Biology subjects

Johnston, R. J.

Publications and source records attributed to Johnston, R. J..

16 recordsLinked to original sources

bioRxiv2026

A Spatial Proteomic Atlas of Tertiary Lymphoid Structures in Non-Small Cell Lung Cancer Identifies a Novel Predictive Class of Lymphoid Aggregates

Tertiary lymphoid structures (TLS) predict benefit from immune checkpoint inhibitors (CPIs), yet mature, germinal-center-rich TLS are infrequent in solid tumors by histological review. Here, using 38-plex MIBI spatial proteomics across 165 lymphoid structures from 14 NSCLC resections, we establish a continuum of TLS maturity using high dimensional compositional, spatial, and molecular features. We demonstrate that histologically-defined lymphoid aggregates (LA) comprise a heterogeneous class of structures, which span this continuum of maturity. We identify a subset of lymphoid aggregates that harbor follicular dendritic cell networks, T follicular helper cells, and activated B cell states characteristic of mature TLS, yet are not readily distinguished from other LA structures in our histological review. We developed a novel digital pathology classifier to identify mature LAs in CPI trials, and demonstrate in a retrospective analysis of Atezolizumab in advanced NSCLC that the inclusion of mature LAs greatly expands the biomarker-eligible population while maintaining strong predicted benefit. Together, these data redefine the biological spectrum of tumor-associated lymphoid aggregates and provide a framework for implementing maturity-informed TLS biomarker strategies.

cancer biology↗

bioRxiv2026

Spatial Decoding of Tertiary Lymphoid Structure Maturation in Non-Small Cell Lung Cancer Using Deep Neural Networks

Understanding the role of tertiary lymphoid structures (TLS) is crucial in non-small cell lung cancer (NSCLC), as they are associated with patient prognosis and treatment outcomes. Specific cellular ecosystems that originate anti-tumor activity or predict immunotherapy response remain poorly characterized. To this end, we developed a high-resolution, multimodal spatial atlas jointly profiling transcriptomics, proteomics, and histology to characterize TLS maturation in NSCLC alongside secondary lymph organs as a baseline. Using this atlas, we proposed a pathologist-in-the-loop framework that combines a variational graph autoencoder (VGAE) with diffusion pseudotime to refine human expert annotations and characterize TLS maturation. These spatial molecular representations were extended to H&E whole-slide images via a vision transformer-based foundation model. Next, we resolved cellular composition, spatial organization, and cell-cell interactions within these data and defined two divergent spatial ecosystems. Clinical evidence suggests that these ecosystems are associated with distinct patient outcomes: a mature germinal center niche with favorable prognoses, and a tumor-macrophage-fibroblast niche with unfavorable prognoses. In summary, our work decodes key components of TLS heterogeneity, identifies hallmark spatial patterns involved in NSCLC adaptive immunity, and provides a framework for translating spatial omics insights into clinical applications.

genomics↗

bioRxiv2025

Complement Factor H and its C. elegans homolog regulate IFT52/OSM-6 and CNG channel localization in sensory neurons

Age-related macular degeneration (AMD), the leading cause of blindness in the elderly, is characterized by progressive degeneration of retinal photoreceptors. Current disease models propose AMD pathogenesis is a consequence of cytolytic damage and tissue inflammation that result from defective repression of alternative complement pathway activity by complement factor H (CFH). However, recent studies demonstrate functions for CFH that are outside of its established role in the alternative complement pathway, suggesting that novel CFH-mediated mechanisms may influence AMD initiation and progression. Our previous demonstration that CFH and its nematode homolog, CFH-1, modulate inversin/NPHP-2 accumulation in vertebrate photoreceptor and C. elegans sensory neuron cilia during aging suggests that AMD patients with CFH loss-of-function mutations have cilia defects that may contribute to photoreceptor dysfunction. Here, we investigate the consequences of CFH and CFH-1 loss-of-function mutations on the dynamics and localization of intraflagellar transport (IFT) train and visual cycle components in these cells. In C. elegans sensory neurons, IFTB1 components IFT52/OSM-6 and IFT88/OSM-5 are transported at similar rates in WT animals but IFT52/OSM-6 transport slows significantly in cfh-1 mutant animals while IFT88/OSM-5 is unaffected. Defective localization of IFT52/OSM-6 in photoreceptors of CFH knockout mice and in human photoreceptors from AMD high-risk CFH Y402H homozygotes, suggest an evolutionarily conserved role for CFH in promoting IFT52/OSM-6 transport and localization in sensory neuron cilia. In addition, distribution of CNG channel subunits in C. elegans cfh-1 mutant sensory neurons and CFH Y402H high-risk human photoreceptors are distinct from their WT and Y402 low-risk counterparts. Together, the data indicate previously unappreciated functions for CFH in IFT train organization and cilia protein localization and suggest a novel mechanism for photoreceptor segment thinning, an early AMD biomarker that has been linked to CFH high-risk variants.

