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BACKGROUND: Pancreatic ductal adenocarcinoma (PDAC) is one of the leading cancers worldwide and has a poor survival, with a 5-year survival rate of only 8.5%. In this study we investigated altered DNA methylation associated with PDAC severity and prognosis. METHODS: Methylome data, generated using 450 K bead array, was compared between paired PDAC and normal samples in the TCGA cohort (n = 9) and our Indian cohort (n = 7). The total Indian Cohort (n = 75) was split into cohort 1 (n = 7), cohort 2 (n = 22), cohort 3 (n = 26) and cohort 4 (n = 20).Validation of differential methylation (6 selected CpG loci) and associated gene expression for differentially methylated genes (10 selected gDMs) were carried out in separate validation cohorts, using MSP, RT-PCR and IHC correlations between methylation and gene expression were observed in TCGA, GTEx cohorts and in validation cohorts. Kaplan-Meier survival analysis was done to study differential prognosis, during 2-5 years of follow-up. RESULTS: We identified 156 DMPs, mapped to 91 genes (gDMs), in PDAC; 68 (43.5%) DMPs were found to be differentially methylated both in TCGA cohort and our cohort, with significant concordance at hypo- and hyper-methylated loci. Enrichments of "regulation of ion transport", "Interferon alpha/beta signalling", "morphogenesis and development" and "transcriptional dysregulation" pathways were observed among 91 gDMs. Hyper-methylation of NPY and FAIM2 genes with down-regulated expression in PDAC, were significantly associated with poor prognosis in the Indian patient cohort. CONCLUSIONS: Ethnic variations among populations may determine the altered epigenetic landscape in the PDAC patients of the Indian cohort. Our study identified novel differentially methylated genes (mainly NPY and FAIM2) and also validated the previously identified differentially methylated CpG sites associated with PDAC cancer patient's survival. Comparative analysis of our data with TCGA and CPTAC cohorts showed that both NPY and FAIM2 hyper-methylation and down-regulations can be novel epigenetically regulated genes in the Indian patient population, statistically significantly associated with poor survival and advanced tumour stages.
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BACKGROUND & AIMS: A common genetic variant near MBOAT7 (rs641738C>T) has been previously associated with hepatic fat and advanced histology in NAFLD; however, these findings have not been consistently replicated in the literature. We aimed to establish whether rs641738C>T is a risk factor across the spectrum of NAFLD and to characterise its role in the regulation of related metabolic phenotypes through a meta-analysis. METHODS: We performed a meta-analysis of studies with data on the association between rs641738C>T genotype and liver fat, NAFLD histology, and serum alanine aminotransferase (ALT), lipids or insulin. These included directly genotyped studies and population-level data from genome-wide association studies (GWAS). We performed a random effects meta-analysis using recessive, additive and dominant genetic models. RESULTS: Data from 1,066,175 participants (9,688 with liver biopsies) across 42 studies were included in the meta-analysis. rs641738C>T was associated with higher liver fat on CT/MRI (+0.03 standard deviations [95% CI 0.02-0.05], pz = 4.8×10-5) and diagnosis of NAFLD (odds ratio [OR] 1.17 [95% CI 1.05-1.3], pz = 0.003) in Caucasian adults. The variant was also positively associated with presence of advanced fibrosis (OR 1.22 [95% CI 1.03-1.45], pz = 0.021) in Caucasian adults using a recessive model of inheritance (CC + CT vs. TT). Meta-analysis of data from previous GWAS found the variant to be associated with higher ALT (pz = 0.002) and lower serum triglycerides (pz = 1.5×10-4). rs641738C>T was not associated with fasting insulin and no effect was observed in children with NAFLD. CONCLUSIONS: Our study validates rs641738C>T near MBOAT7 as a risk factor for the presence and severity of NAFLD in individuals of European descent. LAY SUMMARY: Fatty liver disease is a common condition where fat builds up in the liver, which can cause liver inflammation and scarring (including 'cirrhosis'). It is closely linked to obesity and diabetes, but some genes are also thought to be important. We did this study to see whether one specific change ('variant') in one gene ('MBOAT7') was linked to fatty liver disease. We took data from over 40 published studies and found that this variant near MBOAT7 is linked to more severe fatty liver disease. This means that drugs designed to work on MBOAT7 could be useful for treating fatty liver disease.
