Biology subjects

Rouhanifard, S. H.

Publications and source records attributed to Rouhanifard, S. H..

17 recordsLinked to original sources

bioRxiv2026

NanoCortex: A Unified Agentic System for Nanopore Sequencing Analysis

Nanopore sequencing has enabled various layers of information about DNA and RNA sequence isoforms and chemical modifications. Yet, the archipelago of disjoint nanopore analysis tools makes navigating among these a significant challenge for the nanopore user. We present NanoCortex, a unified autonomous agentic framework designed to bridge this shortcoming by providing end-to-end data processing which ranges from raw signal basecalling to biological interpretation. Built upon Gemini API services that incur usage-based API costs and orchestrated through the Gemini Agent Development Kit (ADK), the system utilizes a multi-agent architecture to autonomously perform task parsing, code generation, iterative code-level self-correction of code, and scientific interpretation. Following code generation, the code can be used offline. Benchmarking reveals that NanoCortex achieves significantly higher usability across complex analytical tasks compared to general-purpose large language models. The framework seamlessly integrates experimental data with meta-analysis of publicly available, biological databases to facilitate the extraction of biologically meaningful insights from sequencing data without cumbersome computational steps.

bioinformatics↗

bioRxiv2025

Multi-Scale Kinetics Modeling and Advanced Assay for mRNA-Lipid Nanoparticle Potency Assessment

mRNA lipid nanoparticle (mRNA-LNP) technology has attracted global attention, especially in vaccine development, due to its superior delivery efficiency, molecular stability, and safety profile. However, evaluating mRNA-LNP potency--defined as the quantifiable biological response elicited by the product--remains costly and time-consuming when relying solely on in vitro experiments. Rapid and reliable potency assessment is hindered by limited mechanistic understanding of delivery processes and sparse experimental data. To address these challenges, we present a mechanism-informed, multi-scale kinetic modeling framework that quantitatively captures the coupled dynamics across particle-level, cellular, and macroscopic scales. This model incorporates variability in LNP-cell interactions and accounts for critical factors such as dosage, LNP and cell size distributions, and cell proliferation dynamics--all of which influence delivery efficiency and response variability. By integrating advanced multi-omics assays--such as single-molecule fluorescent in situ hybridization (smFISH), which enables single-cell resolution of mRNA and protein expression--our framework leverages heterogeneous, multi-scale data to support mechanistically grounded modeling of mRNA delivery and enable robust predictions of therapeutic potency. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=143 SRC="FIGDIR/small/679406v1_ufig1.gif" ALT="Figure 1"> View larger version (63K): org.highwire.dtl.DTLVardef@1f3ec2borg.highwire.dtl.DTLVardef@1163893org.highwire.dtl.DTLVardef@1dc530borg.highwire.dtl.DTLVardef@1d0264a_HPS_FORMAT_FIGEXP M_FIG C_FIG

systems biology↗

bioRxiv2025

Cytoplasmic localization of PUS7 facilitates a pseudouridine-dependent enhancement of cellular stress tolerance

Pseudouridine ({Psi}) is an abundant post-transcriptional modification found across all classes of RNA. It has been widely speculated that {Psi} inclusion in mRNAs might provide an avenue for cells to control gene expression post-transcriptionally. Here we demonstrate that one of the principal mRNA pseudouridylating enzymes, pseudouridine synthase 7 (PUS7), exhibits a stress-induced accumulation in the cytoplasm of yeast and human epithelial lung cells. Stress-induced and cytoplasmic localization of PUS7 promote {Psi}-incorporation into hundreds of mRNA targets. Furthermore, engineered PUS7 cytoplasmic localization increases cellular fitness under ROS and divalent metal ion stress. Consistent with this, transcripts modified upon PUS7 cytoplasmic localization are enriched within mRNAs encoding proteins involved in divalent metal metabolism and ROS stress pathways. In contrast, tRNA sites modified by PUS7 ({Psi}13 and {Psi}35 are unperturbed). Quantitative proteomics reveal a reshaping of the proteome upon PUS7 relocalization under stress, with proteins involved in metal and ROS homeostasis being particularly sensitive to PUS7 localization. Collectively, our data demonstrate that PUS7 localization alters mRNA pseudouridylation patterns to modulate protein production and enhance cellular fitness.

