Biology subjects

Subramanian, R.

Publications and source records attributed to Subramanian, R..

At least 37 records · Page 2Linked to original sources

bioRxiv2023

Modularity of PRC1 Composition and Chromatin Interaction define Condensate Properties

Polycomb repressive complexes (PRC) play a key role in gene repression and are indispensable for proper development. Canonical PRC1 forms condensates in vitro and in cells and the ability of PRC1 to form condensates has been proposed to contribute to maintenance of repression. However, how chromatin and the various subunits of PRC1 contribute to condensation is largely unexplored. Using single-molecule imaging, we demonstrate that nucleosomal arrays and PRC1 act synergistically, reducing the critical concentration required for condensation by more than 20-fold. By reconstituting and imaging PRC1 with various subunit compositions, we find that the exact combination of PHC and CBX subunits determine the initiation, morphology, stability, and dynamics of condensates. In particular, the polymerization activity of PHC2 strongly influences condensate dynamics to promote formation of structures with distinct domains that adhere to each other but do not coalesce. Using live cell imaging, we confirmed that CBX properties are critical for condensate initiation and that PHC polymerization is important to maintain stable condensates. Together, we propose that PRC1 can fine-tune the degree and type of condensation by altering its composition which might offer important flexibility of regulatory function during different stages of development.

molecular biology↗

bioRxiv2023

Comparative Analysis of SARS-CoV-2 Antigenicity across Assays and in Human and Animal Model Sera

The antigenic evolution of SARS-CoV-2 requires ongoing monitoring to judge the immune escape of newly arising variants. A surveillance system necessitates an understanding of differences in neutralization titers measured in different assays and using human and animal sera. We compared 18 datasets generated using human, hamster, and mouse sera, and six different neutralization assays. Titer magnitude was lowest in human, intermediate in hamster, and highest in mouse sera. Fold change, immunodominance patterns and antigenic maps were similar among sera. Most assays yielded similar results, except for differences in fold change in cytopathic effect assays. Not enough data was available for conclusively judging mouse sera, but hamster sera were a consistent surrogate for human first-infection sera.

bioinformatics↗

bioRxiv2023

Structural and biophysical analysis of a Haemophilus influenzae tripartite ATP-independent periplasmic (TRAP) transporter

Tripartite ATP-independent periplasmic (TRAP) transporters are secondary-active transporters that receive their substrates via a soluble binding protein to move bioorganic acids across bacterial or archaeal cell membranes. Recent cryo-EM structures of TRAP transporters provide a broad framework to understand how they work, but the mechanistic details of transport are not yet defined. Here we report the cryo-EM structure of the Haemophilus influenzae N-acetylneuraminate TRAP transporter (HiSiaQM) at 2.99 [A] resolution (extending to 2.2 [A] at the core), revealing new features. The improved resolution (the previous HiSiaQM structure is 4.7 [A] resolution) permits accurate assignment of two Na+ sites and the architecture of the substrate binding site, consistent with mutagenic and functional data. Moreover, rather than a monomer, the HiSiaQM structure is a homodimer. We observe lipids at the dimer interface, as well as a lipid trapped within the fusion that links the SiaQ and SiaM subunits. We show that the affinity (KD) for the complex between the soluble HiSiaP protein and HiSiaQM is in the micromolar range and that a related SiaP can bind HiSiaQM. This work provides key data that enhances our understanding of the elevator-with-an-operator mechanism of TRAP transporters.

biochemistry↗

bioRxiv2023

A Ciliary SMOOTHENED-GRK2-PKA Signaling Pathway Initiates Hedgehog Signal Transduction

During Hedgehog (Hh) signal transduction in development and disease, the atypical G protein-coupled receptor (GPCR) SMOOTHENED (SMO) communicates with GLI transcription factors by binding the protein kinase A catalytic subunit (PKA-C) and physically blocking its enzymatic activity. Here we show that GPCR kinase 2 (GRK2) orchestrates this process during endogenous Hh pathway activation in the vertebrate primary cilium. Upon SMO activation, GRK2 rapidly relocalizes from the ciliary base to the shaft, triggering SMO phosphorylation and PKA-C interaction. Reconstitution studies reveal that GRK2 phosphorylation enables active SMO to bind PKA-C directly. Lastly, the SMO-GRK2-PKA pathway underlies Hh signal transduction in a range of cellular and in vivo models. Thus, GRK2 phosphorylation of ciliary SMO, and the ensuing PKA-C binding and inactivation, are critical initiating events for the intracellular steps in Hh signaling. More broadly, our study suggests an expanded role for GRKs in enabling direct GPCR interactions with diverse intracellular effectors.

