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1.
Nat Methods ; 2024 Jun 21.
Article in English | MEDLINE | ID: mdl-38907114

ABSTRACT

Advances in spatial omics technologies now allow multiple types of data to be acquired from the same tissue slice. To realize the full potential of such data, we need spatially informed methods for data integration. Here, we introduce SpatialGlue, a graph neural network model with a dual-attention mechanism that deciphers spatial domains by intra-omics integration of spatial location and omics measurement followed by cross-omics integration. We demonstrated SpatialGlue on data acquired from different tissue types using different technologies, including spatial epigenome-transcriptome and transcriptome-proteome modalities. Compared to other methods, SpatialGlue captured more anatomical details and more accurately resolved spatial domains such as the cortex layers of the brain. Our method also identified cell types like spleen macrophage subsets located at three different zones that were not available in the original data annotations. SpatialGlue scales well with data size and can be used to integrate three modalities. Our spatial multi-omics analysis tool combines the information from complementary omics modalities to obtain a holistic view of cellular and tissue properties.

2.
Nucleic Acids Res ; 50(D1): D596-D602, 2022 01 07.
Article in English | MEDLINE | ID: mdl-34791375

ABSTRACT

The ability to study cellular heterogeneity at single cell resolution is making single-cell sequencing increasingly popular. However, there is no publicly available resource that offers an integrated cell atlas with harmonized metadata that users can integrate new data with. Here, we present DISCO (https://www.immunesinglecell.org/), a database of Deeply Integrated Single-Cell Omics data. The current release of DISCO integrates more than 18 million cells from 4593 samples, covering 107 tissues/cell lines/organoids, 158 diseases, and 20 platforms. We standardized the associated metadata with a controlled vocabulary and ontology system. To allow large scale integration of single-cell data, we developed FastIntegration, a fast and high-capacity version of Seurat Integration. We also developed CELLiD, an atlas guided automatic cell type identification tool. Employing these two tools on the assembled data, we constructed one global atlas and 27 sub-atlases for different tissues, diseases, and cell types. DISCO provides three online tools, namely Online FastIntegration, Online CELLiD, and CellMapper, for users to integrate, annotate, and project uploaded single-cell RNA-seq data onto a selected atlas. Collectively, DISCO is a versatile platform for users to explore published single-cell data and efficiently perform integrated analysis with their own data.


Subject(s)
Cell Lineage/genetics , Databases, Genetic , Genetic Diseases, Inborn/genetics , Organ Specificity/genetics , Software , Genetic Diseases, Inborn/classification , Humans , RNA-Seq , Single-Cell Analysis
3.
Genes Chromosomes Cancer ; 60(2): 61-72, 2021 02.
Article in English | MEDLINE | ID: mdl-33094510

ABSTRACT

Colorectal cancer (CRC) is a high incidence cancer and major cause of cancer mortality. Though disease-causing tumor suppressors for major syndromes are well characterized, about 10% of CRC is familial but without mutations in known tumor suppressors. We exhaustively screened 100 polyposis families for APC germline mutations and identified 13, which are APC mutation-negative, microsatellite-stable (MSS), and with undetectable mutation in known tumor suppressors. Whole exome sequencing in three probands uncovered two with germline frameshift NR0B2 mutations, c.293_301delTTGGGTTGGinsAC and c.227delT. Sanger Sequencing identified a third proband with NR0B2 c.157_166delCATCGCACCT frameshift mutation. All three mutations deleted the C-terminus activation/repression domain of NR0B2, thus are loss-of-function mutations. Real-time RT-PCR performed on tumor and matched mucosa of one patient revealed that NR0B2 downstream targets, SMAD3 was derepressed while GLI1 was downregulated in the colonic mucosa compared to healthy controls. Truncated NR0B2 molecule was predicted to have weakened binding with interacting partners SMAD3, GLI1, BCL2, and RXRα, implying perturbation of TGF-ß, Hedgehog, anti-apoptotic and nuclear hormone receptor signaling pathways. Immunostaining also revealed nuclear retention of the most severely truncated NR0B2 molecule compared to the wildtype. Microsatellite and sequencing analysis did not detect loss of wildtype allele in probands' tumors. The patient who acquired somatic KRAS mutation progressed rapidly whist the other two patients manifested with late-onset obesity and diabetes. We propose that haploinsufficiency of NR0B2 is associated with a novel CRC syndrome with metabolic phenotypes.


