent, selective inhibitors, as recently demonstrated for USP7. Identifying DUBs that deubiquitylate and stabilize specific human oncogenic proteins is therefore a promising approach to discovering new mechanism-based targets for cancer therapy. Several complementary experimental strategies are typically required to identify bona fide DUB–substrate pairs. Here, we present an efficient, straightforward in vitro immune-complex protocol to validate USP17-mediated deubiquitylation of the transcriptional co-activator β-catenin. In this assay, both β-catenin and USP17 are immunopurified from transiently transfected 293T cells and then combined to assess USP17 enzymatic activity. The protocol describes the in vitro enzymatic assay performed on immunopurified complexes and the immunoblot-based readout. It can be readily adapted to other DUBs and substrates for mechanistic studies.

A SPAAC-Based Bioorthogonal Method for Verifying Protein Palmitoylation

基于 SPAAC 生物正交反应的蛋白质棕榈酰化验证方法

YZ Yaoyu Zhang
JL Jiahui Li
XP Xinxin Pei
TM Tengfei Ma
YW Yi Wang
BZ Buchang Zhang
CX Changzhi Xu
890 Views
Sep 20, 2026

Palmitoylation is a crucial post-translational modification, and bioorthogonal chemistry based on azide-alkyne cycloaddition is typically used to verify protein palmitoylation. Traditional copper-catalyzed click chemistry (CuAAC) proceeds with fast kinetics and is widely used, but it requires a copper catalyst and suffers from copper-induced toxicity and nonspecific labeling. By contrast, strain-promoted click chemistry (SPAAC) has slower kinetics but is catalyst-free, offering high specificity, low cytotoxicity, and simple operation. However, SPAAC is mostly applied to live-cell labeling and imaging of known palmitoylated proteins in the field of palmitoylation, and its use in identifying novel palmitoylated proteins is still limited. Here, we present a SPAAC-based method for detecting endogenous protein palmitoylation. Compared with CuAAC, this method eliminates the need for copper catalysts and reducing agents, thereby simplifying the procedure and reducing reagent usage.

How to Perform a Tracer Displacement BRET Assay for the TRPML1 Ion Channel

TRPML1 离子通道示踪剂置换 BRET 检测方法

MC Micael R. Cunha
CC Carolina M. C. Catta-Preta
KM Katlin B. Massirer
RC Rafael M. Couñago
1020 Views
Sep 20, 2026

The transient receptor mucolipin subtype 1 (TRPML1) is a ubiquitously expressed ion channel involved in lysosomal homeostasis. Recent pharmaceutical interest in developing agonist ligands has emerged due to beneficial effects in neurodegenerative diseases. The major high-throughput screening techniques to investigate this ion channel involve fluorescent calcium imaging and electrophysiology. Despite their high capacity for screening compounds, it is well known that both methods face hurdles, such as the need for expensive, specialized equipment. Here, we present a novel technique to screen for ligands of TRPML1 using a bioluminescence resonance energy transfer (BRET) assay. This assay consists of a target engagement assay in live cells, which permits the determination of binding constants between ligands and the target of interest in equilibrium or time-dependently. We employ a full-length TRPML1 C-terminally tagged with the small bioluminescent protein nanoluciferase. This ensures the correct localization of the ion channel in the lysosomal membrane and an optimal placement of the luciferase in the cytoplasm. We also developed a cell- and lysosome-permeable fluorescent BRET tracer that gives a BRET signal only when bound to the ion channel. This new protocol allows researchers worldwide to screen compounds that would interact with TRPML1 by using any plate reader with luminescent and fluorescence filters.

Protecting Against Cytoplasmic Protein Aggregates With Cytoplasmic PML Variants

利用胞质 PML 变体清除胞质蛋白聚集体

JZ Jia-Xin Zhu
YX Yuchen Xia
JL Jiaqi Liu
LC Li Cao
SH Steven X. Hou
YW Yang Wang
707 Views
Sep 20, 2026

Cytoplasmic protein aggregation is a defining feature of multiple neurodegenerative diseases, including amyotrophic lateral sclerosis, frontotemporal dementia, Huntington’s disease, and certain forms of motor neuron disease. Recent evidence indicates that promyelocytic leukemia protein (PML) and engineered PML-derived variants can act as versatile aggregate-remodeling factors. In particular, cytoplasmically redirected PML variants recognize pathological cytoplasmic inclusions and promote their clearance. Here, we describe a protocol to generate and validate two engineered cytoplasmic PML variants: full-length mPML, which is redirected to the cytoplasm by disruption of its nuclear localization sequence, and the truncated mPMLΔRBC variant, which lacks the RING, B-box, and coiled-coil domain but retains aggregate-reducing activity. The protocol integrates fluorescence-based imaging, bimolecular fluorescence complementation, detergent-soluble/insoluble fractionation, and validation in primary rat cortical neurons. This workflow provides a practical platform for assessing cytoplasmic aggregate burden and for comparing the aggregate-remodeling activities of PML-derived constructs. It can also be adapted to other disease-associated aggregation-prone proteins, including TDP-43, SOD1, FUS, tau, polyGA, and polyQ-expanded proteins.

