Biology subjects

Chen, G.

Publications and source records attributed to Chen, G..

At least 325 records · Page 18Linked to original sources

bioRxiv2019

Thetaburst TMS to the posterior superior temporal sulcus decreases resting-state fMRI connectivity across the face processing network

Humans process faces using a network of face-selective regions distributed across the brain. Neuropsychological patient studies demonstrate that focal damage to nodes in this network can impair face recognition, but such patients are rare. We approximated the effects of damage to the face network in neurologically normal human participants using thetaburst transcranial magnetic stimulation (TBS). Multi-echo functional magnetic resonance imaging (fMRI) resting-state data were collected pre- and post-TBS delivery over the face-selective right superior temporal sulcus (rpSTS), or a control site in the right motor cortex. Results showed that TBS delivered over the rpSTS reduced resting-state connectivity across the extended face-processing network. This connectivity reduction was observed not only between the rpSTS and other face-selective areas, but also between non-stimulated face-selective areas across the ventral, medial and lateral brain surfaces (e.g. between the right amygdala and bilateral fusiform face areas and occipital face areas). TBS delivered over the motor cortex did not produce significant changes in resting-state connectivity across the face-processing network. These results demonstrate that, even without task-induced fMRI signal changes, disrupting a single node in a brain network can decrease the functional connectivity between nodes in that network that have not been directly stimulated. Author SummaryHuman behavior is dependent on brain networks that perform different cognitive functions. We combined thetaburst transcranial magnetic stimulation (TBS) with resting-state fMRI to study the face processing network. Disruption of the face-selective right posterior superior temporal sulcus (rpSTS) reduced fMRI connectivity across the face network. This impairment in connectivity was observed not only between the rpSTS and other face-selective areas, but also between non-stimulated face-selective areas on the ventral and medial brain surfaces (e.g. between the right amygdala and bilateral fusiform face areas and occipital face areas). Thus, combined TBS/fMRI can be used to approximate and measure the effects of focal brain damage on brain networks, and suggests such an approach may be useful for mapping intrinsic network organization. Technical TermsO_ST_ABSTBS vs TMSC_ST_ABSTranscranial magnetic stimulation (TMS) is a method that induces current in neural tissue by using a rapidly changing magnetic field. The pattern of magnetic field changes can vary. Thetaburst TMS (TBS) is a type of TMS where the same stimulation pattern fluctuates at around a 5Hz cycle. Multi-echo fMRIDuring typical fMRI, protons are excited and there is a delay, the echo time, before data are collected. That delay is typically designed to result in a high contrast for blood oxygenation differences. In multi-echo fMRI, data are collected at several echo times each time protons are excited. This results in data that have different levels of contrast for blood oxygenation differences. This added information can be used to empirically decrease noise. Face networkA group of brain regions that show significant activity changes in response to visual face stimuli. While these regions have been defined using univariate analyses with task-based fMRI, they often significantly correlate with each other at rest. In this manuscript, the following regions were a priori defined as part of the face network: posterior superior temporal sulcus (pSTS), amygdala, fusiform face area (FFA), and occipital face area (OFA). Matrix based analysis (MBA)A recent approach that uses a Bayesian multilevel modeling framework to identify pairs of ROIs where a decrease in correlation magnitude was larger than expected along with a measure of statistical evidence. With this approach, correlations between all pairs of ROIs are assessed as part of a single model rather than many independent statistical tests.

neuroscience↗

bioRxiv2019

Repurposing cell growth-regulating compounds identifies kenpaullone which ameliorates pathologic pain via normalization of inhibitory neurotransmission

Inhibitory GABA-ergic neurotransmission is fundamental for the adult vertebrate central nervous system and requires low chloride ion concentration in neurons. This basic ionic-homeostatic mechanism relies on expression and function of KCC2, a neuroprotective ionic transporter that extrudes neuronal chloride. Importantly, no other transporter can rescue KCC2 deficit, and attenuated expression of KCC2 is strongly associated with circuit malfunction in chronic pain, epilepsy, neuro-degeneration, neuro-trauma, and other neuro-psychiatric illnesses. To isolate Kcc2 gene expression-enhancing compounds, we screened 1057 cell growth-regulating compounds in cultured primary cortical neurons. We identified kenpaullone (KP), which enhanced Kcc2/KCC2 expression and function in cultured rodent and human neurons by inhibiting GSK3{beta}. KP effectively reduced pathologic pain in preclinical mouse models of nerve constriction injury and bone cancer. In nerve-injury pain, KP restored Kcc2 expression and GABA-evoked chloride reversal potential in the spinal cord dorsal horn. Delta-catenin, a phosphorylation-target of GSK3{beta} in neurons, activated the Kcc2 promoter via Kaiso transcription factor. Validating this new pathway in-vivo, transient spinal over-expression of delta-catenin mimicked KP analgesia. With relevance for pathologic pain, our discoveries of a newly repurposed compound and a novel genetically-encoded mechanism that each enhance Kcc2 gene expression enable us to re-normalize disrupted inhibitory neurotransmission through genetic re-programming.