cell biology↗

bioRxiv2025

Blocking apoptosis promotes survival and alters developmental dynamics of human retinal ganglion cells in retinal organoids

Retinal ganglion cells (RGCs) are the projection neurons that transmit visual information from the retina to the brain. In many species, a substantial proportion of RGCs are eliminated by programmed cell death during development to regulate their final number, but how cell death impacts human RGC development remains poorly understood. Here, we characterized the timing and cell-type-specificity of cell death in human fetal retinas and retinal organoids. Both retinas and organoids exhibited two waves of apoptosis: an early wave targeting neurogenic retinal progenitor cells and neuronal precursors, and a late wave affecting RGCs and other neurons. Additionally, organoids displayed a distinct wave of necrosis. To investigate how the apoptotic waves affect retinal development, we differentiated human BAX/BAK double mutant organoids deficient in apoptosis. In these mutants, RGC lifespan and survival increased, while RGC neurogenesis and maturation were delayed. Thus, developmental apoptosis controls not only the quantity of RGCs but also their developmental dynamics. Together, our results highlight the roles of apoptosis in human RGC development and the challenges in retinal organoid design. Addressing these limitations will improve the utility of organoids for studying human retinal development and modeling optic neuropathies like glaucoma.

developmental biology↗

bioRxiv2025

DIO3 coordinates photoreceptor development timing and fate stability in human retinal organoids

The mechanisms governing the generation of neuronal subtypes at distinct times and proportions during human retinal development are poorly understood. While thyroid hormone (TH) signaling specifies cone photoreceptor subtypes, how this regulation changes over time remains unclear. To address this question, we studied the expression and function of type 3 iodothyronine deiodinase (DIO3), an enzyme that degrades TH, in human retinal organoids. We show that DIO3 is a master regulator of human photoreceptor developmental timing and cell fate stability. DIO3 is highly expressed in retinal progenitor cells (RPCs) and decreases as these cells asynchronously differentiate into neurons, progressively reducing TH degradation and increasing TH signaling. DIO3 mutant organoids display precocious development of S cones, L/M cones, and rods, increased photoreceptor (PR) density, and adoption of L/M cone fate characteristics by S cones and rods. Our multiomics and chimeric organoid experiments show that cell autonomous and non-autonomous mechanisms locally coordinate and maintain DIO3 expression and TH signaling levels among cells. Computational modeling reveals a mechanism that couples TH levels and fate specification, providing robustness to photoreceptor development as compared to a probabilistic, cell-intrinsic mechanism. Based on our findings, we propose an hourglass hypothesis, in which the proportion of progenitors to neurons decreases over time to relieve TH degradation, which triggers development of PR subtypes at specific times. Our study identifies how local regulation of thyroid hormone signaling influences neural cell fate specification, which may be a consideration for designing regenerative therapies.

developmental biology↗

bioRxiv2025

Application of machine learning to discriminate photoreceptor cell species in xenotransplanted chimeric retinas

Photoreceptor transplantation is being studied to improve visual function in retinal diseases causing blindness, such as age-related macular degeneration, hereditary eye diseases, and traumatic retinopathy, among others. Preclinical studies often involve the delivery of exogenous human photoreceptor cells into the retinas of animal models. In such experiments, a key readout is the differential frequency of donor cell somatic integration versus artificial labeling secondary to material transfer of cytosolic or nuclear labels from donor to recipient cells. For this analysis, the ability to recognize photoreceptor nuclei as being of donor (human) versus animal is key, but purely immunohistology discrimination can be challenging because of antigenic species overlap or intercellular antigen transfer. To address this challenge, we sought to develop and validate a computational technique to discriminate between photoreceptor cells of different animal species based on machine learning of nuclear morphology. Here, we aimed to evaluate the feasibility of using computer-assisted detection of separate nuclei and employing random forest classification to automate the species differentiation, among DAPI-stained photoreceptors after xeno-transplantation of human photoreceptors into the retinas of mice and pigs. Our models were trained on single-species samples and validated with mixed-species samples. We then transplanted human embryonic stem cell-derived retinal organoid cells into rodent and pig retinal degeneration models. The random forest model accurately determined cell identity post-xenotransplantation, validated by histological assessment using an anti-human nuclear antibody. Our results support the potential efficacy of employing machine learning image analysis and classification techniques that may promote experimental rigor, minimize observer bias, and enable high throughput semi-automated workflows for transplantation outcomes analysis. The methodological framework reported here may enable a more nuanced and precise analysis of the behavior of transplanted photoreceptors for the purposes of human retinal regeneration.