cell biology↗

bioRxiv2023

Discovery of GS-5245 (Obeldesivir), an Oral Prodrug of Nucleoside GS-441524 that Exhibits Antiviral Efficacy in SARS-CoV-2 Infected African Green Monkeys

Remdesivir 1 is an amidate prodrug that releases the monophosphate of nucleoside GS-441524 (2) into lung cells thereby forming the bioactive triphosphate 2-NTP. 2-NTP, an analog of ATP, inhibits the SARS-CoV-2 RNA-dependent RNA polymerase replication and transcription of viral RNA. Strong clinical results for 1 have prompted interest in oral approaches to generate 2-NTP. Here we describe the discovery of a 5-isobutyryl ester prodrug of 2 (GS-5245, Obeldesivir, 3) that has low cellular cytotoxicity and three to seven-fold improved oral delivery of 2 in monkeys. Prodrug 3 is cleaved pre-systemically to provide high systemic exposures of 2 that overcome its less efficient metabolism to 2-NTP leading to strong SARS-CoV-2 antiviral efficacy in an African green monkey infection model. Exposure-based SARS-CoV-2 efficacy relationships resulted in an estimated clinical dose of 350-400 mg twice-daily. Importantly, all SARS-CoV-2 variants remain susceptible to 2 which supports development of 3 as a promising COVID-19 treatment.

pharmacology and toxicology↗

bioRxiv2023

FALCON systematically interrogates free fatty acid biology and identifies a novel mediator of lipotoxicity

Cellular exposure to free fatty acids (FFA) is implicated in the pathogenesis of obesity-associated diseases. However, studies to date have assumed that a few select FFAs are representative of broad structural categories, and there are no scalable approaches to comprehensively assess the biological processes induced by exposure to diverse FFAs circulating in human plasma. Furthermore, assessing how these FFA- mediated processes interact with genetic risk for disease remains elusive. Here we report the design and implementation of FALCON (Fatty Acid Library for Comprehensive ONtologies) as an unbiased, scalable and multimodal interrogation of 61 structurally diverse FFAs. We identified a subset of lipotoxic monounsaturated fatty acids (MUFAs) with a distinct lipidomic profile associated with decreased membrane fluidity. Furthermore, we developed a new approach to prioritize genes that reflect the combined effects of exposure to harmful FFAs and genetic risk for type 2 diabetes (T2D). Importantly, we found that c-MAF inducing protein (CMIP) protects cells from exposure to FFAs by modulating Akt signaling and we validated the role of CMIP in human pancreatic beta cells. In sum, FALCON empowers the study of fundamental FFA biology and offers an integrative approach to identify much needed targets for diverse diseases associated with disordered FFA metabolism. HighlightsO_LIFALCON (Fatty Acid Library for Comprehensive ONtologies) enables multimodal profiling of 61 free fatty acids (FFAs) to reveal 5 FFA clusters with distinct biological effects C_LIO_LIFALCON is applicable to many and diverse cell types C_LIO_LIA subset of monounsaturated FAs (MUFAs) equally or more toxic than canonical lipotoxic saturated FAs (SFAs) leads to decreased membrane fluidity C_LIO_LINew approach prioritizes genes that represent the combined effects of environmental (FFA) exposure and genetic risk for disease C_LIO_LIC-Maf inducing protein (CMIP) is identified as a suppressor of FFA-induced lipotoxicity via Akt-mediated signaling C_LI

cell biology↗

bioRxiv2023

Biochemical characterization of a GDP-mannose transporter from Chaetomium thermophilum

Nucleotide Sugar Transporters (NSTs) belong to the SLC35 family (human solute carrier) of membrane transport proteins and are crucial components of the glycosylation machinery. NSTs are localized in the ER and Golgi apparatus membranes, where they accumulate nucleotide sugars from the cytosol for subsequent polysaccharide biosynthesis. Loss of NST function impacts the glycosylation of cell surface molecules. Mutations in NSTs cause several developmental disorders, immune disorders, and increased susceptibility to infection. Atomic resolution structures of three NSTs have provided a blueprint for a detailed molecular interpretation of their biochemical properties. In this work, we have identified, cloned, and expressed 18 members of the SLC35 family from various eukaryotic organisms in Saccharomyces cerevisiae. Out of 18 clones, we determined Vrg4 from Chaetomium thermophilum (CtVrg4) is a GDP-mannose transporter with an enhanced melting point temperature (Tm) of 56.9 {degrees}C, which increases with the addition of substrates, GMP and GDP-mannose. In addition, we report--for the first time--that the CtVrg4 shows an affinity to bind to phosphatidylinositol lipids.

biochemistry↗

bioRxiv2022

Variability of Phenylalanine side chain conformations facilitates promiscuity of Fatty acid binding in Cockroach milk proteins.