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Aciltransferases/genética , Cirrose Hepática , Fígado/patologia , Proteínas de Membrana/genética , Hepatopatia Gordurosa não Alcoólica , Alanina Transaminase/sangue , Descoberta de Drogas , Predisposição Genética para Doença , Humanos , Cirrose Hepática/metabolismo , Cirrose Hepática/patologia , Hepatopatia Gordurosa não Alcoólica/tratamento farmacológico , Hepatopatia Gordurosa não Alcoólica/genética , Polimorfismo de Nucleotídeo ÚnicoRESUMO
INTRODUCTION AND OBJECTIVES: Non-alcoholic fatty liver disease (NAFLD) is multistage with heterogeneous outcomes. We studied the influence of insulin resistance (IR) on the hepatic transcriptome of early NAFLD stages, to understand disease development. MATERIALS AND METHODS: In this cross-sectional study, possible clinicopathological risk factors were compared between mild-NAFL (Nâ¯=â¯72) and non-alcoholic steatohepatitis (NASH; Nâ¯=â¯51) patients. Liver tissue-transcriptome difference was studied between a subset of 25 mild-NAFL and 20 NASH biopsies and validated on another subset of 12 mild-NAFL and 13 NASH biopsies, using RT-PCR. The relationship between IR driven gene expression changes with fibrosis in NASH was investigated. RESULTS: Significantly higher weight (pâ¯=â¯0.005) and elevated levels of HbA1c (pâ¯=â¯0.009), FBG (pâ¯=â¯0.03) and HOMA-IR (pâ¯=â¯0.009) were found in NASH patients. Five differentially expressed genes (DEGs, fold changeâ¯>â¯1.5) were identified in NASH-FABP4, FABP5L2, CD24, PRAP1, and SPP1. The DEGs were positively associated with disease severity and HOMA-IR, and were found to be efficient classifiers of mild-NAFL and NASH. Additional 1218 genes identified related to IR (IrCGs), which can classify NASH-with-fibrosis patients separately from mild-NAFL and NASH patients. IrCGs can promote intra-hepatic fat accumulation, dysregulation of the lipid metabolism, lipotoxicity, and activation of cell survival pathways including activation of cell proliferation and differentiation pathways. CONCLUSIONS: Hepatic expression of genes associated with insulin resistance may drive NAFLD development and progression.
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Perfilação da Expressão Gênica , Resistência à Insulina/genética , Cirrose Hepática/genética , Fígado/metabolismo , Hepatopatia Gordurosa não Alcoólica/genética , Transcriptoma , Adulto , Glicemia/metabolismo , Antígeno CD24/genética , Antígeno CD24/metabolismo , Estudos Transversais , Progressão da Doença , Proteínas de Ligação a Ácido Graxo/genética , Proteínas de Ligação a Ácido Graxo/metabolismo , Feminino , Hemoglobinas Glicadas/metabolismo , Humanos , Insulina/sangue , Fígado/patologia , Cirrose Hepática/metabolismo , Cirrose Hepática/patologia , Masculino , Pessoa de Meia-Idade , Hepatopatia Gordurosa não Alcoólica/metabolismo , Hepatopatia Gordurosa não Alcoólica/patologia , Osteopontina/genética , Osteopontina/metabolismo , Proteínas da Gravidez/genética , Proteínas da Gravidez/metabolismo , Índice de Gravidade de DoençaRESUMO
BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is a global epidemic that often progresses to liver cirrhosis and hepatocellular carcinoma. In contrast to most world populations where NAFLD is mostly prevalent among obese, NAFLD among Indians and generally among South and South-East Asians is unique and highly prevalent among individuals who are lean. Genetics of NAFLD in Indian populations is understudied. In this study, we have used an exome-wide approach to identify genetic determinants of hepatic fat content (HFC) in India. METHODS: HFC was measured in 244 participants using Proton magnetic resonance spectroscopy (H1-MRS). Quantitative trait loci (QTL) mapping was done exome-wide, to identify SNPs associated with HFC. The effects of the interaction between adiposity and QTLs on HFC were studied using a regression model. Association of the significant loci with disease severity was studied in 146 NAFLD patients among 244 participants, who underwent liver biopsy. RESULTS: Our study identified 4 significantly associated SNPs (rs738409 and rs2281135 (PNPLA3), rs3761472 (SAMM50), rs17513722 (FAM161A) and rs4788084), with HFC after adjusting for the effects of covariates (p-valueâ¯<â¯0.0005). rs738409, rs2281135 (PNPLA3), and rs3761472 (SAMM50) were associated with hepatocyte ballooning, lobular and portal inflammation and non-alcoholic steatohepatitis (NASH) (p-valueâ¯<â¯0.05). rs4788048 is an eQTL for IL27 and SULT1A2 genes, both of which are highly expressed in healthy livers and are likely to be involved in NAFLD pathogenesis. CONCLUSIONS: Our study identified the novel association of rs4788084 with HFC, which regulates the expression of IL-27, an immune regulatory gene. We further showed that adiposity affected the HFC, irrespective of the genetic predisposition.