Subject(s)
Carcinoma/genetics , Colorectal Neoplasms/genetics , Receptors, Cytoplasmic and Nuclear/genetics , Adenomatous Polyposis Coli Protein/genetics , Adult , Age of Onset , Carcinoma/pathology , Colorectal Neoplasms/pathology , Female , Haploinsufficiency , Humans , Male , Microsatellite Repeats/genetics , Middle Aged , Mutation , Pedigree , Protein Binding , Proto-Oncogene Proteins c-bcl-2/metabolism , Receptors, Cytoplasmic and Nuclear/metabolism , Retinoid X Receptor alpha/metabolism , Smad3 Protein/metabolism , Zinc Finger Protein GLI1/metabolism
4.
Am J Med Genet C Semin Med Genet ; 181(2): 230-244, 2019 06.
Article in English | MEDLINE | ID: mdl-31081998

ABSTRACT

Duchenne and Becker muscular dystrophies (DMD/BMD) are X-linked recessive disorders caused by mutations in the DMD gene. Emerging therapies targeting patients with specific mutations are now becoming a reality for many of these patients. Precise molecular diagnosis is essential to facilitate the identification of possible new treatments for patients in the local context. In this study, we screened 145 dystrophinopathic patients in Singapore and assessed their molecular status for eligibility to current emerging genetic therapies. Overall, 140 (96.5%) of all patients harbored pathogenic DMD mutations comprising 95 exonic deletions (65.5%), 14 exonic duplications (9.7%), and 31 pathogenic small mutations (21.4%). Nonsense and frameshift mutations constitute 83.9% of all the small mutations. We found 71% (103/145) of all Singaporean dystrophinopathy patients to be theoretically amenable for exon skipping, either through skipping of single (53.1%) or multiple exons (17.9%). This approach is applicable to 81.1% (77/95) of patients carrying deletions and 83.9% (26/31) of those with small mutations. Eteplirsen induced skipping of exon 51 is applicable to 12.4% of local patients. Nonsense read-through therapy was found to be applicable in another 12.4% of all patients. Mutation screening is crucial for providing insights into the underlying genetic signature of the disease in the local population and contributes toward existing information on DMD mutations in Asia and globally. This will guide future targeted drug development and clinical trial planning for this disease.


Subject(s)
Muscular Dystrophies/genetics , Mutation , Female , Genetic Therapy/methods , Humans , Male , Molecular Diagnostic Techniques , Muscular Dystrophies/epidemiology , Muscular Dystrophy, Duchenne/genetics , Precision Medicine/methods , Singapore
5.
BMC Pediatr ; 18(1): 292, 2018 09 04.
Article in English | MEDLINE | ID: mdl-30180823

ABSTRACT

BACKGROUND: Hirschsprung disease (HSCR) is a heterogeneous genetic disorder characterized by absence of ganglion cells along the intestines resulting in functional bowel obstruction. Mutations in neuregulin 1 (NRG1) gene have been implicated in some cases of intestinal aganglionosis. This study aims to investigate the contribution of the NRG1 gene to HSCR development in an Indonesian population. METHODS: We analyzed the entire coding region of the NRG1 gene in 54 histopathologically diagnosed HSCR patients. RESULTS: All patients were sporadic non-syndromic HSCR with 53/54 (98%) short-segment and 1/54 (2%) long-segment patients. NRG1 gene analysis identified one rare variant, c.397G > C (p.V133 L), and three common variants, rs7834206, rs3735774, and rs75155858. The p.V133 L variant was predicted to reside within a region of high mammalian conservation, overlapping with the promoter and enhancer histone marks of relevant tissues such as digestive and smooth muscle tissues and potentially altering the AP-4_2, BDP1_disc3, Egr-1_known1, Egr-1_known4, HEN1_2 transcription factor binding motifs. This p.V133 L variant was absent in 92 non-HSCR controls. Furthermore, the rs7834206 polymorphism was associated with HSCR by case-control analysis (p = 0.037). CONCLUSIONS: This study is the first report of a NRG1 rare variant associated with HSCR patients of South-East Asian ancestry and provides further insights into the contribution of NRG1 in the molecular genetic pathogenesis of HSCR.


Subject(s)
Genetic Predisposition to Disease , Genetic Variation , Hirschsprung Disease/genetics , Neuregulin-1/genetics , Adult , Asian People/genetics , Case-Control Studies , Female , Humans , Indonesia , Male , Polymerase Chain Reaction , Protein Binding , Sequence Analysis, DNA , Transcription Factors/genetics
6.
Lancet ; 386(10011): 2413-21, 2015 Dec 12.
Article in English | MEDLINE | ID: mdl-26388534