neuroscience↗

bioRxiv2019

γ-Secretase controls the specification of astrocytes from oligodendrocyte precursor cells via Stat3

Oligodendrocytes (OLs) and astrocytes play critical roles in a variety of brain functions. OL precursor cells (OPCs) are known to give rise to OLs as well as astrocytes. However, little is known about the mechanism by which OPCs determine their specification choice for OLs versus astrocytes in the central nervous system (CNS). Here we show that genetic inhibition of {gamma}-secretase in OPCs reduces OL differentiation but enhances astrocyte specification. Mechanistic analysis reveals that inhibition of {gamma}-secretase results in decreased levels of Hes1, and that Hes1 down-regulates the expression of signal transducer and activator of transcription3 (Stat3) via binding to specific regions of its promoter. We demonstrate that conditional inactivation of Stat3 in OL lineages restores the number of astrocytes in {gamma}-secretase mutant mice. In summary, this study identifies a key mechanism which controls OPCs specification choice for OL versus astrocyte during postnatal development. This {gamma}-secretase-dependent machinery may be essential for the CNS to maintain the population balance between OLs and astrocytes.

neuroscience↗

bioRxiv2019

Phylogeny, transposable element and sex chromosome evolution of the basal lineage of birds

Sex chromosomes of mammals and most birds are heteromorphic, while those of many paleognaths (ratites and tinamous) are inexplicably homomorphic. To dissect the mechanisms underlying the different tempo of sex chromosome evolution, we produced high-quality genomes of 12 paleognathous species, and reconstructed their phylogeny based on alignments of the non-coding sequences extending to nearly 40% of the genome. Our phylogenomic tree grouped the South American rheas and tinamous together, and supported the independent evolution of gigantism and loss of flight among ratites. The small-bodied tinamous have much higher rates of genome-wide substitutions and transposon turnovers. Yet majorities of both have retained exceptionally long recombining regions occupying over half of the entire sex chromosome, with the rest sex-linked regions diverging from each other at a much lower rate relative to neognathous birds. Each species exhibits a punctuated sequence divergence pattern between sex chromosomes termed evolutionary strata, because of stepwise suppression of recombination. We concluded that all paleognaths share one evolutionary stratum with all other birds, and convergently formed between one to three strata after their rapid speciation. Contrary to the classic notion, we provided clear evidence that the youngest stratum of some tinamous formed without chromosomal inversion. Intriguingly, some of the encompassing W-linked genes have upregulated their expression levels in ovary, probably due to the female-specific selection. We proposed here that the unique male-only parental care system of paleognaths has reduced the intensity of sexual selection, and contributed to these species low rates of sex chromosome evolution. We also provided novel insights into the evolution of W-linked genes at their early stages.

evolutionary biology↗

bioRxiv2019

Considering founding and variable genomes is critical in studying polyploid evolution

A wide range of differences between the subgenomes, termed as subgenome asymmetry or SA, has been reported in various polyploids and different species seem to have different responses to polyploidization. We compared subgenome differences in gene ratio and relative diversity between artificial and natural genotypes of several allopolyploid species. Surprisingly, consistent differences in neither gene ratio nor relative diversity between the subgenomes were detected between these two types of polyploid genotypes although they differ in times exposed to evolutional selection. As expected, the estimated ratio of retained genes between a subgenome and its diploid donor was invariably higher for the artificial allopolyploid genotypes due likely to the presence of variable genome components (VGC). Clearly, the presence of VGC means that exaggerated differences between a donor and a subgenome in a polyploid are inevitable when random genotypes were used to represent species of either a polyploid or its donors. SA was also detected in genotypes before the completion of the polyploidization events as well as in those which were not formed via polyploidization. Considering that significant changes during and following polyploidization have been detected in previous studies, our results suggest that the influence of VGC needs to be considered in evaluating SA and that diploid donors may define changes in polyploid evolution.

