Biology subjects

Zhan, T.

Publications and source records attributed to Zhan, T..

16 recordsLinked to original sources

bioRxiv2026

A 3D in vitro follicle-endometrial organoid co-culture model recapitulates ovarian control of human endometrial decidualization

Female infertility remains a major women's reproductive health challenge, with impaired endometrial receptivity contributing to recurrent implantation failure, early pregnancy loss, and pregnancy complications. Mechanistic studies of human early pregnancy are limited by the lack of physiologically relevant models, and existing in vitro endometrial models rely on exogenous hormone treatment and do not recapitulate the dynamic ovarian control of endometrial growth and differentiation. Here, as a proof of concept, we developed a 3D in vitro ovarian follicle-endometrial organoid co-culture model. Immature murine follicles were cultured in vitro to obtain preovulatory follicles, followed by human chorionic gonadotropin (hCG) stimulation to induce ovulation and luteinization. Luteinized follicles were co-cultured with human endometrial stroma organoids for 6 days. The results showed that luteinized follicles generated a dynamic endocrine environment characterized by progressively increasing progesterone levels and declining estradiol levels. Follicle co-culture induced morphological differentiation and expression of decidualization markers in human endo-organoids. Transcriptomic analysis revealed strong genome-wide concordance between follicle co-culture and conventional decidualization induction using estradiol/progesterone/cAMP (EPC), with significant enrichment of decidualization-associated genes and pathways under both conditions. Nevertheless, the two conditions also exhibited distinct transcriptional states, with EPC preferentially enriched for more mature decidualization-associated programs, whereas luteinized follicle co-culture retained features of the early stage of decidualization. Functional perturbation testing revealed that the progesterone receptor (PR) antagonist RU486 attenuated co-culture-induced endometrial decidualization. Together, these results establish a new in vitro new approach methodology (NAM) that recapitulates ovarian control of endometrial decidualization. This platform provides a human-relevant NAM model to investigate the physiology and pathophysiology of endometrial decidualization, and to evaluate how drugs and environmental chemicals perturb uterine receptivity and early pregnancy.

pharmacology and toxicology↗

bioRxiv2026

TCF4 and CtBP1 Repress LEF1 to Maintain a TCF4-centric Transcriptional Program in Colon Cancer.

Abstract The canonical WNT signaling pathway guides cell growth throughout the human lifespan. In adults, WNT plays an essential role in tissue homeostasis by maintaining tissue stem cells. In the intestine, the WNT transcription factor, TCF4, is necessary for stem cell maintenance. Aberrant activation of WNT signaling is generally accepted as an initiating event in colon cancer, leading to constitutive TCF4 activity. To investigate the role of this key transcription factor in global gene regulation, we abrogated TCF4 expression in colon cancer cells. Loss of TCF4 function resulted in the over-expression of the WNT transcription factor, LEF1. LEF1 was transcriptionally competent and over-compensated for TCF4 (TCF7L2) silencing in a WNT reporter assay. TCF4 enlisted the transcriptional repressor CtBP1, and bound the LEF1 promoter, indicative of direct repression. TCF4 and LEF1 drove different transcriptional programs, with TCF4 favoring MYC and cell cycle progression, while LEF1 favored immune-related gene signatures. TCF4 was the primary regulator of MYC expression, yet also the mediator of LEF1 repression, suggestive of competition centered on TCF4 transcriptional output despite the {beta}-catenin saturated colon cancer nucleus. We conclude that TCF4 has dual activator-repressor activity in colon cancer.

cell biology↗

bioRxiv2026

Protein-based, live-cell PAINT microscopy with fluorogenic exchangeable HaloTag ligands

We report a generalizable method for single-molecule localization super-resolution microscopy in living cells. Live-cell PAINT (points accumulation for imaging in nanoscale topography) and single-molecule diffusivity mapping (SMdM) of intracellular protein targets are achieved by pairing exceptionally fluorogenic bis-trifluoromethyl rhodamine (BF) dyes with reversible HaloTag ligands and widely available HaloTag fusion proteins. This far-red small-molecule update to protein-based PAINT is readily incorporated into existing super-resolution microscopy workflows: wash-free staining and imaging are achieved for cell lines and primary neuron cultures for diverse protein targets. Pairing with photoconvertible fluorescent proteins further enables simultaneous two-color live-cell super-resolution microscopy and SMdM.