biochemistry↗

bioRxiv2025

Pore-Based RNA Evaluation for Control of Integrity, Sequence, and Errors - Quality Control (PRECISE-QC)

RNA is at the forefront of therapeutics and gene editing technologies. Yet, RNA synthesis remains expensive and low-yield. Consequently, most oligo manufacturers abstain from synthesizing RNA oligos longer than 60-mers. Solid-phase synthesis is the current standard production method but is often fraught with low coupling yields for canonical nucleotides and even poorer coupling for modifications. This results in high levels of byproducts such as truncations and RNA infidelity. Existing analytical methods can only provide quality control metrics such as RNA length distribution or limited composition information for short oligos. Here, we developed a standard quality control metric using Oxford Nanopore direct RNA sequencing to obtain direct insight into RNA length distribution, sequence, and presence of RNA modification sites. Our pipeline identifies error-prone regions and truncation sites that occur during synthesis. Furthermore, problematic steps in the synthesis are identified and repaired. We show that our platform can produce and assess CRISPR guide RNAs with high-fidelity and higher cleavage activity, and further, that modifications can be reliably detected. We envision that our tool will serve as an integral method for quality control pipelines that assess the integrity and accuracy of synthetic RNAs and guide the improved synthesis and yield of synthesized RNAs. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=86 SRC="FIGDIR/small/677417v1_ufig1.gif" ALT="Figure 1"> View larger version (19K): org.highwire.dtl.DTLVardef@1163a7forg.highwire.dtl.DTLVardef@5a709corg.highwire.dtl.DTLVardef@19737e6org.highwire.dtl.DTLVardef@d71a60_HPS_FORMAT_FIGEXP M_FIG C_FIG

genomics↗

bioRxiv2025

Direct RNA sequencing of primary human T cells reveals the impact of immortalization on mRNA pseudouridine modifications.

Immortalized cell lines are commonly used as proxies for primary cells in human biology research. For example, Jurkat leukemic T cells fundamentally contributed to uncovering T cell signaling, activation, and immune responses. However, the immortalization process can alter key cellular properties, and researchers widely believe this process could significantly change RNA modification machinery and modification sites. In this study, we focus on pseudouridine ({Psi}), one of the most abundant mRNA modifications, and compare {Psi} profiles in mRNA from primary and immortalized T cells using direct RNA sequencing (DRS). Surprisingly, 87% of {Psi}-sites were shared between the two cell types, primarily in transcripts encoding proteins involved in essential cellular processes, including RNA-modification regulation. Furthermore, the analysis of the 13% of sites unique to each cell type reveals that Jurkat cells contained transcripts linked to immune activation and oncogenesis, while primary T cells contained transcripts associated with calcium signaling and intracellular trafficking. We provide a list of these genes, which should be considered when using immortalized cells to study RNA modifications in immunology contexts. Most differences were driven by whether the mRNA was present or absent in the immortalized or primary cell type. Interestingly, RNA-modification enzyme expression levels were highly conserved in both cell types. This suggests that site-specific differences in {Psi} levels arise from regulatory processes acting in trans rather than differences in modification enzyme levels. Significance StatementIt is widely believed that RNA modification machinery and modification sites could be significantly altered in immortalized cells, yet this has never been tested. Focusing on pseudouridine ({Psi}), we map {Psi} in the transcriptomes of primary and immortalized human T cells. Surprisingly, most sites are conserved in the primary and immortalized T cells, with several important examples of cases with cell type specificity and should be considered on a case-by-case basis. Furthermore, we evaluated RNA-modification machinery levels in primary and immortalized T cells, finding high conservation across the cell lines. Our findings demonstrate that RNA modifications are largely conserved between primary and immortalized cells, and the edge cases can be considered individually.

genomics↗

bioRxiv2024

NuclampFISH enables cell sorting based on nuclear RNA expression for chromatin analysis