evolutionary biology↗

bioRxiv2019

Robust generation of erythroid and multilineage hematopoietic progenitors from human iPSCs using a scalable monolayer culture system

One of the most promising objectives of clinical hematology is to derive engraftable autologous hematopoietic stem cells (HSCs) from human induced pluripotent stem cells (iPSCs). Progress in translating iPSC technologies to the clinic relies on the availability of scalable differentiation methodologies. In this study, human iPSCs were differentiated for 21 days using STEMdiff, a monolayer-based approach for hematopoietic differentiation of human iPSCs that requires no replating, co-culture or embryoid body formation. Both monolayer and suspension cells were functionally characterized throughout differentiation. In the supernatant fraction, an early transient population of primitive CD235a+ erythroid cells first emerged, followed by hematopoietic progenitors with multilineage differentiation activity in vitro but no long-term engraftment potential in vivo. In later stages of differentiation, a nearly exclusive production of definitive erythroid progenitors was observed. In the adherent monolayer, we identified a prevalent population of mesenchymal stromal cells and limited arterial vascular endothelium (VE), suggesting that the cellular constitution of the monolayer may be inadequate to support the generation of HSCs with durable repopulating potential. Quantitative modulation of WNT/{beta}-catenin and activin/nodal/TGF{beta} signaling pathways with CHIR/SB molecules during differentiation enhanced formation of arterial VE, definitive multilineage and erythroid progenitors, but was insufficient to orchestrate the generation of engrafting HSCs. Overall, STEMdiff provides a clinically-relevant and readily adaptable platform for the generation of erythroid and multilineage hematopoietic progenitors from human pluripotent stem cells.\n\nHighlightsO_LIRobust, scalable and clinically-relevant monolayer-based culture system for hematopoietic differentiation of human iPSCs.\nC_LIO_LISuccessive emergence of primitive erythroid cells, definitive multilineage HSPCs and erythroid progenitors in the culture supernatant.\nC_LIO_LIAbundant mesenchymal cells and limited arterial vascular endothelium in the culture monolayer.\nC_LIO_LICHIR/SB molecules increase arterial vascular endothelium formation, suppress primitive hematopoiesis and promote definitive multilineage and erythroid progenitors.\nC_LI

developmental biology↗

bioRxiv2019

Evolutionary changes of phosphoenolpyruvate transporter (PPT) during the emergence of C4 photosynthesis

C4 photosynthesis is a complex trait, which evolved from its ancestral C3 photosynthesis by recruiting pre-existing genes. The evolutionary history of enzymes involved in the C4 shuttle has been extensively studied. Here we analyze the evolutionary changes of phosphoenolpyruvate (PEP) transporter (PPT) during its recruitment from C3 to C4 photosynthesis. Our analysis shows that 1) among the two PPT paralogs, i.e. PPT1 and PPT2, PPT1 is an ancestral copy while PPT2 is a derived copy; 2) during C4 evolution, PPT1 shifted its expression from predominantly in root to in leaf, and from bundle sheath cell to mesophyll cell, supporting that PPT1 was recruited into C4 photosynthesis; 3) PPT1 gained increased transcript abundance, gained more rapid and long-lasting responses to light during C3 to C4 evolution, while PPT2 lost its responsiveness to light; 4) PPT1 gained a number of new cis-elements during C4 evolution; 5) C4 PPT1 can complement the phenotype of Arabidopsis PPT1 loss-of-function mutant, suggesting that it is a bidirectional transporter and its transport direction did not alter during C4 evolution. We finally discuss mechanistic linkages between these observed changes in PPT1 and C4 photosynthesis evolution.\n\nHigh lightDuring the process of C4 photosynthesis evolution, PPT not only experienced changes in its expression location and transcript abundance, but also acquired new cis-elements in its promoter region and accumulated protein variations.

evolutionary biology↗

bioRxiv2019

Enzyme stoichiometry indicates the variation of microbial nutrient requirements at different soil depths in subtropical forests