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Sequenciamento do Exoma/métodos , Interleucinas/genética , Gordura Intra-Abdominal/diagnóstico por imagem , Hepatopatia Gordurosa não Alcoólica/patologia , Polimorfismo de Nucleotídeo Único , Adulto , Feminino , Estudos de Associação Genética , Predisposição Genética para Doença , Humanos , Índia , Masculino , Pessoa de Meia-Idade , Hepatopatia Gordurosa não Alcoólica/diagnóstico por imagem , Hepatopatia Gordurosa não Alcoólica/genética , Regiões Promotoras Genéticas , Espectroscopia de Prótons por Ressonância Magnética , Índice de Gravidade de Doença , UltrassonografiaRESUMO
BACKGROUND: High-throughput DNA methylation arrays are likely to accelerate the pace of methylation biomarker discovery for a wide variety of diseases. A potential problem with a standard set of probes measuring the methylation status of CpG sites across the whole genome is that many sites may not show inter-individual methylation variation among the biosamples for the disease outcome being studied. Inclusion of these so-called "non-variable sites" will increase the risk of false discoveries and reduce statistical power to detect biologically relevant methylation markers. RESULTS: We propose a method to estimate the proportion of non-variable CpG sites and eliminate those sites from further analyses. Our method is illustrated using data obtained by hybridizing DNA extracted from the peripheral blood mononuclear cells of 311 samples to an array assaying 1505 CpG sites. Results showed that a large proportion of the CpG sites did not show inter-individual variation in methylation. CONCLUSIONS: Our method resulted in a substantial improvement in association signals between methylation sites and outcome variables while controlling the false discovery rate at the same level.
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Ilhas de CpG/genética , Metilação de DNA , DNA/genética , Perfilação da Expressão Gênica/métodos , Modelos Estatísticos , HumanosRESUMO
Genetic susceptibility is an important modifier of clinical outcome and natural history of progression in Alcoholic liver disease (ALD). While the significance of ethnicity in this evolution is very clear, subtle inter-individual genetic variant(s) might be important and thus we investigated those in an Indian population. Fourteen markers were genotyped within two alcohol metabolism genes [Alcohol dehydrogenase (ADH) gene clusters (ADH1B and ADH1C) and Aldehyde dehydrogenase (ALDH2)], one microsomal ethanol oxidizing enzyme cytochrome p450 (CYP2E1) and three oxidative stress response (OSR) genes (MnSOD, GSTT1 and GSTM1) among 490 Bengali individuals (322 ALD and 168 control) from Eastern and North-Eastern India and validation was performed in a new cohort of 150 Bengali patients including 100 ALD and 50 advanced non-alcoholic steatohepatitis (NASH). Out of 14 genetic variants, carriage of 5 genotypes (rs2066701CC in ADH1B, rs1693425TT in ADH1C, rs4880TT in MnSOD and GSTT1/GSTM1 null, p-value <0.05) were noted significantly higher among ALD patients while inter or intra group gene-gene interaction analysis revealed that addition of risk genotype of any OSR gene enhanced the possibility of ALD synergistically. Multiple logistic regression analysis showed independent association of rs2066701CC, rs4880TT and GSTM1 null genotype with ALD while lower frequencies of those genotypes in advanced NASH patients further confirmed their causal relation to ALD. Thus these findings suggest that the three variants of ADH1C, MnSOD and GSTM1 can be used to identify individuals who are at high risk to develop ALD and may be helpful in proper management of Indian alcoholics.