Homogeneous Time-Resolved Fluorescence-Based Assay to Screen ADP-Ribosyl Hydrolase Inhibitors

基于均相时间分辨荧光的 ADP-核糖水解酶抑制剂筛选方法

AY Alice Yu
DW Duo Wu
1078 Views
Sep 20, 2026

ADP ribosylation (ADPr) is a crucial post-translational modification that plays a vital role in DNA damage repair. Catalyzed by ADP ribose polymerases using NAD+ as a substrate, ADPr activates DNA repair pathways rapidly, thereby maintaining genomic integrity. The involvement of ADP ribose hydrolases in this process is significant, as they hydrolyze PAR chains, facilitating the release of ADPr-modified proteins from DNA or other proteins, which is essential for subsequent DNA repair steps. This protocol outlines a high-throughput screening method for identifying inhibitors of ADP ribose hydrolases, utilizing His-Tb-conjugated and ADPr-modified His-ADP ribose polymerase as the signal donor, and GST-d2-conjugated GST-XRCC1 as the signal receptor. The detection of time-resolved fluorescence signals enables efficient evaluation of compounds with potential therapeutic activity against cancer.

Identifying D-Group Mitogen-Activated Protein Kinases as Substrates of Arabidopsis Tyrosine Phosphatase RLPH2 Using Phospho-Tyrosine Peptide Enrichment

利用磷酸化酪氨酸肽富集技术鉴定 D 组丝裂原活化蛋白激酶为拟南芥酪氨酸磷酸酶 RLPH2 的底物

AL Anne-Marie Labandera
BK Brooklyn Kurucz
RU R. Glen Uhrig
GM Greg B. Moorhead
555 Views
Sep 5, 2026

Identifying substrates of protein phosphatases has been technically challenging and has hampered progress in the field of plant sciences. Small molecule inhibitors of protein phosphatases have aided in uncovering classes of phosphatases that target substrates, but that too has severe limitations. Here, we describe a method that enriches phosphorylated substrates using TiO2 and phospho-tyrosine antibodies in phosphatase knockout lines of Arabidopsis thaliana. When compared to wild-type plants, this approach permits identification of putative substrates and specific phosphorylation sites by mass spectrometry, allowing for further in vitro or functional validation. The key to the approach described here is the use of phosphatase knockout lines to maintain substrates in a phosphorylated state and using phospho-tyrosine antibodies to enrich for tyrosine phosphorylated peptides.

Endoscopic Collection and Analysis of Gastric Fluid DNA: A Liquid Biopsy Methodology for Tumor Biomarker Discovery

胃液 DNA 的内镜下采集与分析:用于发现肿瘤生物标志物的液体活检方法

FC Francine Carla Cadoná
AP Adriane G. Pelosof
TB Thais F. Bartelli
HI Haejin In
LW Lianlian Wu
Id Israel Tojal da Silva  [...]
ED Emmanuel Dias-Neto
+ 3 作者
581 Views
Sep 5, 2026

Gastric cancer remains a major global health challenge, and reliable prognostic biomarkers are urgently needed to guide treatment decisions. Here, we present a simple and efficient protocol for a novel liquid biopsy approach based on quantifying gastric fluid DNA (gfDNA) collected during routine esophagogastroduodenoscopy (EGD). We have previously shown that gfDNA carries gastric cancer–derived mutations; moreover, its concentration increases with tumor progression and varies according to cancer prognosis. This empirically observed increase in gfDNA may mechanistically stem from enhanced cellular turnover, tissue disorganization, dysbiosis of the local microbiota, and/or fluctuations in immune cell infiltrates. Surprisingly, however, in patients diagnosed with gastric cancer, elevated gfDNA levels were also associated with improved survival. This paradoxical finding may be reconciled by an increased anti-tumor immune cell response in treatment-responsive gastric cancers, as well as by the contribution of non-tumoral DNA from inflammatory processes within the microenvironment of the stomach. Here, we detail a standardized protocol for gastric fluid collection and processing, designed to support downstream gfDNA quantification among other potential molecular applications.

ChromID: A Protocol for Mapping Protein Chromatin Interactions in Living Cells

ChromID:活细胞中蛋白质—染色质相互作用图谱的绘制方法

RC Richard Cardoso da Silva
Dt Douwe ten Bulte
TB Tuncay Baubec
991 Views
Sep 5, 2026

Chromatin modifications regulate genome function by recruiting proteins that control transcription, genome organization, and DNA repair. Identifying the proteins associated with specific chromatin modifications is therefore essential for understanding how these regulatory processes operate. Traditional approaches, including chromatin immunoprecipitation and affinity purification coupled to mass spectrometry, have uncovered many chromatin-associated proteins. However, they often rely on crosslinking and chromatin fragmentation, which can disrupt native chromatin architecture and limit the detection of transient interactions. Here, we describe a proximity-labeling protocol for identifying the chromatin-dependent protein interactome associated with specific chromatin marks, termed ChromID. ChromID uses engineered chromatin readers (eCRs) fused to a promiscuous biotin ligase, which labels proteins in the immediate vicinity of the targeted chromatin mark. The protocol includes in vivo biotin labeling, nuclear extract preparation, streptavidin-based enrichment, and tryptic digestion for downstream LC-MS/MS analysis. The protocol has been validated across multiple cell types and chromatin contexts and can be extended to other chromatin-associated proteins, providing a versatile approach to profile chromatin-associated proteomes within their native cellular environment.

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