Soil extracellular enzyme activities and associated enzymatic stoichiometry are considered sensitive indicators of nutrient availability and microbial substrate limitation. However, many of previous studies have been focusing on uppermost soil layer with a single enzyme as representative of the whole nutrient acquisition, leading to critical uncertainties in understanding soil nutrient availability and its relationship with microbial activities in deeper soils. In the current study, we investigated C-, N- and P-acquiring enzyme activities across a range of soil layers (0 - 10, 10 - 20, 20 - 40 and 40 - 60 cm), and examined the microbial C, N and P limitation in natural secondary forests (NSF) and Chinese fir (Cunninghamia lanceolata) plantation forests (CPF) in subtropical China. The results showed that microbial C and P co-limitation was detected in the two typical subtropical forests at all soil depths, rather than microbial N limitation. Microbial C and P limitation fluctuated along soil depth, but higher N was demanded by microbes in soil under 20 cm in both forests. The present results highlight the asymmetrical patterns of microbial nutrient limitation along the whole soil profile, and provide essential information in understanding nutrient limitations in deeper soils. These vertical and asymmetrical nutrient limitation patterns should be incorporated into future research studies priority.

ecology↗

bioRxiv2019

How to Deal with Multiplicity in Neuroimaging? A Case for Global Calibration

Neuroimaging faces the daunting challenge of multiple testing - an instance of multiplicity - that is associated with two other issues to some extent: low inference efficiency and poor reproducibility. Typically, the same statistical model is applied to each spatial unit independently in the approach of massively univariate modeling. In dealing with multiplicity, the general strategy employed in the field is the same regardless of the specifics: trust the local \"unbiased\" effect estimates while adjusting the extent of statistical evidence at the global level. However, in this approach, modeling efficiency is compromised because each spatial unit (e.g., voxel, region, matrix element) is treated as an isolated and independent entity during massively univariate modeling. In addition, the required step of multiple testing \"correction\" by taking into consideration spatial relatedness, or neighborhood leverage, can only partly recoup statistical efficiency, resulting in potentially excessive penalization as well as arbitrariness due to thresholding procedures. Moreover, the assigned statistical evidence at the global level heavily relies on the data space (whole brain or a small volume). The present paper reviews how Steins paradox (1956) motivates a Bayesian multilevel (BML) approach that, rather than fighting multiplicity, embraces it to our advantage through a global calibration process among spatial units. Global calibration is accomplished via a Gaussian distribution for the cross-region effects whose properties are not a priori specified, but a posteriori determined by the data at hand through the BML model. Our framework therefore incorporates multiplicity as integral to the modeling structure, not a separate correction step. By turning multiplicity into a strength, we aim to achieve five goals: 1) improve model efficiency with higher predictive accuracy, 2) control the errors of incorrect magnitude and incorrect sign, 3) validate each model relative to competing candidates, 4) reduce the reliance and sensitivity on the choice of data space, and 5) encourage full results reporting. Our modeling proposal reverberates with recent proposals to eliminate the dichotomization of statistical evidence (\"significant\" vs. \"non-significant\"), to improve the interpretability of study findings, as well as to promote reporting the full gamut of results (not only \"significant\" ones), thereby enhancing research transparency and reproducibility.

neuroscience↗

bioRxiv2019

Biocontrol of PGPR strain Bacillus amyloliquefaciens Ba168 against Phytophthora nicotianae on tobacco

Tobacco black shank (TBS) caused by Phytophthora nicotianae is destructive to almost all kinds of tobacco cultivars and is widespread in many tobacco-planted countries. Here, an isolated plant growth-promoting rhizobacteria (PGPR) strain Ba168 is promise in biocontrol of TBS. In vitro assays disclosed a strong P. nicotianae suppression activity and the field utilization potential (FUP) by characterized the crude extract of culture filtrates of Ba168. P. nicotianaes growth was inhibited by the crude extract at minimum inhibitory concentration (MIC) of 5l/mL. Extracellular conductivity, pH and the wet, dry weight of P. nicotianaes mycelia, were significantly different after treated with different concentrations of the crude extract and the deformity and perforation of treated P. nicotianaes hyphae can be observed in scanning electron microscope (SEM) analysis. Proteome characterizations of the crude extract were used as supplementary proofs that further evaluated FUP of Ba168. We then identified strain Ba168 as B. amyloliquefaciens by its genetic and phenotypic characteristics. Field assays comparatively evaluated TBS control efficacy of these PGPRs and agrochemicals. Pooling analysis of the results showed that the biocontrol efficacy of Ba168 preparation is only lower than Mixture of Propamocarb hydrochloride and Azoxystrobin (MPA) but better than other tested subjects. Although the existence of differences in biocontrol efficacy, PGPR preparations effectively reduced the disease index of tobacco.\n\nImportanceThis work demonstrates the promising biocontrol potential of B. amyloliquefaciens Ba168 and highlights the positive roles of PGPR in suppression of this soil-borne disease.