The pacific beetle cockroach, Diploptera punctata, is a viviparous cockroach that produces a milk-like substance to support the growing embryo with a brood sac. The structure of the in vivo grown crystals present in the gut of the embryo showed that the milk-derived crystals are heterogenous and are made of three proteins (called Lili-Mips). Multiple fatty acids could be modeled into the active site, and we hypothesized that each of the three isoforms of the protein bound to a different fatty acid. We previously reported that the recombinantly expressed Lili-Mip2 has a structure similar to the structure of the protein determined from in vivo crystals, and this single isoform also binds to several fatty acids. In this study, we aimed to probe the specificity and affinity of fatty acid binding and test the stability of different isoforms. We show that all the isoforms can bind to different fatty acids with very similar affinities, and the local abundance of a fatty acid determined bound fatty acid ratios. Lili-Mips thermostability is pH dependent, where stability is highest at acidic pH and declines as the pH increases to physiological levels near 7.0. The measurement of the pH in the gut lumen and the gut cells suggests that the pH in the gut is acidic and the pH inside the gut cells is closer to neutral pH. We propose that the protein has evolved to be highly stable in the acidic gut lumen and, when absorbed inside the gut cells, becomes less stable to enable the breakdown of the glycosylated lipo-protein complex to provide essential metabolites for survival and development of the embryo. The different orientations of Phe-98 and Phe-100 control the binding pocket volume and allow the binding of different chain-length fatty acids to bind with similar affinities.

biochemistry↗

bioRxiv2022

Spatially controlled microtubule nucleation and organization from crosslinker MAP65 condensates

Microtubule organization in cells is essential for the internal structure and coordination of events of intracellular transport, mitosis, and cell motility. For many cell types, microtubule organization is dominated by centrosomal nucleation that use gamma-tubulin to template filaments. Yet, some cell types lack centrosomes or centrioles, such as plant cells. Instead, microtubules nucleate from regions with high concentrations of microtubule binding and nucleating proteins. A mechanism that can drive high local concentrations of nucleators is liquid-liquid phase separation of proteins with intrinsically disordered regions. Here, we report that the plant microtubule nucleator and crosslinking protein, MAP65-1, can form phase separated condensates at physiological salt and temperature without extra crowding agents. These condensates are liquid at first and can mature to gel-like phases over time and with different environmental conditions. We show that these condensates can nucleate and grow microtubule bundles that form asters, regardless of the viscoelasticity of the condensate. When gel-like droplets nucleate and grow asters from a shell of tubulin at the surface, the microtubules are able to re-fluidize the MAP65 condensate. Condensate-induced cytoskeletal formation could be a universal mechanism for organization of the microtubule and actin cytoskeletons in all cell types, especially cells without centrosomes.

biophysics↗

bioRxiv2022

Post-vaccination Omicron infections induce broader immunity across antigenic space than prototype mRNA COVID-19 booster vaccination or primary infection

The rapid emergence of new SARS-CoV-2 variants challenges vaccination strategies. Here, we measured antigenic diversity among variants and interpreted neutralizing antibody responses following single and multiple exposures in longitudinal infection and vaccine cohorts. Antigenic cartography using primary infection antisera showed that BA.2, BA.4/BA.5, and BA.2.12.1 are distinct from BA.1 and closer to the Beta cluster. Three doses of an mRNA COVID-19 vaccine increased breadth to BA.1 more than to BA.4/BA.5 or BA.2.12.1. Omicron BA.1 post-vaccination infection elicited antibody landscapes characterized by broader immunity across antigenic space than three doses alone, although with less breadth than expected to BA.2.12.1 and BA.4/BA.5. Those with Omicron BA.1 infection after two or three vaccinations had similar neutralizing titer magnitude and antigenic breadth. Accounting for antigenic differences among variants of concern when interpreting neutralizing antibody titers aids understanding of complex patterns in humoral immunity and informs selection of future COVID-19 vaccine strains.