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Álcool Desidrogenase/genética , Glutationa Transferase/genética , Hepatopatias Alcoólicas/genética , Superóxido Dismutase/genética , Consumo de Bebidas Alcoólicas/genética , Consumo de Bebidas Alcoólicas/patologia , Epistasia Genética , Frequência do Gene , Estudos de Associação Genética , Genótipo , Humanos , Índia , Masculino , Pessoa de Meia-Idade , Polimorfismo de Nucleotídeo ÚnicoRESUMO
Nonalcoholic fatty liver disease (NAFLD) is a distinct pathologic condition characterized by a disease spectrum ranging from simple steatosis to steato-hepatitis, cirrhosis and hepatocellular carcinoma. Prevalence of NAFLD varies in different ethnic groups, ranging from 12% in Chinese to 45% in Hispanics. Among Indian populations, the diversity in prevalence is high, ranging from 9% in rural populations to 32% in urban populations, with geographic differences as well. Here, we wished to find out if this difference is reflected in their genetic makeup. To date, several candidate genes and a few genomewide association studies (GWAS) have been carried out, and many associations between single nucleotide polymorphisms (SNPs) and NAFLD have been observed. In this study, the risk allele frequencies (RAFs) of NAFLD-associated SNPs in 20 Indian ethnic populations (376 individuals) were analysed. We used two different measures for calculating genetic risk scores and compared their performance. The correlation of additive risk scores of NAFLD for three Hapmap populations with their weighted mean prevalence was found to be high (R(2) = 0.93). Later we used this method to compare NAFLD risk among ethnic Indian populations. Based on our observation, the Indian caste populations have high risk scores compared to Caucasians, who are often used as surrogate and similar to Indian caste population in disease gene association studies, and is significantly higher than the Indian tribal populations.
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Hepatopatia Gordurosa não Alcoólica/genética , Frequência do Gene , Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Humanos , Índia , Filogenia , Polimorfismo de Nucleotídeo Único , Medição de RiscoRESUMO
The Krüppel-like C2/H2 zinc finger transcription factors (KLFs) control development and differentiation. Erythroid Krüppel-like factor (EKLF or KLF1) regulates adult beta-globin gene expression and is necessary for normal definitive erythropoiesis. KLF2 is required for normal embryonic Ey- and betah1-, but not adult betaglobin, gene expression in mice. Both EKLF and KLF2 play roles in primitive erythroid cell development. To investigate potential interactions between these genes, EKLF/KLF2 double-mutant embryos were analyzed. EKLF(-/-)KLF2(-/-) mice appear anemic at embryonic day 10.5 (E10.5) and die before E11.5, whereas single-knockout EKLF(-/-) or KLF2(-/-) embryos are grossly normal at E10.5 and die later than EKLF(-/-)KLF2(-/-) embryos. At E10.5, Ey- and betah1-globin mRNA is greatly reduced in EKLF(-/-)KLF2(-/-), compared with EKLF(-/-) or KLF2(-/-) embryos, consistent with the observed anemia. Light and electron microscopic analyses of E9.5 EKLF(-/-)KLF2(-/-) yolk sacs, and cytospins, indicate that erythroid and endothelial cells are morphologically more abnormal than in either single knockout. EKLF(-/-)KLF2(-/-) erythroid cells are markedly irregularly shaped, suggesting membrane abnormalities. EKLF and KLF2 may have coordinate roles in a common progenitor to erythroid and endothelial cells. The data indicate that EKLF and KLF2 have redundant functions in embryonic beta-like globin gene expression, primitive erythropoiesis, and endothelial development.