cell biology↗

bioRxiv2026

Multi-omics, organoid-based modeling reveals an SRC/mTOR-dependent fetal-like stem cell trajectory in colorectal cancer

BackgroundSingle-cell atlases have described diverse stem cell states in colorectal cancer (CRC), however, the overarching trajectories of those states and the underlying functional mechanisms, including their relevance for drug sensitivity, need better understanding. MethodsWe established 64 patient-derived organoids from microsatellite-stable colorectal cancers, characterized their transcriptomes and genomes, and performed drug screening with 62-140 clinically approved substances. We analyzed additional published transcriptome data from patient-derived organoids (72 patients from three independent datasets), TCGA-CRC data (466 patients), and single-cell transcriptomes of tumor biopsies (123,000 cells from six independent cohorts) to establish a functional and molecular landscape of CRC stem cells. We performed mechanistic follow-up analyses by mass-spectrometry-based proteomics, large-scale kinase inhibition assays and immunofluorescence analyses. ResultsWe find a continuous landscape of CRC stem cells that is characterized by distinct developmental programs: adult stem cell-to fetal-like regenerative states and transition between differentiation programs. By large-scale drug perturbations and multi-omics modeling, we identify a regenerative/fetal-like stem cell trajectory characterized by PI3K/mTOR dependency. We find the identified developmental axes conserved in organoid, clinical, as well as single-cell data, and the fetal-like PI3K/mTOR-dependent state to be associated with poor clinical prognosis. Mechanistically, PI3K/mTOR vulnerability is linked to a lack of adaptive capability due to suppressed mRNA translation and associated with an upregulated SRC signaling network. ConclusionsOur work moves beyond a molecular CRC landscape by combined functional perturbation analyses in organoids. This enables mechanistic modeling of stem cell state regulation and identifies an SRC/mTOR-dependent regenerative state in CRC, which might allow improved therapeutic targeting in the future.

cancer biology↗

bioRxiv2026

Holomycin from Yersinia ruckeri mediates fish infection at low temperature

Why microbes invest energy in producing structurally complex natural products at extremely low concentrations within hosts remains an important topic of interest in microbial ecology. This is because such compounds with potential "biomolecular activities" can reflect molecule-target interactions, thereby providing conceptual and mechanistic insights that inform the rational design of essential clinical agents. Here, we uncover the in situ ecological function of the dithiolopyrrolone antibiotic holomycin produced by the fish pathogen Yersinia ruckeri. We show that holomycins biosynthesis is strictly gated by low temperature and that trace amounts of holomycin accumulate in vivo during infection in rainbow trout. In addition, the holomycin-deficient mutant leads to markedly reduced virulence. Integrated multiomics, phenotypic analyses, and in vivo bioassay test reveal that holomycin is not a direct lethal factor but instead remodels host-associated microbiota and enhances Y. ruckeri biofilm formation. These coordinated effects promote pathogen colonization and infection progression. Our findings establish holomycin as a host-associated effector and illustrate how its existence and ecological function are mechanistically intertwined in the evolution of pathogenic bacterial chemical arsenals.

microbiology↗

bioRxiv2026

Hormonal stimulation induces broader decidualization responses than cAMP alone in 3D human endometrial organoids

The human endometrium undergoes cyclic, hormone-driven remodeling that establishes a transient window of receptivity required for embryo implantation, placentation, and maintenance of pregnancy. Decidualization of endometrial stromal cells is a central component of this process and can be induced in vitro using cAMP alone or in combination with ovarian steroid hormones (EPC: estradiol, progesterone, and cAMP). Although cAMP activates the core decidual transcriptional program, whether hormone supplementation induces a more physiologically relevant response remains unclear, particularly in 3D endometrial organoid (Endo-organoid) models which have emerged as a new alternative methodology (NAM). Here, we compared morphological and transcriptomic responses of human endometrial stromal cell-derived Endo-organoids undergoing decidualization induced by cAMP or EPC stimulation. EPC-treated Endo-organoids exhibited enhanced structural remodeling and more advanced morphological transformation compared with cAMP-treated organoids. RNA-seq analysis revealed substantial overlap in canonical decidual gene expression between the two conditions, but EPC induced broader transcriptional and pathway-level changes, including enrichment of metabolic, stress-response, and differentiation-related processes. Together, these findings demonstrate that while cAMP activates the core decidual program, EPC elicits a broader and more physiologically relevant decidualization response in 3D human Endo-organoids, providing guidance for optimizing Endo-organoids to study endometrial receptivity, implantation, and early pregnancy success.