ABSTRACT

BACKGROUND: Polio eradication needs a new routine immunisation schedule--three or four doses of bivalent type 1 and type 3 oral poliovirus vaccine (bOPV) and one dose of inactivated poliovirus vaccine (IPV), but no immunogenicity data are available for this schedule. We aimed to assess immunogenicity of this vaccine schedule. METHODS: We did an open-label, randomised controlled trial in four centres in India. After informed consent was obtained from a parent or legally acceptable representative, healthy newborn babies were randomly allocated to one of five groups: trivalent OPV (tOPV); tOPV plus IPV; bOPV; bOPV plus IPV; or bOPV plus two doses of IPV (2IPV). The key eligibility criteria were: full-term birth (≥37 weeks of gestation); birthweight ≥2·5 kg; and Apgar score of 9 or more. OPV was administered at birth, 6 weeks, 10 weeks, and 14 weeks; IPV was administered intramuscularly at 14 weeks. The primary study objective was to investigate immunogenicity of the new vaccine schedule, assessed by seroconversion against poliovirus types 1, 2, and 3 between birth and 18 weeks in the per-protocol population (all participants with valid serology results on cord blood and at 18 weeks). Neutralisation assays tested cord blood and sera collected at 14 weeks, 18 weeks, 19 weeks, and 22 weeks by investigators masked to group allocation. This trial was registered with the India Clinical Trials Registry, number CTRI/2013/06/003722. FINDINGS: Of 900 newborn babies enrolled between June 13 and Aug 29, 2013, 782 (87%) completed the per-protocol requirements. Between birth and age 18 weeks, seroconversion against poliovirus type 1 in the tOPV group occurred in 162 of 163 (99·4%, 95% CI 96·6-100), in 150 (98·0%, 94·4-99·6) of 153 in the tOPV plus IPV group, in 153 (98·7%, 95·4-99·8) of 155 in the bOPV group, in 155 (99·4%, 96·5-100) of 156 in the bOPV plus IPV group, and in 154 (99·4%, 96·5-100) of 155 in the bOPV plus 2IPV group. Seroconversion against poliovirus type 2 occurred in 157 (96·3%, 92·2-98·6) of 163 in the tOPV group, 153 (100%, 97·6-100·0) of 153 in the tOPV plus IPV group, 29 (18·7%, 12·9-25·7) of 155 in the bOPV group, 107 (68·6%, 60·7-75·8) of 156 in the bOPV plus IPV group, and in 121 (78·1%, 70·7-84·3) of 155 in the bOPV plus 2IPV group. Seroconversion against poliovirus type 3 was achieved in 147 (90·2%, 84·5-94·3) of 163 in the tOPV group, 152 (99·3%, 96·4-100) of 153 in the tOPV plus IPV group, 151 (97·4%, 93·5-99·3) of 155 in the bOPV group, 155 (99·4%, 96·5-100) of 156 in the bOPV plus IPV group, and 153 (98·7%, 95·4-99·8) of 155 in the bOPV plus 2IPV group. Superiority was achieved for vaccine regimens including IPV against poliovirus type 3 compared with those not including IPV (tOPV plus IPV vs tOPV alone, p=0·0008; and bOPV plus IPV vs bOPV alone, p=0·0153). 12 serious adverse events occurred (six in the tOPV group, one in the tOPV plus IPV group, three in the bOPV group, zero in the bOPV plus IPV group, and two in the bOPV plus 2IPV group), none of which was attributed to the trial intervention. INTERPRETATION: The new vaccination schedule improves immunogenicity against polioviruses, especially against poliovirus type 3. FUNDING: WHO, through a grant from Rotary International (grant number 59735).


Subject(s)
Immunologic Factors/immunology , Poliomyelitis/prevention & control , Poliovirus Vaccine, Inactivated/immunology , Poliovirus Vaccine, Oral/immunology , Antibodies, Viral/blood , Antibody Formation/immunology , Disease Eradication/methods , Female , Humans , Immunization Schedule , Immunologic Factors/administration & dosage , Immunologic Factors/adverse effects , Infant, Newborn , Male , Poliomyelitis/immunology , Poliovirus/immunology , Poliovirus Vaccine, Inactivated/administration & dosage , Poliovirus Vaccine, Inactivated/adverse effects , Poliovirus Vaccine, Oral/administration & dosage , Poliovirus Vaccine, Oral/adverse effects , Seroconversion/physiology , Vaccination/methods
7.
Bull World Health Organ ; 94(10): 728-734, 2016 Oct 01.
Article in English | MEDLINE | ID: mdl-27843162