neuroscience↗

bioRxiv2023

Foveolar cone subtype patterning in human retinal organoids

The mechanisms that generate patterns of cell types unique to humans are poorly understood. In the central region of the human retina, the high-acuity foveola is notable, in part, for its dense packing of green (M) and red (L) cones and absence of blue (S) cones. To identify mechanisms that promote M/L and suppress S cone patterning in the foveola, we examined human fetal retinas and differentiated human retinal organoids. During development, sparse S-opsin-expressing cones are initially observed in the foveola. Later in fetal development, the foveola contains a mix of cones that either co-express S- and M/L-opsins or exclusively express M/L-opsin. In adults, only M/L cones are present. Two signaling pathway regulators are highly and continuously expressed in the central retina: Cytochrome P450 26 subfamily A member 1 (CYP26A1), which degrades retinoic acid (RA) and Deiodinase 2 (DIO2), which promotes thyroid hormone (TH) signaling. Both CYP26A1 null mutant organoids and high RA conditions increased the number of S cones and reduced the number of M/L cones in human retinal organoids. In contrast, sustained TH signaling promoted the generation of M/L-opsin-expressing cones and induced M/L-opsin expression in S-opsin-expressing cones, showing that cone fate is plastic. Our data suggest that CYP26A1 degrades RA to specify M/L cones and limit S cones and that continuous DIO2 expression sustains high levels of TH to convert S cones into M/L cones, resulting in the foveola containing only M/L cones. Since the foveola is highly susceptible to impairment in diseases such as macular degeneration, a leading cause of vision loss, our findings inform organoid design for potential therapeutic applications.

developmental biology↗

bioRxiv2022

Activating and repressing gene expression between chromosomes during stochastic fate specification

DNA elements act across long genomic distances to regulate gene expression in processes including enhancer-promoter interactions and imprinting. During the gene-regulatory phenomenon of transvection in Drosophila, DNA elements on one allele of a gene act between chromosomes to increase or decrease expression of another allele of the gene. Despite the discovery of transvection over 60 years ago, little is known about its biological role. Furthermore, how different cis regulatory DNA elements contribute to the activation or repression of transvection at distinct times during development is unclear. Here, we studied the stochastic expression of spineless (ss) in developing photoreceptors in the fly eye to understand gene activation and repression between chromosomes. We identified a biological role for transvection in regulating expression of naturally occurring ss alleles. We characterized CRISPR-engineered deletions of sequences across the ss locus and identified DNA elements required for activating and repressing transvection. We found that different enhancers participated in transvection at different times during development to promote gene expression and specify cell fates. Bringing a silencer element on a heterologous chromosome into proximity with the ss locus "reconstituted" the gene, leading to repression. Our studies show that transvection regulates gene expression via distinct DNA elements at specific timepoints in development, with implications for genome organization and architecture.

developmental biology↗

bioRxiv2022

Transretinal migration of astrocytes and brain/spinal cord-like cells arising from transplanted human retinal organoids.

Human retinal organoid transplantation can potentially restore vision in patients with degenerative retinal diseases. How the recipient retina regulates the maturation, fate specification, and migration of transplanted organoid cells is unknown. We transplanted human retinal organoid-derived cells into photoreceptor-deficient mice, conducted histology and single-cell RNA sequencing analyses, and observed two main classes of graft-derived cells. The first class consisted of retinal astrocytes and brain/spinal cord-like neural precursors, absent or rare in cultured organoids, that migrated into all recipient retinal layers and traveled long distances. The second class consisted of retinal progenitor-derived cells, including rods and cones, that remained in the subretinal space and matured more rapidly than photoreceptors in culture. These data suggest that the recipient subretinal space promotes the maturation of transplanted photoreceptors while inducing or expanding migratory cell populations that are not normally derived from retinal progenitors. These findings have important implications for cell-based treatment of retinal diseases.

neuroscience↗

bioRxiv2021

Temporally dynamic antagonism between transcription and chromatin compaction controls stochastic photoreceptor specification

