Rammohan Shukla

Rammohan Shukla

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

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Previous Organizations / Institutes

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Rammohan Shukla has a total of 181 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Molecular Characterization of the Progressive Landscape of Depression

    by Vandana Sharma, Elena Payne, Samuel Gonzalez Garcia, Lauren Fang, Kiran Boyinepally, Akiko Sumitomo, Toshifumi Tomoda, David A. Lewis, Robert Mccullumsmith, Etienne Sibille, et al.

    Major Depressive Disorder (MDD) frequently follows a recurrent trajectory of episodes and remissions, often culminating in treatment-resistance. Molecular differences defining state-specific changes during episode and remission have been explored. However, progressive differences—defined here as cross-sectional linear trends across clinical stages from first to recurrent episodes or remissions, reflecting increasing illness burden over time—remain poorly understood, limiting sustained therapeutic outcomes. Here, we analyzed RNA-seq data from postmortem sgACC to identify progressive differences across MDD episodes or remission relative to state-specific differences, using an integrative assessment of molecular and cellular specificity, genetic-risk, disease-comorbidity and potential therapeutic targets. Differential expression analysis showed greater overlap between progressive and state-specific differences during remission than episode. Pathway enrichment highlighted disruptions in extracellular-matrix pathways shared by state-specific and progressive episodes, while metabolic and catalytic pathways were restored during remission. Cell-type-specific analyses showed that progressive changes were linked to superficial-layer intra-telencephalic neurons, whereas state-specific changes were enriched in pyramidal neuron subtypes and deeper layer SST-positive interneurons. Genome-wide association-informed enrichment analysis further linked these transcriptomic changes to genetic risk factors and symptom dimensions. Anhedonia was associated with both state-specific episode and progressive-remission signatures, suggesting that it is a persistent trait-like feature of MDD. Finally, an integrative pharmacological analysis revealed shared molecular mechanisms between pro-disease and therapeutic targets, highlighting pleiotropic effects of key pathways depending on disease state and dosage. Together, these findings provide a novel perspective on biological underpinnings of MDD progression over episodes or remissions and identify pharmacological targets that account for pathological and/or compensatory/therapeutic processes.

  • Open Access

    Dynamic Dysregulation of Ribosomal Protein Genes in Mouse Brain Stress Models

    by Vandana Sharma, Rammohan Shukla

    Emphasizing their evolutionarily conserved role in stress adaptation mechanisms, ribosomal protein genes (RPGs) are observed to be downregulated in various stressors and across phyla. However, this evolutionarily conserved stress response is not well explored in mouse models of neurobiological stress. This study investigates the dysregulation patterns of RPGs in various murine preclinical stress paradigms across different brain regions using available transcriptomic data and identifies the non-canonical ribosomal functions using synaptic gene-ontology terms. Without a discernible structure across different brain areas, we observed heterogeneous dysregulation, encompassing either up or downregulation in both cytoplasmic and mitochondrial RPGs. However, downregulation was more prominent than upregulation, and the overall dysregulation seems more prevalent in the chronic stress paradigm compared to stress paradigms involving acute and early-life stress. Enrichment analysis significantly associates dysregulated RPGs with post-synaptic gene ontology terms, emphasizing their involvement in synaptic modulation. Overall, the study demonstrates ribosomal dysregulation as an evolutionarily conserved stress response mechanism during different mouse stress paradigms. We discuss the possibility that the variability in the directionality of dysregulation may emerge as a potential marker of neuronal activity in response to diverse stress paradigms and the involvement of paradigm-specific RPG dysregulation either in the process of global downscaling of ribosome biogenesis or in the process of ribosomal heterogeneity, each leading to a different effect.


  • Open Access

    Interpreting and visualizing pathway analyses using embedding representations with PAVER

    by William G Ryan V, Ali Sajid Imami, Hunter Eby, John Vergis, Xiaolu Zhang, Jarek Meller, Rammohan Shukla, Robert McCullumsmith

    Omics studies use large-scale high-throughput data to explain changes underlying different traits or conditions. However, omics analysis often results in long lists of pathways that are difficult to interpret. Therefore, it is of interest to describe a tool named PAVER (Pathway Analysis Visualization with Embedding Representations) for large scale genomic analysis. PAVER curates similar pathways into groups, identifies the pathway most representative of each group, and provides publication-ready intuitive visualizations. PAVER clusters pathways defined by their vector embedding representations and then identifies the term most cosine similar to its respective cluster’s average embedding. PAVER can integrate multiple pathway analyses, highlight relevant biological insights, and work with any pathway database.