Transcriptional bursts refer to periods when RNA polymerase interacts with a DNA locus, leading to active gene transcription. This bursting activity can vary across individual cells, and analyzing the differences in transcription sites can help identify key drivers of gene expression for a specific target. Scaffolding methods based on fluorescence in situ hybridization (FISH) have been widely used to amplify the fluorescent signal of mRNAs and sort cells based on mRNA expression levels. However, these methods are inefficient at targeting nuclear RNA, including transcription sites, due to the probes limited accessibility through cellular compartment membranes and crosslinked proteins. Additionally, the required formaldehyde fixation interferes with downstream analysis of chromatin and protein-binding interactions. To address these challenges, a platform that integrates amplified FISH with reversible crosslinkers and allows access to the nucleus is needed. In response, we developed nuclear clampFISH (nuclampFISH). This method amplifies the fluorescent signal of mRNAs using a reversible crosslinker, enabling the sorting of cells based on nuclear RNA expression and compatible with downstream biochemical analysis. This assay demonstrates that transcriptionally active cells have more accessible chromatin for a respective gene. Notably, the tools developed are highly accessible and do not require specialized computation or equipment.

genomics↗

bioRxiv2024

mRNA psi profiling using nanopore DRS reveals cell-type-specific pseudouridylation

Pseudouridine (psi) is one of the most abundant human mRNA modifications yet its functional impact on translation has remained unclear. Using direct RNA nanopore sequencing coupled with our Mod-p ID analytical framework, we mapped psi at single-nucleotide resolution across six immortalized human cell lines derived from diverse tissue types. Psi sites identified by nanopore sequencing were cross-validated using Illumina-based methods, confirming both positional accuracy and reproducibility. Unlike prior short-read approaches, nanopore sequencing provided the unique ability to quantify relative occupancy at each site and to detect multiple modifications on the same RNA molecule, revealing combinatorial modification patterns that cannot be captured otherwise. Integrating these psi maps with matched proteomic and ribosome profiling datasets, we find that psi modulates translation through two mechanistic modes: (i) single high-occupancy psi sites enhance translational efficiency and protein output, whereas (ii) clustered psi modifications promote ribosome pausing, decoupling translation efficiency from protein yield. This integrative, multi-omics framework provides a quantitative model of how psi stoichiometry and distribution along transcripts shape ribosome dynamics and proteome composition across human cell types.

genomics↗

bioRxiv2024

Probing enzyme-dependent pseudouridylation using direct RNA sequencing to assess neuronal epitranscriptome plasticity

Chemical modifications in mRNAs, such as pseudouridine (psi), can control gene expression. Yet, we know little about how they are regulated, especially in neurons. We applied nanopore direct RNA sequencing to investigate psi dynamics in SH-SY5Y cells in response to two perturbations that model a natural and unnatural cellular state: retinoic-acid-mediated differentiation (healthy) and exposure to the neurotoxicant, lead (unhealthy). We discovered that the expression of some psi writers change significantly in response to physiological conditions. We also found that globally, lead-treated cells have more psi sites but lower relative occupancy than untreated cells and differentiated cells. Interestingly, examples of highly plastic sites were accompanied by constant expression for psi writers, suggesting trans-regulation. Many positions were static throughout all three cellular states, suggestive of a "housekeeping" function. This study enables investigations into mechanisms that control psi modifications in neurons and its possible protective effects in response to cellular stress.

systems biology↗

bioRxiv2023

Multicellular, IVT-derived, unmodified human transcriptome for nanopore direct RNA analysis

Nanopore direct RNA sequencing (DRS) enables measurements of RNA modifications. Modification-free transcripts are a practical and targeted control for DRS, providing a baseline measurement for canonical nucleotides within a matched and biologically derived sequence context. However, these controls can be challenging to generate and carry nanopore-specific nuances that can impact analysis. We produced DRS datasets using modification-free transcripts from in vitro transcription (IVT) of cDNA from six immortalized human cell lines. We characterized variation across cell lines and demonstrated how these may be interpreted. These data will serve as a versatile control and resource to the community for RNA modification analysis of human transcripts.

genomics↗

bioRxiv2022

Paired aptamer capture and FISH detection of individual virions enables cell-free determination of infectious titer