microbiology↗

bioRxiv2022

A Dimer between Monomers and Hexamers - Oligomeric Variations in Glucosamine 6-Phosphate Deaminase Family

In bacteria that live in hosts whose terminal sugar is a sialic acid, Glucosamine 6-phosphate deaminase (NagB) catalyzes the last step in the conversion of sialic acid into Fructose-6-phosphate, which enters the glycolytic pathway. The enzyme exists as a hexamer in Gram-negative bacteria and is shown to be allosterically regulated. In Gram-positive bacteria, it exists as a monomer and lacks allosteric regulation. Our identification of a dimeric Gram-negative bacterial NagB motivated us to characterize the structural basis of the various oligomeric forms. We characterized the crystal structures of NagB from two Gram-negative pathogens, Haemophilus influenzae (Hi) and Pasturella multocida (Pm). The Hi-NagB is active as a hexamer, while Pm-NagB is active as a dimer. We confirm that this is not a crystallographic artifact by cryo-electron microscopy. Both Hi-NagB and Pm-NagB contain the C-terminal helix, and the residues in the interface involved in oligomerization are conserved. The hexamer is described as a dimer of trimers. In the Pm-NagB dimer, the dimeric interface is conserved. This would suggest that the three possible oligomeric forms of NagB are a monomer, a dimer, and a trimer of dimers. Computational modeling and MD simulations indicate that the residues at the trimeric interface have less stabilizing energy of oligomer formation than those in the dimer interface. We propose that Pm-NagB is the evolutionary link between the monomer and the hexamer forms.

biochemistry↗

bioRxiv2022

Structure and mechanism of the tripartite ATP-independent periplasmic (TRAP) transporter

In bacteria and archaea, tripartite ATP-independent periplasmic (TRAP) transporters uptake essential carboxylate- and sulfonate-containing nutrients into the cytoplasm. Unlike other secondary active transporters, TRAP transporters cannot receive their substrates directly, but do so indirectly via a secreted soluble substrate-binding protein. How a sodium-driven secondary active transporter is strictly coupled to a passenger-carrying substrate-binding domain is poorly understood. Here, we report the cryo-EM structure of the sialic acid TRAP transporter SiaQM from Photobacterium profundum at 2.97 [A] resolution. SiaM has 12-TMs that come together to form a "transport" domain and a "scaffold" domain, with the transport domain consisting of helical hairpins as seen in the sodium-coupled elevator transporter VcINDY. Interestingly, the SiaQ protein forms intimate contacts with SiaM to extend the size of the scaffold domain, indicating TRAP transporters may operate as monomers, rather than the typically observed oligomers. We have identified the Na+ and sialic acid binding sites in SiaM and confirmed a strict dependence on the substrate-binding protein SiaP for uptake. We have determined the SiaP crystal structure that, together with co-evolution driven docking studies, provides a molecular basis for how sialic acid is delivered to the SiaQM transporter complex. We conclude that TRAP proteins are conceptually a marriage between an ABC importer and a secondary active transporter, which we describe herein as an elevator-with-an-operator mechanism.

molecular biology↗

bioRxiv2021

Cytoskeletal regulation of a transcription factor by DNA mimicry

A long-established strategy for transcription regulation is the tethering of transcription factors to cellular membranes. In contrast, the principal effectors of Hedgehog signaling, the Gli transcription factors, are regulated by microtubules in the primary cilium and the cytoplasm. How Gli is tethered to microtubules remains unclear. We uncover DNA mimicry by the ciliary kinesin Kif7 as a mechanism for the recruitment of Gli to microtubules, revealing a new mode of tethering a DNA-binding protein to the cytoskeleton. Gli increases the Kif7-microtubule affinity and consequently modulates the localization of both proteins to microtubules and the cilium tip. Thus, the kinesin-microtubule system is not a passive Gli tether but a regulatable platform tuned by the kinesin-transcription factor interaction. We re-tooled the unique DNA-mimicry-based Gli-Kif7 interaction for inhibiting the nuclear and cilium localization of Gli. This strategy can be potentially exploited for downregulating erroneously activated Gli in human cancers.

cell biology↗

bioRxiv2021

Therapeutic efficacy of an oral nucleoside analog of remdesivir against SARS-CoV-2 pathogenesis in mice.