ABSTRACT

OBJECTIVE: To review the data, for 1999-2013, on state-level child vaccination coverage in India and provide estimates of coverage at state and national levels. METHODS: We collated data from administrative reports, population-based surveys and other sources and used them to produce annual estimates of vaccination coverage. We investigated bacille Calmette-Guérin vaccine, the first and third doses of vaccine against diphtheria, tetanus and pertussis, the third dose of oral polio vaccine and the first dose of vaccine against measles. We obtained relevant data covering the period 1999-2013 for each of 16 states and territories and the period 2001-2013 for the state of Jharkhand - which was only created in 2000. We aggregated the resultant state-level estimates, using a population-weighted approach, to give national values. FINDINGS: For each of the vaccinations we investigated, about half of the 253 estimates of annual coverage at state level that we produced were based on survey results. The rest were based on interpolation between - or extrapolation from - so-called anchor points or, more rarely, on administrative data. Our national estimates indicated that, for each of the vaccines we investigated, coverage gradually increased between 1999 and 2010 but then levelled off. CONCLUSION: The delivery of routine vaccination services to Indian children appears to have improved between 1999 and 2013. There remains considerable scope to improve the recording and reporting of childhood vaccination coverage in India and regular systematic reviews of the coverage data are recommended.


Subject(s)
Diphtheria-Tetanus-acellular Pertussis Vaccines/administration & dosage , Measles Vaccine/administration & dosage , Vaccination Coverage/trends , Databases, Factual , Diphtheria/prevention & control , Health Care Surveys , Humans , India , Infant , Measles/prevention & control , Poliomyelitis/prevention & control , Tetanus/prevention & control
8.
J Infect Dis ; 210 Suppl 1: S234-42, 2014 Nov 01.
Article in English | MEDLINE | ID: mdl-25316841

ABSTRACT

BACKGROUND: Despite intensified use of monovalent oral poliovirus type 1 vaccine and improved coverage of immunization campaigns, wild poliovirus type 1 persisted in Indian states of Uttar Pradesh and Bihar during 2006 to 2009. METHODS: A serosurvey was conducted among cases of acute flaccid paralysis in the 25 high-polio-incidence districts of western Uttar Pradesh. Children were recruited by age group (6-11 months, 12-24 months, and 25-69 months) from among cases reported through the acute flaccid paralysis surveillance system between November 2008 and August 2009. RESULTS: Seroprevalence for type 1 wild poliovirus was >96.4% for each age group. The seroprevalence of wild poliovirus types 2 and 3 increased with age, from 36.7% to 73.4% for type 2 and from 39.0% to 74.1% for type 3. In addition to the number of type-specific vaccine doses, father's level of education, being from a Muslim family, height for age, and female sex were the socioeconomic risk factors associated with seronegativity to poliovirus. CONCLUSIONS: The seroprevalence and risk factors identified in this study were consistent with the epidemiology of polio, and the findings were instrumental in optimizing vaccination strategy in western Uttar Pradesh with respect to the choice of OPV types, the frequency of supplementary immunization campaigns, and the urgency to improve routine immunization services.


Subject(s)
Antibodies, Viral/blood , Epidemiological Monitoring , Paralysis/diagnosis , Paralysis/epidemiology , Poliovirus/immunology , Age Factors , Child, Preschool , Female , Humans , India/epidemiology , Infant , Male , Poliovirus Vaccines/administration & dosage , Risk Factors , Seroepidemiologic Studies , Serologic Tests , Vaccination/methods , Vaccination/statistics & numerical data
9.
J Infect Dis ; 210 Suppl 1: S225-33, 2014 Nov 01.
Article in English | MEDLINE | ID: mdl-25316839

ABSTRACT

BACKGROUND: Moradabad district in Uttar Pradesh reported the highest number of paralytic polio cases in India during 2001-2007. We conducted a study in Moradabad in 2007 to assess seroprevalence against poliovirus types 1, 2, and 3 in children 6-12 and 36-59 months of age to guide future strategies to interrupt wild poliovirus transmission in high-risk areas. METHODS: Children attending 10 health facilities for minor illnesses who met criteria for study inclusion were eligible for enrollment. We recorded vaccination history, weight, and length and tested sera for neutralizing antibodies to poliovirus types 1, 2, and 3. RESULTS: Poliovirus type 1, 2, and 3 seroprevalences were 88% (95% confidence interval [CI], 84%-91%), 70% (95% CI, 66%-75%), and 75% (95% CI, 71%-79%), respectively, among 467 in the younger age group (n=467), compared with 100% (95% CI, 99%-100%), 97% (95% CI, 95%-98%), and 93% (91%-95%), respectively, among 447 children in the older age group (P<.001 for all serotypes). CONCLUSIONS: This seroprevalence study provided extremely useful information that was used by the program in India to guide immunization policies, such as optimizing the use of different OPV formulations in vaccination campaigns and strengthening routine immunization services. Similar surveys in populations at risk should be performed at regular intervals in countries where the risk of persistence or spread of indigenous or imported wild poliovirus is high.