  • Open Access

    The Ribosome Hypothesis: Decoding Mood Disorder Complexity

    by Vandana Sharma, Karthik Swaminathan, Rammohan Shukla

    Several types of mood disorders lie along a continuum, with nebulous boundaries between them. Understanding the mechanisms that contribute to mood disorder complexity is critical for effective treatment. However, present treatments are largely centered around neurotransmission and receptor-based hypotheses, which, given the high instance of treatment resistance, fail to adequately explain the complexities of mood disorders. In this opinion piece, based on our recent results, we propose a ribosome hypothesis of mood disorders. We suggest that any hypothesis seeking to explain the diverse nature of mood disorders must incorporate infrastructure diversity that results in a wide range of effects. Ribosomes, with their mobility across neurites and complex composition, have the potential to become specialized during stress; thus, ribosome diversity and dysregulation are well suited to explaining mood disorder complexity. Here, we first establish a framework connecting ribosomes to the current state of knowledge associated with mood disorders. Then, we describe the potential mechanisms through which ribosomes could homeostatically regulate systems to manifest diverse mood disorder phenotypes and discuss approaches for substantiating the ribosome hypothesis. Investigating these mechanisms as therapeutic targets holds promise for transdiagnostic avenues targeting mood disorders.


  • Open Access

    IMPAIRED PREDICTIONS IN MDD IN A COMPUTER MODEL OF A NEOCORTICAL LAYER BASED ON HTM.

    by Mohamed Sherif, Mostafa Khalil, Rammohan Shukla, Joshua Brown, Linda Carpenter

  • Open Access

    Ribosomal dysregulation: A conserved pathophysiological mechanism in human depression and mouse chronic stress

    by Xiaolu Zhang, Mahmoud Ali Eladawi, William George Ryan, Xiaoming Fan, Stephen Prevoznik, Trupti Devale, Barkha Ramnani, Krishnamurthy Malathi, Etienne Sibille, Robert Mccullumsmith, et al.

    The underlying biological mechanisms that contribute to the heterogeneity of major depressive disorder (MDD) presentation remain poorly understood, highlighting the need for a conceptual framework that can explain this variability and bridge the gap between animal models and clinical endpoints. Here, we hypothesize that comparative analysis of molecular data from different experimental systems of chronic stress, and MDD has the potential to provide insight into these mechanisms and address this gap. Thus, we compared transcriptomic profiles of brain tissue from postmortem MDD subjects and from mice exposed to chronic variable stress (CVS) to identify orthologous genes. Ribosomal protein genes (RPGs) were down-regulated, and associated ribosomal protein (RP) pseudogenes were up-regulated in both conditions. A seeded gene co-expression analysis using altered RPGs common between the MDD and CVS groups revealed that down-regulated RPGs homeostatically regulated the synaptic changes in both groups through a RP-pseudogene-driven mechanism. In vitro analysis demonstrated that the RPG dysregulation was a glucocorticoid-driven endocrine response to stress. In silico analysis further demonstrated that the dysregulation was reversed during remission from MDD and selectively responded to ketamine but not to imipramine. This study provides the first evidence that ribosomal dysregulation during stress is a conserved phenotype in human MDD and chronic stress-exposed mouse. Our results establish a foundation for the hypothesis that stress-induced alterations in RPGs and, consequently, ribosomes contribute to the synaptic dysregulation underlying MDD and chronic stress-related mood disorders. We discuss the role of ribosomal heterogeneity in the variable presentations of depression and other mood disorders.


  • Open Access

    Molecular neurobiology of loss: a role for basolateral amygdala extracellular matrix

    by Marissa A. Smail, Brittany L. Smith, Rammohan Shukla, Khaled Alganem, Hunter M. Eby, Justin L. Bollinger, Ria K. Parikh, James B. Chambers, James K. Reigle, Rachel D. Moloney, et al.

    Psychological loss is a common experience that erodes well-being and negatively impacts quality of life. The molecular underpinnings of loss are poorly understood. Here, we investigate the mechanisms of loss using an environmental enrichment removal (ER) paradigm in male rats. The basolateral amygdala (BLA) was identified as a region of interest, demonstrating differential Fos responsivity to ER and having an established role in stress processing and adaptation. A comprehensive multi-omics investigation of the BLA, spanning multiple cohorts, platforms, and analyses, revealed alterations in microglia and the extracellular matrix (ECM). Follow-up studies indicated that ER decreased microglia size, complexity, and phagocytosis, suggesting reduced immune surveillance. Loss also substantially increased ECM coverage, specifically targeting perineuronal nets surrounding parvalbumin interneurons, suggesting decreased plasticity and increased inhibition within the BLA following loss. Behavioral analyses suggest that these molecular effects are linked to impaired BLA salience evaluation, leading to a mismatch between stimulus and reaction intensity. These loss-like behaviors could be rescued by depleting BLA ECM during the removal period, helping us understand the mechanisms underlying loss and revealing novel molecular targets to ameliorate its impact.