Early detection of viruses can prevent the uncontrolled spread of viral infections. Determination of viral infectivity is also critical for determining the dosage of gene therapies, including vector-based vaccines, CAR T-cell therapies, and CRISPR therapeutics. In both cases, for viral pathogens and viral vector delivery vehicles, fast and accurate measurement of infectious titer is desirable. The most common methods for virus detection are antigen-based (rapid but not sensitive) and reverse transcription polymerase chain reaction (RT-PCR)-based (sensitive but not rapid). Current viral titer methods heavily rely on cultured cells, which introduces variability within labs and between labs. Thus, it is highly desirable to directly determine the infectious titer without using cells. Here, we report the development of a direct, fast, and sensitive assay for virus detection (dubbed rapid-aptamer FISH or raptamer FISH) and cell-free determination of infectious titers. Importantly, we demonstrate that the virions captured are "infectious," thus serving as a more consistent proxy of infectious titer. This assay is unique because it first captures viruses bearing an intact coat protein using an aptamer, then detects genomes directly in individual virions using fluorescence in situ hybridization (FISH)- thus, it is selective for infectious particles (i.e., positive for coat protein and positive for genome).

molecular biology↗

bioRxiv2022

DNA-enhanced CuAAC ligand enables live-cell detection of intracellular biomolecules

Of the various conjugation strategies for cellular biomolecules, Cu(I)-catalyzed azide-alkyne cycloaddition (CuAAC) is the preferred click chemistry approach due to its fast reaction rate and the commercial availability of a wide range of conjugates. While extracellular labeling of biomolecules using CuAAC has been widely adopted, intracellular labeling in live cells has been challenging as the high copper concentrations required for CuAAC reaction is toxic to biological systems. As a critical first step towards CuAAC-mediated intracellular labeling, an ultrasensitive CuAAC ligand is needed to reduce cytosolic copper concentrations while maintaining fast reaction kinetics. Here, we developed BTT-DNA, a new DNA oligomer-conjugated CuAAC ligand for click reaction biomolecular labeling. The DNA oligo attachment serves several purposes, including: 1. Increased localization of copper atoms near the ligand, which enables ligation of azide tags with much lower copper concentrations than commercially available CuAAC ligands and without the addition of exogenous copper salt; 2. Allows nucleic acid template-driven proximity ligation by choosing the attached DNA sequence, 3. Enables the liposome encapsulation and delivery of the ligand into live cells, and 4. Facilitates intracellular labeling of nascent phospholipids in live cells. We demonstrate that BTT-DNA mediated labeling has little to no effect on the overall cell health.

molecular biology↗

bioRxiv2022

Synthesis of Long RNA with a Site-Specific Modification by Enzymatic Splint Ligation

Synthesis of RNA molecules that contain an internal site-specific modification is important for RNA research and therapeutics. While solid-state synthesis is attainable for such RNA in the range of 100 nucleotides (nts), it is currently impossible with kilobase (kb)-long RNA. Instead, long RNA with an internal modification is usually assembled in an enzymatic 3-part splint ligation to join a short RNA oligonucleotide, containing the site-specific modification, with both a left-arm and a right-arm long RNA that are synthesized by in vitro transcription. However, long RNAs have structural heterogeneity and those synthesized by in vitro transcription have 3-end sequence heterogeneity, which together substantially reduce the yield of 3-part splint ligation. Here we describe a method of 3-part splint ligation with an enhanced efficiency utilizing a ribozyme cleavage reaction to address the 3-end sequence heterogeneity and involving DNA disruptors proximal to the ligation sites to address the structural heterogeneity. The yields of the synthesized kb-long RNA are sufficiently high to afford purification to homogeneity for practical RNA research. We also verify the sequence accuracy at each ligation junction by nanopore sequencing.

biochemistry↗

bioRxiv2022

Messenger-RNA Modification Standards and Machine Learning Models Facilitate Absolute Site-Specific Pseudouridine Quantification