Stochastic mechanisms diversify cell fates during development. How cells randomly choose between two or more fates remains poorly understood. In the Drosophila eye, the random mosaic of two R7 photoreceptor subtypes is determined by expression of the transcription factor Spineless (Ss). Here, we investigated how cis-regulatory elements and trans factors regulate nascent transcriptional activity and chromatin compaction at the ss gene locus during R7 development. We find that the ss locus is in a compact state in undifferentiated cells. An early enhancer drives ss transcription in all R7 precursors to open the ss locus. In differentiating cells, transcription ceases and the ss locus stochastically remains open or compacts. In SsON R7s, ss is open and competent for activation by a late enhancer, whereas in SsOFF R7s, ss is compact and repression prevents expression. Our results suggest that a temporally dynamic antagonism, in which transcription drives decompaction and then compaction represses transcription, controls stochastic cell fate specification.

developmental biology↗

bioRxiv2021

Temporal regulation of green and red cone specification in human retinas and retinal organoids

Trichromacy is unique to primates among mammals, enabled by blue (short/S), green (medium/M), and red (long/L) cones. In humans and Old World monkeys, cones make a poorly understood choice between M and L cone subtype fates. To determine mechanisms specifying M and L cones, we developed an approach to visualize expression of the highly similar M- and L-opsin mRNAs. M-opsin, but not L-opsin, was observed during early human eye development, suggesting that M cones are generated before L cones. In adult human tissue, the early-developing central retina contained a mix of M and L cones compared to the late-developing peripheral region, which contained a high proportion of L cones. Retinoic acid (RA)-synthesizing enzymes are highly expressed early in retinal development. High RA signaling early was sufficient to promote M cone fate and suppress L cone fate in retinal organoids. Across a human population sample, natural variation in the ratios of M and L cone subtypes was associated with a noncoding polymorphism in the NR2F2 gene, a mediator of RA signaling. Our data suggest that RA promotes M cone fate early in development to generate the pattern of M and L cones across the human retina.

developmental biology↗

bioRxiv2019

Interdependent regulation of stereotyped and stochastic photoreceptor fates in the fly eye

Diversification of neuronal subtypes often requires stochastic gene regulatory mechanisms. How stochastically expressed transcription factors interact with other regulators in gene networks to specify cell fates is poorly understood. The random mosaic of color-detecting R7 photoreceptor subtypes in Drosophila is controlled by the stochastic on/off expression of the transcription factor Spineless (Ss). In SsON R7s, Ss induces expression of Rhodopsin 4 (Rh4), whereas in SsOFF R7s, the absence of Ss allows expression of Rhodopsin 3 (Rh3). Here, we find that the transcription factor Runt, which is initially expressed in all R7s, activates expression of Spineless in a random subset of R7s. Later, as R7s develop, Ss negatively feeds back onto Runt to prevent repression of Rh4 and ensure proper fate specification. Together, stereotyped and stochastic regulatory inputs are integrated into feedforward and feedback mechanisms to control cell fate.

developmental biology↗

bioRxiv2019

Modeling binary and graded cone cell fate patterning in the mouse retina

Nervous systems are incredibly diverse, with myriad neuronal subtypes defined by gene expression. How binary and graded fate characteristics are patterned across tissues is poorly understood. Expression of opsin photopigments in the cone photoreceptors of the mouse retina provides an excellent model to address this question. Individual cones express S-opsin only, M-opsin, or both S-opsin and M-opsin. These cell populations are patterned along the dorsal-ventral axis, with greater M-opsin expression in the dorsal region and greater S-opsin expression in the ventral region. Thyroid hormone signaling plays a critical role in activating M-opsin and repressing S-opsin. Here, we developed an image analysis approach to identify individual cone cells and evaluate their opsin expression from immunofluorescence imaging tiles spanning roughly 6 mm along the D-V axis of the mouse retina. From analyzing the opsin expression of [~]250,000 cells, we found that cones make a binary decision between S-opsin only and co-expression competent fates. Co-expression competent cells express graded levels of S- and M-opsins, depending nonlinearly on their position in the dorsal-ventral axis. M- and S-opsin expression display differential, inverse patterns. Using these single-cell data we developed a quantitative, stochastic model of cone cell decisions in the retinal tissue based on thyroid hormone signaling activity. The model recovers the probability distribution for cone fate patterning in the mouse retina and describes a minimal set of interactions that are necessary to reproduce the observed cell fates. Our study provides a paradigm describing how differential responses to regulatory inputs generate complex patterns of binary and graded cell fates.\n\nAuthor SummaryThe development of a cell in a mammalian tissue is governed by a complex regulatory network that responds to many input signals to give the cell a distinct identity, a process referred to as cell-fate specification. Some of these cell fates have binary on-or-off gene expression patterns, while others have graded gene expression that changes across the tissue. Differentiation of the photoreceptor cells that sense light in the mouse retina provides a good example of this process. Here, we explore how complex patterns of cell fates are specified in the mouse retina by building a computational model based on analysis of a large number of photoreceptor cells from microscopy images of whole retinas. We use the data and the model to study what exactly it means for a cell to have a binary or graded cell fate and how these cell fates can be distinguished from each other. Our study shows how tens-of-thousands of individual photoreceptor cells can be patterned across a complex tissue by a regulatory network, creating a different outcome depending upon the received inputs.