Subject(s)
Antibodies, Viral/blood , Poliomyelitis/epidemiology , Poliomyelitis/prevention & control , Poliovirus Vaccine, Oral/immunology , Antibodies, Neutralizing/blood , Child, Preschool , Female , Humans , India/epidemiology , Infant , Male , Poliovirus Vaccine, Oral/administration & dosage , Seroepidemiologic Studies
10.
J Infect Dis ; 210 Suppl 1: S243-51, 2014 Nov 01.
Article in English | MEDLINE | ID: mdl-25316842

ABSTRACT

INTRODUCTION: The objectives of this survey were to assess the seroprevalence of antibodies to poliovirus types 1 and 3 and the impact of bivalent (types 1 and 3) oral poliovirus vaccine (bOPV) use in immunization campaigns in northern India. METHODS: In August 2010, a 2-stage stratified cluster sampling method identified infants aged 6-7 months in high-risk blocks for wild poliovirus infection. Vaccination history, weight and length, and serum were collected to test for neutralizing antibodies to poliovirus types 1, 2, and 3. RESULTS: Seroprevalences of antibodies to poliovirus types 1, 2, and 3 were 98% (95% confidence interval [CI], 97%-99%), 66% (95% CI, 62%-69%), and 77% (95% CI, 75%-79%), respectively, among 664 infants from Bihar and 616 infants from Uttar Pradesh. Infants had received a median of 3 bOPV doses and 2 monovalent type 1 OPV (mOPV1) doses through campaigns and 3 trivalent OPV (tOPV) doses through routine immunization. Among subjects with 0 tOPV doses, the seroprevalences of antibodies to type 3 were 50%, 77%, and 82% after 2, 3, and 4 bOPV doses, respectively. In multivariable analysis, malnutrition was associated with a lower seroprevalence of type 3 antibodies. CONCLUSIONS: This study confirmed that replacing mOPV1 with bOPV in campaigns was successful in maintaining very high population immunity to type 1 poliovirus and substantially decreasing the immunity gap to type 3 poliovirus.


Subject(s)
Antibodies, Viral/blood , Poliomyelitis/epidemiology , Poliomyelitis/prevention & control , Poliovirus/immunology , Antibodies, Neutralizing/blood , Cross-Sectional Studies , Female , Humans , India/epidemiology , Infant , Infant, Newborn , Male , Poliovirus Vaccines/administration & dosage , Poliovirus Vaccines/immunology , Seroepidemiologic Studies , Vaccination/methods
11.
Nat Commun ; 15(1): 5600, 2024 Jul 03.
Article in English | MEDLINE | ID: mdl-38961061

ABSTRACT

ezSingleCell is an interactive and easy-to-use application for analysing various single-cell and spatial omics data types without requiring prior programing knowledge. It combines the best-performing publicly available methods for in-depth data analysis, integration, and interactive data visualization. ezSingleCell consists of five modules, each designed to be a comprehensive workflow for one data type or task. In addition, ezSingleCell allows crosstalk between different modules within a unified interface. Acceptable input data can be in a variety of formats while the output consists of publication ready figures and tables. In-depth manuals and video tutorials are available to guide users on the analysis workflows and parameter adjustments to suit their study aims. ezSingleCell's streamlined interface can analyse a standard scRNA-seq dataset of 3000 cells in less than five minutes. ezSingleCell is available in two forms: an installation-free web application ( https://immunesinglecell.org/ezsc/ ) or a software package with a shinyApp interface ( https://github.com/JinmiaoChenLab/ezSingleCell2 ) for offline analysis.


Subject(s)
Single-Cell Analysis , Software , Single-Cell Analysis/methods , Humans , Workflow , Computational Biology/methods , User-Computer Interface , RNA-Seq/methods
12.
Genome Med ; 16(1): 12, 2024 Jan 12.
Article in English | MEDLINE | ID: mdl-38217035

ABSTRACT

Optimal integration of transcriptomics data and associated spatial information is essential towards fully exploiting spatial transcriptomics to dissect tissue heterogeneity and map out inter-cellular communications. We present SEDR, which uses a deep autoencoder coupled with a masked self-supervised learning mechanism to construct a low-dimensional latent representation of gene expression, which is then simultaneously embedded with the corresponding spatial information through a variational graph autoencoder. SEDR achieved higher clustering performance on manually annotated 10 × Visium datasets and better scalability on high-resolution spatial transcriptomics datasets than existing methods. Additionally, we show SEDR's ability to impute and denoise gene expression (URL: https://github.com/JinmiaoChenLab/SEDR/ ).