Enzyme-mediated chemical modifications to mRNA are important for fine-tuning gene expression, but they are challenging to quantify due to low copy number and limited tools for accurate detection. Existing studies have typically focused on the identification and impact of adenine modifications on mRNA (m6A and inosine) due to the availability of analytical methods. The pseudouridine ({Psi}) mRNA modification is also highly abundant but difficult to detect and quantify because there is no available antibody, it is mass silent, and maintains canonical basepairing with adenine. Nanopores may be used to directly identify {Psi} sites in RNAs using a systematically miscalled base, however, this approach is not quantitative and highly sequence dependent. In this work, we apply supervised machine learning models that are trained on sequence-specific, synthetic controls to endogenous transcriptome data and achieve the first quantitative {Psi} occupancy measurement in human mRNAs. Our supervised machine learning models reveal that for every site studied, different signal parameters are required to maximize {Psi} classification accuracy. We show that applying our model is critical for quantification, especially in low-abundance mRNAs. Our engine can be used to profile {Psi}-occupancy across cell types and cell states, thus providing critical insights about physiological relevance of {Psi} modification to mRNAs.

genomics↗

bioRxiv2022

clampFISH 2.0 enables rapid, scalable amplified RNA detection in situ

RNA labeling in situ has enormous potential to visualize transcripts and quantify their levels in single cells, but it remains challenging to produce high levels of signal while also enabling multiplexed detection of multiple RNA species simultaneously. Here, we describe clampFISH 2.0, a method that uses an inverted padlock design to efficiently detect and exponentially amplify signals from many RNA species at once, while also reducing time and cost compared to the prior clampFISH method. We leverage the increased throughput afforded by multiplexed signal amplification and sequential detection by demonstrating the ability to detect 10 different RNA species in over 1 million cells. We also show that clampFISH 2.0 works in tissue sections. We expect the advantages offered by clampFISH 2.0 will enable many applications in spatial transcriptomics.

bioengineering↗

bioRxiv2021

Detection of pseudouridine modifications and type I/II hypermodifications in human mRNAs using direct, long-read sequencing

We developed and applied a semi-quantitative method for high-confidence identification of pseudouridylated sites on mammalian mRNAs via direct long-read nanopore sequencing. A comparative analysis of a modification-free transcriptome reveals that the depth of coverage and specific k-mer sequences are critical parameters for accurate basecalling. By adjusting these parameters for high-confidence U-to-C basecalling errors, we identified many known sites of pseudouridylation and uncovered new uridine-modified sites, many of which fall in k-mers that are known targets of pseudouridine synthases. Identified sites were validated using 1,000-mer synthetic RNA controls bearing a single pseudouridine in the center position which demonstrate systematical under-calling using our approach. We identify mRNAs with up to 7 unique modification sites. Our pipeline allows direct detection of low-, medium-, and high-occupancy pseudouridine modifications on native RNA molecules from nanopore sequencing data as well as multiple modifications on the same strand.

bioengineering↗

bioRxiv2017

Single-molecule fluorescent amplification of RNA using clampFISH probes

Non-enzymatic, high-gain signal amplification methods with single-cell, single-molecule resolution are in great need. We present click-amplifying FISH (clampFISH) for the fluorescent detection of RNA that combines the specificity of oligonucleotides with bioorthogonal click chemistry in order to achieve high specificity and extremely high-gain (>400x) signal amplification. We show that clampFISH signal enables detection with low magnification microscopy and separation of cells by RNA levels via flow cytometry. Additionally, we show that the modular design of clampFISH probes enables multiplexing, that the locking mechanism prevents probe detachment in expansion microscopy, and that clampFISH works in tissue samples.

bioengineering↗

bioRxiv2016

Visualizing adenosine to inosine RNA editing in single mammalian cells

Conversion of adenosine bases to inosine in RNA is a frequent type of RNA editing, but important details about its biology, including subcellular localization, remain unknown due to a lack of imaging tools. We developed an RNA FISH strategy we called inoFISH that enables us to directly visualize and quantify adenosine-to-inosine edited transcripts in situ. Applying this tool to three edited transcripts (GRIA2, EIF2AK2 and NUP43), we found that editing of these transcripts is not correlated with nuclear localization nor paraspeckle association, and that NUP43 exhibits constant editing rates between single cells while the rates for GRIA2 vary.

molecular biology↗