developmental biology↗

bioRxiv2018

TADs pair homologous chromosomes to promote interchromosomal gene regulation

Homologous chromosomes colocalize to regulate gene expression in processes including genomic imprinting and X-inactivation, but the mechanisms driving these interactions are poorly understood. In Drosophila, homologous chromosomes pair throughout development, promoting an interchromosomal gene regulatory mechanism called transvection. Despite over a century of study, the molecular features that facilitate chromosome-wide pairing are unknown. The \"button\" model of pairing proposes that specific regions along chromosomes pair with a higher affinity than their surrounding regions, but only a handful of DNA elements that drive homologous pairing between chromosomes have been described. Here, we identify button loci interspersed across the fly genome that have the ability to pair with their homologous sequences. Buttons are characterized by topologically associated domains (TADs), which drive pairing with their endogenous loci from multiple locations in the genome. Fragments of TADs do not pair, suggesting a model in which combinations of elements interspersed along the full length of a TAD are required for pairing. Though DNA-binding insulator proteins are not associated with pairing, buttons are enriched for insulator cofactors, suggesting that these proteins may mediate higher order interactions between homologous TADs. Using a TAD spanning the spinelessd gene as a paradigm, we find that pairing is necessary but not sufficient for transvection. spineless pairing and transvection are cell-type-specific, suggesting that local buttoning and unbuttoning regulates transvection efficiency between cell types. Together, our data support a model in which specialized TADs button homologous chromosomes together to facilitate cell-type-specific interchromosomal gene regulation.

molecular biology↗

bioRxiv2018

Thyroid hormone signaling specifies cone subtypes in human retinal organoids

The mechanisms underlying the specification of diverse neuronal subtypes within the human nervous system are largely unknown. The blue (shortwavelength/S), green (medium-wavelength/M) and red (long-wavelength/L) cone photoreceptors of the human retina enable high-acuity daytime vision and trichromatic color perception. Cone subtypes are specified in a poorly understood two-step process, with a first decision between S and L/M fates, followed by a decision between L and M fates. To determine the mechanism controlling S vs. L/M fates, we studied the differentiation of human retinal organoids. We found that human organoids and retinas have similar distributions, gene expression profiles, and morphologies of cone subtypes. We found that S cones are specified first, followed by L/M cones, and that thyroid hormone signaling is necessary and sufficient for this temporal switch. Temporally dynamic expression of thyroid hormone degrading and activating proteins supports a model in which the retina itself controls thyroid hormone levels, ensuring low signaling early to specify S cones and high signaling late to produce L/M cones. This work establishes organoids as a model for determining the mechanisms of cell fate specification during human development.\n\nOne sentence summaryCone specification in human organoids

developmental biology↗

bioRxiv2017

Natural variation in stochastic photoreceptor specification and color preference in Drosophila

Each individual perceives the world in a unique way, but little is known about the genetic basis of variation in sensory perception. Here we investigated natural variation in the development and function of the color vision system of Drosophila. In the fly eye, the random mosaic of color-detecting R7 photoreceptor subtypes is determined by stochastic expression of the transcription factor Spineless (Ss). Individual R7s randomly choose between SsON or SsOFF fates at a ratio of 65:35, resulting in unique patterns but consistent proportions of cell types across genetically identical retinas. In a genome wide association study, we identified a naturally occurring insertion in a regulatory DNA element in the ss gene that lowers the ratio of SsON to SsOFF cells. This change in photoreceptor fates shifts the innate color preference of flies from green to blue. The genetic variant increases the binding affinity for Klumpfuss (Klu), a zinc finger transcriptional repressor that regulates ss expression. Klu is expressed at intermediate levels to determine the normal ratio of SsON to SsOFF cells. Thus, binding site affinity and transcription factor levels are finely tuned to regulate stochastic on/off gene expression, setting the ratio of alternative cell fates and ultimately determining color preference.

developmental biology↗