Subject(s)
Cell Communication , Gene Expression Profiling , Humans , Cluster Analysis
13.
J Infect Dis ; 205(10): 1554-61, 2012 May 15.
Article in English | MEDLINE | ID: mdl-22448007

ABSTRACT

BACKGROUND: The eradication of wild-type polioviruses in areas with efficient fecal-oral transmission relies on intestinal mucosal immunity induced by oral poliovirus vaccine (OPV). Mucosal immunity is thought to wane over time but the rate of loss of protection has not been examined. METHODS: We examined the degree and duration of intestinal mucosal immunity in India by measuring the prevalence of vaccine poliovirus in stool samples collected 4-28 days after a "challenge" dose of OPV among 47 574 children with acute flaccid paralysis reported during 2005-2009. RESULTS: Previous vaccination with OPV was protective against excretion of vaccine poliovirus after challenge, but the odds of excretion increased significantly with the time since the child was last exposed to an immunization activity (odds ratio, 1.39 [95% confidence interval .99-1.97], 2.04 [1.28-3.25], and 1.31 [1.00-1.70] comparing ≥6 months with 1 month ago for serotypes 1, 2, and 3, respectively). Vaccine administered during the high season for enterovirus infections (April-September) was significantly less likely to result in excretion, especially in northern states (odds ratio, 0.57 [95% confidence interval, .50-.65], 0.58 [.41-.81], and 0.48 [.40-.57] for serotypes 1, 2, and 3). CONCLUSIONS: Infection with OPV (vaccine "take") is highly seasonal in India and results in intestinal mucosal immunity that appears to wane significantly within a year of vaccination.


Subject(s)
Intestinal Mucosa/immunology , Poliomyelitis/immunology , Poliomyelitis/prevention & control , Poliovirus Vaccine, Oral/immunology , Poliovirus/immunology , Child, Preschool , Feces/virology , Female , Humans , Immunity, Mucosal/immunology , India , Infant , Logistic Models , Male , Poliomyelitis/virology , Poliovirus/isolation & purification , Poliovirus/physiology , Seasons , Time Factors , Vaccination , Virus Shedding
14.
Nat Commun ; 14(1): 1155, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36859400

ABSTRACT

Spatial transcriptomics technologies generate gene expression profiles with spatial context, requiring spatially informed analysis tools for three key tasks, spatial clustering, multisample integration, and cell-type deconvolution. We present GraphST, a graph self-supervised contrastive learning method that fully exploits spatial transcriptomics data to outperform existing methods. It combines graph neural networks with self-supervised contrastive learning to learn informative and discriminative spot representations by minimizing the embedding distance between spatially adjacent spots and vice versa. We demonstrated GraphST on multiple tissue types and technology platforms. GraphST achieved 10% higher clustering accuracy and better delineated fine-grained tissue structures in brain and embryo tissues. GraphST is also the only method that can jointly analyze multiple tissue slices in vertical or horizontal integration while correcting batch effects. Lastly, GraphST demonstrated superior cell-type deconvolution to capture spatial niches like lymph node germinal centers and exhausted tumor infiltrating T cells in breast tumor tissue.


Subject(s)
Gene Expression Profiling , Transcriptome , Brain , Cluster Analysis , Germinal Center
15.
J Pediatric Infect Dis Soc ; 11(2): 60-68, 2022 Feb 23.
Article in English | MEDLINE | ID: mdl-34791350

ABSTRACT

INTRODUCTION: Following the withdrawal of Sabin type 2 from trivalent oral poliovirus vaccine (tOPV) in 2016, the introduction of ≥1 dose of inactivated poliovirus vaccine (IPV) in routine immunization was recommended, either as 1 full dose (0.5mL, intramuscular) or 2 fractional doses of IPV (fIPV-0.1mL, intradermal). India opted for fIPV. We conducted a comparative assessment of IPV and fIPV. METHODS: This was a 4-arm, open-label, multicenter, randomized controlled trial. Infants were enrolled and vaccines administered according to the study design, and the blood was drawn at age 6, 14, and 18 weeks for neutralization testing against all 3 poliovirus types. RESULTS: Study enrolled 799 infants. The seroconversion against type 2 poliovirus with 2 fIPV doses was 85.8% (95% confidence interval [CI]: 80.1%-90.0%) when administered at age 6 and 14 weeks, 77.0% (95% CI: 70.5-82.5) when given at age 10 and 14 weeks, compared to 67.9% (95% CI: 60.4-74.6) following 1 full-dose IPV at age 14 weeks. CONCLUSION: The study demonstrated the superiority of 2 fIPV doses over 1 full-dose IPV in India. Doses of fIPV given at 6 and 14 weeks were more immunogenic than those given at 10 and 14 weeks. Clinical Trial Registry of India (CTRI). Clinical trial registration number was CTRI/2017/02/007793.