microbiology↗

bioRxiv2019

Isolation of secreted proteins from Drosophila ovaries and embryos through in vivo BirA-mediated biotinylation

The extraordinarily strong non-covalent interaction between biotin and avidin (kD = 10-14-10-16) has permitted this interaction to be used in a wide variety of experimental contexts. The Biotin Acceptor Peptide (BAP), a 15 amino acid motif that can be biotinylated by the E. coli BirA protein, has been fused to proteins of interest, making them substrates for in vivo biotinylation. Here we report on the construction and characterization of a modified BirA bearing signals for secretion and endoplasmic reticulum (ER) retention, for use in experimental contexts requiring biotinylation of secreted proteins. When expressed in the Drosophila female germline or ovarian follicle cells under Gal4-mediated transcriptional control, the modified BirA protein could be detected and shown to be enzymatically active in ovaries and progeny embryos. Surprisingly, however, it was not efficiently retained in the ER, and instead appeared to be secreted. To determine whether this secreted protein, now designated secBirA, could biotinylate secreted proteins, we generated BAP-tagged versions of two secreted Drosophila proteins, Torsolike (Tsl) and Gastrulation Defective (GD), which are normally expressed maternally and participate in embryonic pattern formation. Both Tsl-BAP and GD-BAP were shown to exhibit normal patterning activity. Co-expression of Tsl-BAP together with secBirA in ovarian follicle cells resulted in its biotinylation, which permitted its isolation from both ovaries and progeny embryos using Avidin-coupled affinity matrix. In contrast, co-expression with secBirA in the female germline did not result in detectable biotinylation of GD-BAP, possibly because the C-terminal location of the BAP tag made it inaccessible to BirA in vivo. Our results indicate that secBirA directs biotinylation of proteins bound for secretion in vivo, providing access to powerful experimental approaches for secreted proteins of interest. However, efficient biotinylation of target proteins may vary depending upon the location of the BAP tag or other structural features of the protein.

molecular biology↗

bioRxiv2019

Mechanisms underlying the response of mouse cortical networks to optogenetic manipulation

GABAergic interneurons can be subdivided into three subclasses: parvalbumin positive (PV), somatostatin positive (SOM) and serotonin positive neurons. With principal cells (PCs) they form complex networks. We examine PCs and PV responses in mouse anterior lateral motor cortex (ALM) and barrel cortex (S1) upon PV photostimulation in vivo. In layer 5, the PV response is paradoxical: photoexcitation reduces their activity. This is not the case in ALM layer 2/3. We combine analytical calculations and numerical simulations to investigate how these results constrain the architecture. Two-population models cannot account for the results. Networks with three inhibitory populations and V1-like architecture account for the data in ALM layer 2/3. Our data in layer 5 can be accounted for if SOM neurons receive inputs only from PCs and PV neurons. In both four-population models, the paradoxical effect implies not too strong recurrent excitation. It is not evidence for stabilization by inhibition.

neuroscience↗

bioRxiv2019

Transcriptional Differences of Peanut (Arachis hypogaea L.) Seeds in the Fresh-harvest, After-ripened and Just-germinated States: insights into regulatory networks of seed dormancy-release and germination