physiology↗

bioRxiv2026

Wildfire emitted particulate matter induces ovarian hyperandrogenism through aryl hydrocarbon receptor activation

Wildfires have become more frequent and intense worldwide. Wildfire emitted particulate matter (WFPM) can be more toxic than urban background PM due to its greater content of nanoscale size (WFPM0.1) and presence of more polar organic compounds, including polycyclic aromatic hydrocarbons (PAHs). While exposure to WFPM has been linked to cardiovascular and respiratory diseases, its impact on female reproduction remains elusive. Here, we used an in vivo mouse intratracheal exposure model and a 3D ovarian follicle culture system, together with molecular, transcriptomic, and computational approaches, to examine the female reproductive effects of lab-synthesized (LS-WFPM0.1) and real-world Canadian WFPM0.1 (C-WFPM0.1), collected from the New York City and New Jersey metropolitan area during the June 2023 wildfire events. Intratracheal exposure to environmentally relevant dose of LS-WFPM0.1 disrupted mouse estrous cycles and elevated serum concentrations of estradiol and testosterone. RT-qPCR and single-follicle RNA-sequencing (RNA-seq) analysis revealed altered steroidogenic genes, transcriptomic changes, and activation of aryl hydrocarbon receptor (AhR) in antral follicles from mice treated with LS-WFPM0.1. LS-WFPM0.1 consistently increased testosterone secretion and stimulated genes related to androgen synthesis and AhR in vitro. Single-follicle and single-oocyte RNA-seq analysis identified differentially expressed genes related to inflammation in somatic cells and mitochondrial respiratory chain in oocytes. Both C-WFPM0.1 and benzo[a]pyrene, a high-molecular-weight PAH, reproduced these ovarian defects. Mechanistically, AhR inhibition reversed hyperandrogenism induced by WFPM0.1. Together, our findings suggest that WFPM0.1, an increasingly pervasive environmental exposure, adversely impacts female reproductive functions by disrupting ovarian steroidogenesis and inducing hyperandrogenism through AhR activation, highlighting an urgent unmet need for further mechanistic studies and epidemiological investigations to define the reproductive risks of wildfire smoke exposure in human populations.

pharmacology and toxicology↗

bioRxiv2025

Class-I myosin responds to change in membrane tension during clathrin-mediated endocytosis in human induced pluripotent stem cells

Clathrin-mediated endocytosis (CME) is an essential cellular process that needs to operate efficiently across a wide range of conditions. Internalization of the endocytic site involves forces generated by membrane-bound proteins and Arp2/3-mediated branched actin filament assembly to bend the plasma membrane (PM) from flat to omega-shaped. In mammalian CME, the requirement for a branched actin filament network varies depending on cell type and differences in membrane tension. However, how the actin network adapts to changes in load in order to ensure robustness of this process over a range of membrane tensions is not understood. Here, we combine live-cell imaging and super-resolution microscopy of genome-edited human induced pluripotent stem cells (hiPSCs) to investigate the role of the mammalian class-I myosin, Myosin1E (Myo1E), in load adaptation. Under normal conditions, sites that recruit Myo1E are rare and exhibit slow CME dynamics. However, as membrane tension increases and CME dynamics are slowed globally, Myo1E is recruited to more sites, likely to assemble more branched actin, resulting in increased force generation to rescue stalled sites and promote internalization. Loss of Myo1E results in increased Arp2/3 complex lifetime at CME sites under normal conditions, and at high membrane tension, these sites fail to recruit as many Arp2/3 molecules. We propose that Myo1E is recruited to CME sites that have stalled due to increased membrane tension, where it helps build a more effective branched actin network by generating force through motor activity and recruiting additional Arp2/3 complexes to rescue stalled sites. SignificanceFor mammalian cells to internalize extracellular cargo via clathrin-mediated endocytosis (CME), specific regions of the plasma membrane (PM) must bend from flat to inwardly curved, a process that requires force-generating proteins. One key component in generating this force during CME is the branched actin network, in which actin filaments polymerize against the plasma membrane. When PM tension increases, more force is required to generate curvature, prompting the assembly of actin and actin associated proteins to aid the process. We demonstrate that the class-I myosin motor, Myosin1E (Myo1E), becomes increasingly crucial as membrane tension rises, presumably to build a more effective branched actin network to facilitate internalization of slowed sites.