Subject(s)
Poliomyelitis , Poliovirus , Antibodies, Viral , Humans , Immunization Schedule , Immunogenicity, Vaccine , Infant , Poliomyelitis/prevention & control , Poliovirus Vaccine, Inactivated , Poliovirus Vaccine, Oral
16.
Sci Immunol ; 7(78): eadd3330, 2022 12 23.
Article in English | MEDLINE | ID: mdl-36525505

ABSTRACT

Langerhans cell histiocytosis (LCH) is a potentially fatal neoplasm characterized by the aberrant differentiation of mononuclear phagocytes, driven by mitogen-activated protein kinase (MAPK) pathway activation. LCH cells may trigger destructive pathology yet remain in a precarious state finely balanced between apoptosis and survival, supported by a unique inflammatory milieu. The interactions that maintain this state are not well known and may offer targets for intervention. Here, we used single-cell RNA-seq and protein analysis to dissect LCH lesions, assessing LCH cell heterogeneity and comparing LCH cells with normal mononuclear phagocytes within lesions. We found LCH discriminatory signatures pointing to senescence and escape from tumor immune surveillance. We also uncovered two major lineages of LCH with DC2- and DC3/monocyte-like phenotypes and validated them in multiple pathological tissue sites by high-content imaging. Receptor-ligand analyses and lineage tracing in vitro revealed Notch-dependent cooperativity between DC2 and DC3/monocyte lineages during expression of the pathognomonic LCH program. Our results present a convergent dual origin model of LCH with MAPK pathway activation occurring before fate commitment to DC2 and DC3/monocyte lineages and Notch-dependent cooperativity between lineages driving the development of LCH cells.


Subject(s)
Histiocytosis, Langerhans-Cell , Neoplasms , Humans , Cell Lineage , Histiocytosis, Langerhans-Cell/metabolism , Histiocytosis, Langerhans-Cell/pathology , Cell Differentiation , Monocytes/metabolism
17.
J Int Med Res ; 49(2): 300060520987789, 2021 Feb.
Article in English | MEDLINE | ID: mdl-33557656

ABSTRACT

OBJECTIVE: Cluster genes, specifically the class 3 semaphorins (SEMA3) including SEMA3C, have been associated with the development of Hirschsprung disease (HSCR) in Caucasian populations. We aimed to screen for rare and common variants in SEMA3C in Indonesian patients with HSCR. METHODS: In this prospective clinical study, we analyzed SEMA3C gene variants in 55 patients with HSCR through DNA sequencing and bioinformatics analyses. RESULTS: Two variants in SEMA3C were found: p.Val337Met (rs1527482) and p.Val579 = (rs2272351). The rare variant rs1527482 (A) was significantly overrepresented in our HSCR patients (9.1%) compared with South Asian controls in the 1000 Genomes (4.7%) and Exome Aggregation Consortium (ExAC; 3.5%) databases. Our analysis using bioinformatics tools predicted this variant to be evolutionarily conserved and damaging to SEMA3C protein function. Although the frequency of the other variant, rs2272351 (G), also differed significantly in Indonesian patients with HSCR (27.3%) from that in South Asian controls in 1000 Genomes (6.2%) and ExAC (4.6%), it is a synonymous variant and not likely to affect protein function. CONCLUSIONS: This is the first comprehensive report of SEMA3C screening in patients of Asian ancestry with HSCR and identifies rs1527482 as a possible disease risk allele in this population.


Subject(s)
Hirschsprung Disease , Semaphorins , Genetic Predisposition to Disease , Hirschsprung Disease/genetics , Humans , Indonesia , Prospective Studies , Proto-Oncogene Proteins c-ret/genetics , Semaphorins/genetics
18.
Int J Infect Dis ; 102: 337-343, 2021 Jan.
Article in English | MEDLINE | ID: mdl-33130206