Seed dormancy and germination are the two important traits related to plant survival and reproduction, and crop yield. To understand their regulation mechanism, it is crucial to clarify which genes or which pathways participate in the regulation of these processes. However, little information is available during the procedure of seed dormancy and germination in peanut. In this study, the seeds of the variety Luhua No.14 with non-deep dormancy were selected and its transcriptional changes at three developmental stages: the fresh-harvest (FS), the after-ripened (DS) and the just-germinated seeds (GS), were investigated by comparative transcriptomics analysis. The results showed that genes with increased transcription in DS vs FS comparison were overrepresented for oxidative phosphorylation, glycolysis pathway and tricarboxylic acid cycle (TCA), suggesting that after a period of drying storage, the intermediates stored in dry seeds were rapidly mobilized by glycolysis, TCA cycle, glyoxylate cycle, etc.; the electron transport chain accompanying with respiration has been reactivated to provide ATP for mobilization of other reserves and seed germination. In GS vs DS pairwise, dozens of the up-regulated genes were related to plant hormone biosynthesis and signal transduction, including the majority of components in auxin signal pathway, and brassinosteroid biosynthesis and signal transduction, and some GA and ABA signal transduction genes. During seeds germination, the expression of some EXPANSIN and XYLOGLUCAN ENDOTRANSGLYCOSYLASE was also significantly enhanced. To investigate the effect of different hormone during the procedure of seed germination, the contents and the differential distribution of ABA, GA, BR and IAA in cotyledon, hypocotyl and radicle, and plumule of three seed sections at different developmental stages were also detected. Combining with previous data in other species, a model of regulatory network related to peanut seed germination was developed. This model will helpful to gain further understanding of the mechanisms controlling seed dormancy and germination.

plant biology↗

bioRxiv2019

Use of solvent extraction-indigenous microbial degradation technology to repair soils contaminated by high concentrations of mechanical oil

Remediation of soils contaminated by mechanical oil has become a difficult problem worldwide. In this study, soil contaminated by mechanical oil was repaired by domestication and inoculation of microorganisms collected from the contaminated site, and soil quality and plant growth indexes were evaluated to verify the efficacy of our solvent extraction-indigenous microbial degradation technology. Solvent extraction of the contaminated soil removed 97.03% mechanical oil, increased soil water-holding capacity by 68.20%, and improved root activity and soluble sugar content of alfalfa plants. However, solvent extraction depleted 82.98% of the soil organic matter. Screening and domestication of strain TB-6 from the contaminated site revealed that it is an Enterobacter with obvious degradation effects on petroleum hydrocarbons (C15-C28). After the solvent-extracted soil was inoculated with TB-6 for 30 days, the soil structure became loose; degradation rate of residual mechanical oil was 19.45%; and soil organic matter content, water-holding capacity, alfalfa root activity, and soluble sugar content increased by 35.00%, 9.01%, 44.60%, and 7.03%, respectively. These results indicate that TB-6 has a good repairing effect on the soil after solvent extraction, and the combined technology efficiently removed mechanical oil from the soil and reduced the damage caused by the solvent.

plant biology↗

bioRxiv2019

Whole-genome sequencing of 128 camels across Asia provides insights into origin and migration of domestic Bactrian camels

The domestic Bactrian camels were treated as the principal means of locomotion between the eastern and western cultures in history. To address the question of their origin, we performed whole-genome sequencing of 128 camels across Asia, including representative populations of domestic Bactrian camels from the Mongolian Plateau to the Caspian Sea, as well as the extant wild Bactrian camels and dromedaries. The domestic and wild Bactrian camels showed remarkable genetic divergence since they were split from dromedaries, confirming they were separated species. The wild Bactrian camels made also little contribution to the ancestry of domestic ones. Among the domestic Bactrian camels, those from Iran exhibited the largest genetic distance from others, and were the first population to separate in the phylogeny. Although evident admixture was observed between domestic Bactrian camels and dromedaries living around the Caspian Sea, the large genetic distance and basal position of Iranian Bactrian camels could not be explained by introgression alone. Taken together, our study favored the Iranian origin of domestic Bactrian camels, which were then immigrated eastward to Mongolia where the native wild Bactrian camels inhabited. This study illustrated the complex genomic landscape of migration underlying domestication in Bactrian camels.

genomics↗

bioRxiv2019

Untangling the Relatedness among Correlations, Part III: Inter-Subject Correlation Analysis through Bayesian Multilevel Modeling for Naturalistic Scanning