cell biology↗

bioRxiv2025

MEK inhibition induces AXIN1 loss in colorectal cancer by mTOR associated suppression of protein synthesis

AXIN1 is a central regulatory hub of many oncogenic pathways in colorectal cancer (CRC). As the main scaffold protein and least abundant component of the beta-catenin destruction complex, changes in AXIN1 levels affect Wnt signaling output. We show that targeting the Ras-MAPK pathway by MEK1/2 inhibitors induces AXIN1 loss across a panel of CRC cell lines and patient-derived organoids. GSK3B inhibition similarly reduced AXIN1 levels, yet by distinct mechanisms. MEK1/2 causes a reduction of AXIN1 transcript levels, but neither affects protein stability nor post-translational modifications of AXIN1. In contrast, GSK3B inhibition induces rapid AXIN1 degradation. Prevention of AXIN1 loss by co-treatment with tankyrase inhibitors was much stronger for GSK3B than for MEK1/2 inhibition. Using isogenic CRC cell lines and murine intestinal organoids, we show that APC truncations strongly reduce basal AXIN1 levels, but do not alter dynamics of AXIN1 loss upon MEK1/2 inhibition. Polysome profiling and Ribo-Seq revealed that MEK1/2 inhibition reduces global protein synthesis via an mTOR dependent pathway. This translational repression is sufficient to cause significant AXIN1 loss, as treatment with mTOR inhibitors phenocopies the effect of MEK1/2 inhibitors. Our study demonstrates that AXIN1 protein homeostasis is critically controlled by Ras-MAPK signaling at the level of protein synthesis, and that MEK1/2 inhibitors cause AXIN1 loss by translational repression.

cancer biology↗

bioRxiv2024

Oncogenic RAS Induces a Distinctive Form of Non-Canonical Autophagy Mediated by the P38-ULK1-PI4KB Axis

Cancer cells with RAS mutations exhibit enhanced autophagy, essential for their proliferation and survival, making it a potential target for therapeutic intervention. However, the regulatory differences between RAS-induced autophagy and physiological autophagy remain poorly understood, complicating the development of cancer-specific anti-autophagy treatments. In this study, we identified a form of non-canonical autophagy induced by oncogenic KRAS expression, termed RAS-induced non-canonical autophagy via ATG8ylation (RINCAA). RINCAA involves distinct autophagic factors compared to those in starvation-induced autophagy and incorporates non-autophagic components, resulting in the formation of non-canonical autophagosomes with multivesicular/multilaminar structures labeled by ATG8 family proteins (e.g., LC3 and GABARAP). We have designated these structures as RAS-induced multivesicular/multilaminar bodies of ATG8ylation (RIMMBA). A notable feature of RINCAA is the substitution of the class III PI3K in canonical autophagy for PI4KB. We identified a regulatory P38-ULK1-PI4KB-WIPI2 signaling cascade governing this process, where ULK1 phosphorylation at S317, S479, S556, and S758 activates PI4KB. This activation involves PI4KB phosphorylation at S256 and T263, initiating PI4P production, ATG8ylation, and non-canonical autophagy. Importantly, elevated PI4KB phosphorylation at S256 and T263 was observed in RAS-mutated cancer cells and colorectal cancer specimens. Inhibition of PI4KB S256 and T263 phosphorylation led to a reduction in RINCAA activity and tumor growth in both xenograft and KPC models of pancreatic cancer, suggesting that ULK1-mediated PI4KB-Peptide-1 phosphorylation could represent a promising therapeutic target for RAS-mutated cancers.

cell biology↗

bioRxiv2024

An organoid platform reveals MEK-PARP co-targeting to enhance radiation response in rectal cancer