The COVID-19 pandemic remains uncontrolled despite the rapid rollout of safe and effective SARS-CoV-2 vaccines, underscoring the need to develop highly effective antivirals. In the setting of waning immunity from infection and vaccination, breakthrough infections are becoming increasingly common and treatment options remain limited. Additionally, the emergence of SARS-CoV-2 variants of concern with their potential to escape therapeutic monoclonal antibodies emphasizes the need to develop second-generation oral antivirals targeting highly conserved viral proteins that can be rapidly deployed to outpatients. Here, we demonstrate the in vitro antiviral activity and in vivo therapeutic efficacy of GS-621763, an orally bioavailable prodrug of GS-441524, the parental nucleoside of remdesivir, which targets the highly conserved RNA-dependent RNA polymerase. GS-621763 exhibited significant antiviral activity in lung cell lines and two different human primary lung cell culture systems. The dose-proportional pharmacokinetic profile observed after oral administration of GS-621763 translated to dose-dependent antiviral activity in mice infected with SARS-CoV-2. Therapeutic GS-621763 significantly reduced viral load, lung pathology, and improved pulmonary function in COVID-19 mouse model. A direct comparison of GS-621763 with molnupiravir, an oral nucleoside analog antiviral currently in human clinical trial, proved both drugs to be similarly efficacious. These data demonstrate that therapy with oral prodrugs of remdesivir can significantly improve outcomes in SARS-CoV-2 infected mice. Thus, GS-621763 supports the exploration of GS-441524 oral prodrugs for the treatment of COVID-19 in humans.

microbiology↗

bioRxiv2021

Structural heterogeneity in biliverdin modulates spectral properties of Sandercyanin fluorescent protein

Sandercyanin, a blue homo-tetrameric lipocalin protein purified from Canadian walleye (Stizostedion vitreus), is the first far-red fluorescent protein reported in vertebrates(1-3). Sandercyanin binds non-covalently to biliverdin IX (BLA) and fluoresces at 675nm on excitation at 375nm and 635nm(1). Sandercyanin fluorescence can be harnessed for many in vivo applications when engineered into a stable monomeric form. Here, we report the spectral properties and crystal structures of engineered monomeric Sandercyanin-BLA complexes. Compared to wild-type protein, monomeric Sandercyanin ([~]18kDa) binds BLA with similar affinities and show a broad red-shifted absorbance spectra but possess reduced quantum efficiency. Crystal structures reveal D-ring pyrrole of BLA rotated around the C14-C15 bond, which is stabilized by neighboring aromatic residues and increased water-mediated polar contacts in the BLA-binding pocket. A tetrameric Sandercyanin variant (Tyr-142-Ala) co-displaying red- and far-red absorbing states, and reduced fluorescence shows similar conformational changes in BLA binding pocket. Our results suggest that D-ring flexibility of BLA and its rearrangement reduces the fluorescence quantum-yield of monomeric Sandercyanin. Structures of monomeric Sandercyanin could be utilized as prototypes to generate bright BLA-inducible fluorescent proteins. Further, our study postulates a mechanism for modulating photo-states in BLA-bound lipocalins, known only in phytochromes till date. Significance StatementSandercyanin is a tetrameric red fluorescent protein from a blue variant of walleye (Stizostedion vitreum) that binds to biliverdin IX (BLA). Its biophysical properties and structures have been published earlier(1). A bright and stable monomeric Sandercyanin could be utilized as a fusion protein for fluorescence-based applications. Here we report the first structures and spectral properties of fluorescent monomeric Sandercyanin-BLA complexes and describe the molecular basis of modulated spectral properties due to rotated D-ring pyrrole around C14-C15 bond and re-shuffling of BLA-binding pocket. BLA-bound monomeric Sandercyanin could be engineered into brighter variants for in-vivo applications. Our study also reveals an unfamiliar mechanism in BLA-binding lipocalins that regulates red- and far-red absorbance states.