  • Open Access

    Developmental pyrethroid exposure disrupts molecular pathways for MAP kinase and circadian rhythms in mouse brain

    by Jennifer H. Nguyen, Melissa A. Curtis, Ali S. Imami, William G. Ryan, Khaled Alganem, Kari L. Neifer, Nilanjana Saferin, Charlotte N. Nawor, Brian P. Kistler, Gary W. Miller, et al.

    Neurodevelopmental disorders (NDDs) are a category of pervasive disorders of the developing nervous system with few or no recognized biomarkers. A significant portion of the risk for NDDs, including attention deficit hyperactivity disorder (ADHD), is contributed by the environment, and exposure to pyrethroid pesticides during pregnancy has been identified as a potential risk factor for NDD in the unborn child. We recently showed that low-dose developmental exposure to the pyrethroid pesticide deltamethrin in mice causes male-biased changes to ADHD- and NDD-relevant behaviors as well as the striatal dopamine system. Here, we used an integrated multiomics approach to determine the broadest possible set of biological changes in the mouse brain caused by developmental pyrethroid exposure (DPE). Using a litter-based, split-sample design, we exposed mouse dams during pregnancy and lactation to deltamethrin (3 mg/kg or vehicle every 3 days) at a concentration well below the EPA-determined benchmark dose used for regulatory guidance. We raised male offspring to adulthood, euthanized them, and pulverized and divided whole brain samples for split-sample transcriptomics, kinomics and multiomics integration. Transcriptome analysis revealed alterations to multiple canonical clock genes, and kinome analysis revealed changes in the activity of multiple kinases involved in synaptic plasticity, including the mitogen-activated protein (MAP) kinase ERK. Multiomics integration revealed a dysregulated protein-protein interaction network containing primary clusters for MAP kinase cascades, regulation of apoptosis, and synaptic function. These results demonstrate that DPE causes a multi-modal biophenotype in the brain relevant to ADHD and identifies new potential mechanisms of action. NEW & NOTEWORTHY: Here, we provide the first evidence that low-dose developmental exposure to the pyrethroid pesticide, deltamethrin, results in molecular disruptions in the adult mouse brain in pathways regulating circadian rhythms and neuronal growth (MAP kinase). This same exposure causes a neurodevelopmental disorder (NDD) relevant behavioral changes in adult mice, making these findings relevant to the prevention of NDDs.


  • Open Access

    Ribosomal dysregulation: A conserved pathophysiological mechanism in human depression and mouse chronic stress

    by Xiaolu Zhang, Mahmoud Ali Eladawi, William George Ryan, Xiaoming Fan, Stephen Prevoznik, Trupti Devale, Barkha Ramnani, Krishnamurthy Malathi, Etienne Sibille, Robert Mccullumsmith, et al.

    The underlying biological mechanisms that contribute to the heterogeneity of major depressive disorder (MDD) presentation remain poorly understood, highlighting the need for a conceptual framework that can explain this variability and bridge the gap between animal models and clinical endpoints. Here, we hypothesize that comparative analysis of molecular data from different experimental systems of chronic stress and MDD has the potential to provide insight into these mechanisms and address this gap. Thus, we compared transcriptomic profiles of brain tissue from postmortem MDD subjects and from mice exposed to chronic variable stress (CVS) to identify orthologous genes. Ribosomal protein genes (RPGs) were downregulated, and associated RP-pseudogenes were upregulated in both conditions. Analysis across independent cohorts confirmed that this dysregulation was specific to the prefrontal cortex of both species. A seeded gene co-expression analysis using altered RPGs common between the MDD and CVS groups revealed that downregulated RPGs homeostatically regulated the synaptic changes in both groups through a RP-pseudogene-driven mechanism. In-vitro and in-silico analysis further demonstrated that the inverse RPG/RP-pseudogene association was a glucocorticoid-driven endocrine response to stress that was reversed during remission from MDD. This study provides the first evidence that ribosomal dysregulation during stress is a conserved phenotype in human MDD and CVS exposed mouse. Our results establish a foundation for the hypothesis that stress-induced alterations in RPGs and, consequently, ribosomes contribute to the synaptic dysregulation underlying MDD and chronic stress-related mood disorders. We discuss a ribosome-dependent mechanism for the variable presentations of depression and other mood disorders. Significance Statement: The presented study highlights the pressing need for a connection between animal models of depression and clinical endpoints. The lack of concordance between these two areas has hindered our understanding of MDD’s biological underpinnings. The study’s hypothesis that orthologous gene from experimental systems of chronic stress and MDD can bridge this gap is a major advance in this field. The study indicates that dysregulation of ribosomes in the synapse is a common feature in both human MDD and mice exposed to CVS. This dysregulation is a response to endocrine disturbances and is driven by mechanisms that involve pseudogenes. These findings support the hypothesis that stress-induced alterations in RPGs and, consequently, ribosomes may contribute to the variable presentations of depression.