Locally advanced rectal cancer is usually treated by neoadjuvant chemoradiotherapy. However, tumor response rates to this treatment vary greatly. Thus, most patients do not reach a complete remission and have to undergo tumor resection. In the present study, we introduce a patient-derived rectal cancer organoid platform that reflects clinical radiosensitivity and use this to screen 1596 drug-radiation combinations. We identify inhibitors of RAS-MAPK signaling, especially MEK inhibitors, strongly synergizing with radiation response. Mechanistically, MEK inhibitors suppressed radiation-induced activation of RAS-MAPK signaling, and selectively downregulated the homologous recombination DNA repair pathway component RAD51, thereby achieving radio-enhancement. Through testing drug-drug-radiation combinations in organoids and cell lines, we identified synergism between PARP and MEK inhibitors to further enhance the effect of radiation. Our data support clinical testing of combined MEK and PARP inhibition with radiotherapy in locally advanced rectal cancers. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=82 SRC="FIGDIR/small/597640v1_ufig1.gif" ALT="Figure 1"> View larger version (34K): org.highwire.dtl.DTLVardef@1d77d62org.highwire.dtl.DTLVardef@68b928org.highwire.dtl.DTLVardef@154142eorg.highwire.dtl.DTLVardef@f8f462_HPS_FORMAT_FIGEXP M_FIG C_FIG

cancer biology↗

bioRxiv2024

Ovarian disrupting effects and mechanisms of long- and short-chain per- and polyfluoroalkyl substances in mice

BackgroundThe extensive use of per- and polyfluoroalkyl substances (PFAS) has led to environmental contamination and bioaccumulation. Previous research linked PFAS exposure to female reproductive disorders, but the mechanism remains elusive. Further, most studies focused on legacy long-chain PFOA and PFOS, yet the reproductive impacts of other long-chain PFAS and short-chain alternatives are rarely explored. ObjectivesWe investigated the effects and mechanisms of long- and short-chain PFAS on the ovary and associated ovarian functions. MethodsA 3D in vitro ovarian follicle culture system and an in vivo mouse model, together with approaches of reverse transcription-quantitative polymerase chain reaction, enzyme-linked immunosorbent assay, RNA-sequencing, pharmacological treatment, in situ zymography, histology, in situ hybridization, analytical chemistry, and benchmark dose modeling (BMD), were used to test environmentally relevant exposure levels of six long- and short-chain PFAS on follicle maturation, hormone secretion, and ovulation. ResultsIn vitro exposure revealed that long-but not short-chain PFAS interfered with gonadotropin-dependent follicle maturation, ovulation, and hormone secretion. Mechanistically, long-chain perfluorononanoic acid (PFNA) acted as a peroxisome proliferator-activated receptor gamma (PPAR{gamma}) agonist in granulosa cells to disrupt follicle-stimulating hormone (FSH)-dependent follicle maturation, luteinizing hormone (LH)-stimulated ovulation, and associated gene regulatory pathways. In vivo mouse exposure confirmed the ovarian accumulation of PFNA and the mechanism of PPAR{gamma}-mediated ovarian toxicities of PFNA observed in vitro. The BMD analysis of in vitro and in vivo results suggested human relevant exposure levels of long-chain PFAS in our study pose an extra risk of ovarian defects, with follicular rupture as the most sensitive endpoint. DiscussionUsing in vitro follicle culture and in vivo mouse models, we discovered that long-chain PFAS interfere with gonadotropin-dependent follicle maturation, hormone secretion, and ovulation, posing a non-negligible risk to womens reproductive health including anovulation, irregular menstrual cycles, and sub- or infertility.

pharmacology and toxicology↗

bioRxiv2024

Dose-response functional and transcriptomic effects of follicle-stimulating hormone on ex vivo mouse folliculogenesis

The gonadotropin-dependent phase of ovarian folliculogenesis primarily requires follicle-stimulating hormone (FSH) to support one or multiple antral follicles, dependent on the species, to mature fully, enabling ovarian steroidogenesis, oogenesis, and ovulation to sustain female reproductive cycles and fertility. FSH binds to its membrane receptor in granulosa cells to activate various signal transduction pathways and gene regulatory networks. Poor female reproductive outcomes can result from both FSH insufficiency owing to genetic or non-genetic factors and FSH excess as encountered with ovarian stimulation in assisted reproductive technology (ART), but the underlying molecular mechanisms remain elusive. Herein, we conducted single-follicle and single-oocyte RNA sequencing analysis along with other approaches in an ex vivo mouse folliculogenesis and oogenesis system to investigate the effects of different concentrations of FSH on key follicular events. Our study revealed that a minimum FSH threshold is required for follicle maturation into the high estradiol-secreting preovulatory stage, and the threshold is moderately variable among individual follicles. FSH at subthreshold, threshold, and suprathreshold levels induced distinct expression patterns of follicle maturation-related genes and the follicular transcriptomics. The RNA-seq analysis identified novel genes and signaling pathways that may critically regulate follicle maturation. Suprathreshold FSH resulted in multiple ovarian disorders including premature luteinization, high production of androgen and proinflammatory factors, and reduced expression of energy metabolism-related genes in oocytes. Together, this study improves our understanding of gonadotropin-dependent folliculogenesis and provides crucial insights into how high doses of FSH used in ART may impact follicular health, oocyte quality, pregnancy outcome, and systemic health.