While inter-subject correlation (ISC) analysis is a powerful tool for naturalistic scanning data, drawing appropriate statistical inferences is difficult due to the daunting task of accounting for the intricate relatedness in data structure as well as the intricacy of handling the multiple testing issue. In our previous work we proposed nonparametric approaches to performing group ISC analysis through bootstrapping for one group of subjects and permutation testing for two groups (Chen et al., 2016). A more flexible methodology is to parametrically build a linear mixed-effects (LME) model that captures the relatedness embedded in the data (Chen et al., 2017); in addition, the LME approach also has the capability of incorporating explanatory variables such as subject-grouping factors and quantitative covariates. However, the whole-brain LME modeling methodology still faces some challenges. When an LME model becomes sophisticated, it becomes difficult or even impossible to assign accurate degrees of freedom for each testing statistic. In addition, the typical correction methods for multiple testing through spatial extent tend to be over-penalizing, and dichotomous decisions through thresholding under null hypothesis significance testing (NHST) are controversial in general and equally problematic in neuroimaging as well. For instance, the popular practice of only reporting \"statistically significant\" results in neuroimaging not only wastes data information, but also distorts the full results as well as perpetuates the reproducibility crisis because of the fact that the difference between a \"significant\" result and a \"non-significant\" one is not necessarily significant.\n\nHere we propose a Bayesian multilevel (BML) framework for ISC data analysis that integrates all the spatial elements (i.e., regions of interest) into one model. By loosely constraining the regions through a weakly informative prior, BML conservatively pools the effect of each region toward the center, and improves collective fitting and overall model performance. The BML paradigm leverages the commonality or similarity among brain regions and the information across multiple levels embedded in the hierarchical data structure instead of leveraging the spatial extent adopted in the conventional correction method for multiple testing. In addition to potentially achieving a higher inference efficiency than the conventional LME approach, BML improves spatial specificity and easily allows the investigator to adopt a philosophy of full results reporting (instead of dichotomizing into \"significant\" and \"non-significant\" results), thus minimizing loss of information while enhancing reproducibility. A dataset of naturalistic scanning is utilized to illustrate the modeling approach with 268 parcels and to showcase the modeling capability, flexibility and advantages in reports reporting. The associated program will be available as part of the AFNI suite for general use.

neuroscience↗

bioRxiv2019

A Novel Type 2 Diabetes Locus in sub-Saharan Africans, ZRANB3, is Implicated in Beta Cell Proliferation

Genome analysis of diverse human populations has contributed to the identification of novel genomic loci for diseases of major clinical and public health impact. Here, we report the largest genome-wide analysis of type 2 diabetes (T2D) in sub-Saharan Africans, an understudied ancestral group. We analyzed ~18 million autosomal SNPs in 5,231 individuals from Nigeria, Ghana and Kenya. TCF7L2 rs7903156 was the most significant locus (p=7.288 x 10-13). We identified a novel genome wide significant locus: ZRANB3 (Zinc Finger RANBP2-Type Containing 3, lead SNP chr2:136064024, T allele frequency=0.034, p=2.831x10-9). Knockdown of the zebrafish ortholog resulted in reduction in pancreatic beta cell number in the developing organism, suggesting a potential mechanism for its effect on glucose hemostasis. We also showed transferability in our study of 32 established T2D loci. Our findings provide evidence of a novel candidate T2D locus and advance understanding of the genetics of T2D in non-European ancestry populations.

genetics↗

bioRxiv2019

Selection of appropriate reference genes for quantitative real-time PCR in Clerodendrum trichotomum

AbstrsctClerodendrum trichotomum, an important medicinal plant, has excellent salt tolerance and beautiful ornamental character. However, reliable reference genes for quantitative real-time PCR data (qRT-PCR) in C. trichotomum have not been investigated. Using our previous transcriptome data, 17 reference genes were selected in different tissues (leaves, flowers, fruits, stems, and roots) and under various abiotic stresses (salt, drought, flood, and heat) for C. trichotomum, using four different reference gene analysis software types: GeNorm, NormFinder, BestKeeper and ReFinder. The results identified RPL, ACT and HSP70 as the three most suitable reference genes for tissues. Genes ACT and AP-2 were most stably expressed under drought stress; MDH and UBCE2 were stable under flooding stress; RPL and UBCE2 were most stable under salt stress; and MDH and EF-1A were most appropriate under heat stress. For abiotic treatments, RPL, MDH and AP-2 were the most stable reference genes; and AP-2, RPL and ACT were stably expressed in all examined samples. The expression profile of the genes for Na+/H+ Exchanger1 (ClNHX1) and laccase (ClLAC) were selected to validate the stability of the determined reference genes. Our study provided reliable normalization for gene expression analysis and ensured more accurate data for further molecular mechanism research in C. trichotomum.

molecular biology↗