ABSTRACT

INTRODUCTION: This study assessed the seroprevalence against all three polioviruses among the last cohort of infants aged 6-11 months who received tOPV before the tOPV-bOPV switch and had an opportunity to receive a full dose of inactivated poliovirus vaccine introduced in the routine immunization schedule. METHODS: Serum was tested for neutralizing antibodies against polioviruses among infants residing in three different risk- category states for poliovirus transmission in India viz., Bihar historically high-risk state for polio, Madhya Pradesh a State with low routine immunization coverage and Chhattisgarh with lower acute flaccid paralysis surveillance indicators. RESULTS: A total of 1113 serum samples were tested across the three states. The overall seroprevalence was 98.5% (97.7-99.2), 98.9% (98.3-99.5) and 94.4% (93.0-95.8) for poliovirus types 1, 2 and 3 respectively. The median antibody titers for corresponding serotypes were 575, 362 and 181. Infants who received five doses of tOPV showed respective seroprevalence rates of 98.7%, 98.7% and 93.7% against types 1, 2 and 3 polioviruses. There was no significant difference in seroprevalence across the group of IPV recipients. The median reciprocal titers across the groups of IPV recipient was significantly higher (p = 0.006) for poliovirus-3. CONCLUSION: The seroprevalence rates observed in the study are historically the highest in the series of serosurveys that India has conducted to assess the population immunity against polioviruses. Poliovirus 2 seroprevalence was very high at the time of the tOPV-bOPV switch in India effected in April 2016.


Subject(s)
Poliomyelitis/epidemiology , Poliovirus Vaccine, Oral/administration & dosage , Antibodies, Neutralizing/blood , Antibodies, Neutralizing/immunology , Antibodies, Viral/blood , Antibodies, Viral/immunology , Cross-Sectional Studies , Female , Humans , India/epidemiology , Infant , Male , Poliomyelitis/immunology , Poliomyelitis/prevention & control , Poliomyelitis/virology , Poliovirus/classification , Poliovirus/isolation & purification , Poliovirus Vaccine, Inactivated/administration & dosage , Seroepidemiologic Studies , Serogroup
19.
iScience ; 24(5): 102482, 2021 May 21.
Article in English | MEDLINE | ID: mdl-34113823

ABSTRACT

Clinically important broadly reactive B cells evolve during multiple infections, with B cells re-activated after secondary infection differing from B cells activated after a primary infection. Here we studied CD27highCD38high plasmablasts from patients with a primary or secondary dengue virus infection. Three transcriptionally and functionally distinct clusters were identified. The largest cluster 0/1 was plasma cell-related, with cells coding for serotype cross-reactive antibodies of the IgG1 isotype, consistent with memory B cell activation during an extrafollicular response. Cells in clusters 2 and 3 expressed low levels of antibody genes and high levels of genes associated with oxidative phosphorylation, EIF2 pathway, and mitochondrial dysfunction. Clusters 2 and 3 showed a transcriptional footprint of T cell help, in line with activation from naive B cells or memory B cells. Our results contribute to the understanding of the parallel B cell activation events that occur in humans after natural primary and secondary infection.

20.
Arch Dis Child ; 106(1): 31-37, 2021 01.
Article in English | MEDLINE | ID: mdl-32819910

ABSTRACT

OBJECTIVE: Use next-generation sequencing (NGS) technology to improve our diagnostic yield in patients with suspected genetic disorders in the Asian setting. DESIGN: A diagnostic study conducted between 2014 and 2019 (and ongoing) under the Singapore Undiagnosed Disease Program. Date of last analysis was 1 July 2019. SETTING: Inpatient and outpatient genetics service at two large academic centres in Singapore. PATIENTS: Inclusion criteria: patients suspected of genetic disorders, based on abnormal antenatal ultrasound, multiple congenital anomalies and developmental delay. EXCLUSION CRITERIA: patients with known genetic disorders, either after clinical assessment or investigations (such as karyotype or chromosomal microarray). INTERVENTIONS: Use of NGS technology-whole exome sequencing (WES) or whole genome sequencing (WGS). MAIN OUTCOME MEASURES: (1) Diagnostic yield by sequencing type, (2) diagnostic yield by phenotypical categories, (3) reduction in time to diagnosis and (4) change in clinical outcomes and management. RESULTS: We demonstrate a 37.8% diagnostic yield for WES (n=172) and a 33.3% yield for WGS (n=24). The yield was higher when sequencing was conducted on trios (40.2%), as well as for certain phenotypes (neuromuscular, 54%, and skeletal dysplasia, 50%). In addition to aiding genetic counselling in 100% of the families, a positive result led to a change in treatment in 27% of patients. CONCLUSION: Genomic sequencing is an effective method for diagnosing rare disease or previous 'undiagnosed' disease. The clinical utility of WES/WGS is seen in the shortened time to diagnosis and the discovery of novel variants. Additionally, reaching a diagnosis significantly impacts families and leads to alteration in management of these patients.


Subject(s)
Abnormalities, Multiple/genetics , Developmental Disabilities/genetics , High-Throughput Nucleotide Sequencing , Undiagnosed Diseases/genetics , Abnormalities, Multiple/diagnosis , Adolescent , Adult , Child , Child, Preschool , Developmental Disabilities/diagnosis , Female , Humans , Infant , Male , Singapore , Undiagnosed Diseases/diagnosis , Young Adult
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