bioengineering↗

bioRxiv2020

Motor guidance by long-range communication through the microtubule highway

Coupling of motor proteins within arrays drives muscle contraction, flagellar beating, chromosome segregation, and other biological processes. Current models of motor coupling invoke either direct mechanical linkage or protein crowding, which rely on short-range motor-motor interactions. In contrast, coupling mechanisms that act at longer length scales remain largely unexplored. Here we report that microtubules can physically couple motor movement in the absence of short-range interactions. The human kinesin-4 Kif4A changes the run-length and velocity of other motors on the same microtubule in the dilute binding limit, when 10-nm-sized motors are separated by microns. This effect does not depend on specific motor-motor interactions because similar changes in Kif4A motility are induced by kinesin-1 motors. A micron-scale attractive interaction potential between motors is sufficient to recreate the experimental results in a computational model. Unexpectedly, our theory suggests that long-range microtubule-mediated coupling not only affects binding kinetics but also motor mechanochemistry. Therefore, motors can sense and respond to motors bound several microns away on a microtubule. These results suggest a paradigm in which the microtubule lattice, rather than being merely a passive track, is a dynamic medium responsive to binding proteins to enable new forms of collective motor behavior.

biophysics↗

bioRxiv2020

Distinct Protofilament-scale Dynamics Define the Differential Remodeling of Microtubule Arrays

The dynamic reorganization of microtubule-based cellular structures, such as the spindle and the axoneme, fundamentally depends on the dynamics of individual polymers within multimicrotubule arrays. A major class of enzymes, implicated in both the complete demolition and fine size control of microtubule-based arrays, are depolymerizing kinesins. How different depolymerases differently remodel microtubule arrays is poorly understood. A major technical challenge in addressing this question is that existing optical or electron-microscopy methods lack the spatial-temporal resolution to observe the dynamics of individual microtubules within larger arrays. Here we use Atomic Force Microscopy (AFM) to image depolymerizing arrays at single microtubule and protofilament resolution. We discover previously unseen modes of microtubule array destabilization by conserved depolymerases. We find that the kinesin-13 MCAK mediates asynchronous protofilament depolymerization and lattice-defect propagation, whereas the kinesin-8 Kip3p promotes synchronous protofilament depolymerization. Unexpectedly, MCAK can depolymerize the highly stable axonemal doublets, but Kip3p cannot. We propose that distinct protofilament-level activities underlie the functional dichotomy of depolymerases, resulting in either large-scale destabilization or length regulation of microtubule arrays. Our work establishes AFM as a powerful strategy to visualize microtubule dynamics within arrays and reveals how nanometer-scale substrate specificity leads to differential remodeling of micron-sized cytoskeletal structures. SIGNIFICANCE STATEMENTOne cannot help but marvel at the precise organization of microtubule polymers in cellular structures such as the axoneme and the spindle. However, our understanding of the biochemical mechanisms that sculpt these arrays comes largely from in vitro experiments with a small number (one or two) of microtubules. This is somewhat akin to studying the architecture of multilane highways by studying one-lane streets. Here we directly visualize depolymerizing microtubule arrays at individual microtubule and protofilament resolution using Atomic Force Microscopy. Our results reveal differences in microtubule depolymerase activity and provide insights into how these differences in enzymatic activity on the nanometer scale can result in the differential remodeling of multi-microtubule arrays on the micron-length scale.

biophysics↗

bioRxiv2020

Boolean Implication Analysis Improves Prediction Accuracy of In Silico Gene Reporting of Retinal Cell Types

The retina is a complex tissue containing multiple cell types that is essential for vision. Understanding the gene expression patterns of various retinal cell types has potential applications in regenerative medicine. Retinal organoids (optic vesicles) derived from pluripotent stem cells have begun to yield insights into the transcriptomics of developing retinal cell types in humans through single cell RNA-sequencing studies. Previous methods of gene reporting have relied upon techniques in vivo using microarray data, or correlational and dimension reduction methods for analyzing single cell RNA-sequencing data in silico. Here, we present a bioinformatic approach using Boolean implication to discover retinal cell type-specific genes. We apply this approach to previously published retina and retinal organoid datasets and improve upon previously published correlational methods. Our method improves the prediction accuracy and reproducibility of marker genes of retinal cell types and discovers several new high confidence cone and rod-specific genes. Furthermore, our method is general and can impact all areas of gene expression analyses in cancer and other human diseases. Significance StatementEfforts to derive retinal cell types from pluripotent stem cells to the end of curing retinal disease require robust characterization of these cell types gene expression patterns. The Boolean method described in this study improves prediction accuracy of earlier methods of gene reporting, and allows for the discovery and validation of retinal cell type-specific marker genes. The invariant nature of results from Boolean implication analysis can yield high-value molecular markers that can be used as biomarkers or drug targets. O_FIG_DISPLAY_L [Figure 1] M_FIG_DISPLAY C_FIG_DISPLAY

bioinformatics↗