molecular biology↗

bioRxiv2023

Manual gestures help learn lexical stress of foreign languages by precise modulation of early auditory neural responses

Gestures accompany speech and facilitate communication and learning. Most previous studies have demonstrated the effects of gestures on learning semantics, yet how gestures facilitate learning low- and intermediate-level speech features is unclear. The present study investigated the effects of manual gestures on learning lexical stress, a phonological-lexical feature that is foreign to native Mandarin speakers. Across a series of experiments, we demonstrated that the gestures with representational relations to auditory stimuli in terms of covaried amplitude modulation facilitated the learning of lexical stress for both familiar (English) and unknown (Russian) languages, but not for pseudowords that lack phonotactic properties. Interestingly, gestures with amplitude trajectory matching the stress benefited the learning of trained words, whereas gestures that only matched the timing of syllable segments but not amplitude variation generalized the learning effects to untrained stimuli. Furthermore, in the EEG experiment, we found that gesture-accompanied learning was associated with power increase and inter-trial phase coherence (ITC) decrease in the theta band at the time windows corresponding to the stress positions. These results suggest that the facilitatory effects of gestures on lexical stress learning depend on the specificity of cross-modal feature mapping at the phonological level, mediated by the neural modulation in early perceptual responses.

neuroscience↗

bioRxiv2019

Multiparametric phenotyping of compound effects on patient derived organoids

Patient derived organoids resemble the biology of tissues and tumors, enabling ex vivo modeling of human diseases from primary patient samples. Organoids can be used as models for drug discovery and are being explored to guide clinical decision making. Patient derived organoids can have heterogeneous morphologies with unclear biological causes and relationship to treatment response. Here, we used high-throughput, image-based profiling to quantify phenotypes of over 5 million individual colorectal cancer organoids after treatment with more than 500 small molecules. Integration of data using a joint multi-omics modelling framework identified organoid size and cystic vs. solid organoid architecture as axes of morphological variation across organoids. Mechanistically, we found that organoid size was linked to IGF1 receptor signaling, while a cystic organoid architecture was associated with an LGR5+ stemness program. Treatment-induced organoid morphology reflected organoid viability, drug mechanism of action, and was biologically interpretable using joint modelling. Inhibition of MEK led to cystic reorganization of organoids and increased expression of LGR5, while inhibition of mTOR induced IGF1 receptor signaling. In conclusion, we identified shared axes of variation for colorectal cancer organoid morphology, their underlying biological mechanisms, and pharmacological interventions with the ability to move organoids along them. Image-based profiling of patient derived organoids coupled with multi-omics integration facilitates drug discovery by linking drug responses with underlying biological mechanisms.

genomics↗

bioRxiv2017

CRISPRAnalyzeR: Interactive analysis, annotation and documentation of pooled CRISPR screens

Pooled CRISPR/Cas9 screens are a powerful and versatile tool for the systematic investigation of cellular processes in a variety of organisms. Such screens generate large amounts of data that present a new challenge to analyze and interpret. Here, we developed a web application to analyze, document and explore pooled CRISR/Cas9 screens using a unified single workflow. The end-to-end analysis pipeline features eight different hit calling strategies based on state-of-the-art methods, including DESeq2, MAGeCK, edgeR, sgRSEA, Z-Ratio, Mann-Whitney test, ScreenBEAM and BAGEL. Results can be compared with interactive visualizations and data tables. CRISPRAnalyzeR integrates meta-information from 26 external data resources, providing a wide array of options for the annotation and documentation of screens. The application was developed with user experience in mind, requiring no previous knowledge in bioinformatics. All modern operating systems are supported.\n\nAvailability and online documentation: The source code, a pre-configured docker application, sample data and a documentation can be found on our GitHub page (http://www.github.com/boutroslab/CRISPRAnalyzeR). A tutorial video can be found at http://www.crispr-analyzer.org.

bioinformatics↗