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Eritropoese/genética , Sangue Fetal/citologia , Globinas/genética , Fatores de Transcrição Kruppel-Like/fisiologia , Anemia/embriologia , Anemia/genética , Anemia/patologia , Animais , Embrião de Mamíferos , Eritrócitos/patologia , Feminino , Sangue Fetal/metabolismo , Regulação da Expressão Gênica no Desenvolvimento , Globinas/metabolismo , Masculino , Camundongos , Camundongos Knockout , Gravidez , RNA Mensageiro/metabolismo , Saco Vitelino/patologiaRESUMO
EKLF/KLF1 was the first of the Krüppel-like factors (KLFs) to be identified in mammals and plays an important role in primitive and definitive erythropoiesis. Here, we identify and characterize EKLF in the chicken (cEKLF). The predicted amino acid sequence of the zinc finger region of cEKLF is at least 87.7% similar to mammalian EKLF proteins and is 98.8% and 95% similar to the EKLF orthologues in Xenopus and zebrafish, respectively. During early embryonic development, cEKLF expression is seen in the posterior primitive streak, which gives rise to hematopoietic cells, and then in the blood islands and in circulating blood cells. cEKLF mRNA is expressed in blood cells but not in brain later in chicken embryonic development. cEKLF mRNA is increased in definitive compared with primitive erythropoiesis. The conserved sequence and expression pattern of cEKLF suggests that its function is similar to its orthologues in mammals, Xenopus, and zebrafish.
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Fatores de Transcrição Kruppel-Like/biossíntese , Sequência de Aminoácidos , Animais , Sequência de Bases , Células Sanguíneas/metabolismo , Encéfalo/embriologia , Encéfalo/metabolismo , Embrião de Galinha , Sequência Conservada , Hematopoese , Fatores de Transcrição Kruppel-Like/genética , Dados de Sequência MolecularRESUMO
Erythropoietic tissues are complex, containing both erythroid and other cells. The embryonic yolk sac in particular contains primitive erythroid cells in low abundance. Laser capture microdissection (LCM) was performed to isolate erythroid cells, and epithelial cells, from mouse embryonic day 10 (E10) yolk sac. Quantitative RT-PCR was performed to confirm that enriched cell populations were obtained. epsilony- and betaH1-globin mRNAs were enriched in the erythroid compared to the epithelial fraction, and villin mRNA was enriched in the epithelial compared to the erythroid fraction. RNA isolated from the microdissected erythroid cells was of high quality as indicated by capillary electrophoresis. The RNA from the LCM erythroid fraction was linearly amplified with T7 RNA polymerase and hybridized to a Mouse 430A 2.0 Affymetrix array. Forty-eight percent of genes were present in the microarray assays, including low abundance transcripts such as erythroid transcription factors and enzymes involved in heme synthesis. With the LCM/microarray strategy, it will be possible to identify genes that are differentially regulated in native primitive and definitive erythroid cells.
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Separação Celular/métodos , Células Precursoras Eritroides/citologia , Perfilação da Expressão Gênica , Microdissecção/métodos , Saco Vitelino/citologia , Animais , Embrião de Mamíferos/citologia , Células Epiteliais/citologia , Camundongos , Análise de Sequência com Séries de Oligonucleotídeos , RNA Mensageiro/análiseRESUMO
Krüppel-like factors (KLFs) have been systematically screened as potential candidates to regulate human gamma-globin gene expression through its CACCC element. Initially, 21 human proteins that have close sequence similarity to EKLF/KLF1, a known regulator of the human beta-globin gene, were identified. The phylogenetic relationship of these 22 KLF/Sp1 proteins was determined. KLF2/LKLF, KLF3/BKLF, KLF4/GKLF, KLF5/IKLF, KLF8/BKLF3, KLF11/FKLF, KLF12/AP-2rep and KLF13/FKLF2 were chosen for functional screening. Semi-quantitative RT-PCR demonstrated that all eight of these candidates are present in human erythroid cell lines, and that the expression of the KLF2, 4, 5 and 12 mRNAs changed significantly upon erythroid differentiation. Each of the eight KLF mRNAs is expressed in mouse erythroid tissues, throughout development. UV cross-linking assays suggest that multiple erythroid proteins from human cell lines and chicken primary cells interact with the gamma-globin CACCC element. In co-transfection assays in K562 cells, it was demonstrated that KLF2, 5 and 13 positively regulate, and KLF8 negatively regulates, the gamma-globin gene through the CACCC promoter element. The data collectively suggest that multiple KLFs may participate in the regulation of gamma-globin gene expression and that KLF2, 5, 8 and 13 are prime candidates for further study.
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Elementos Facilitadores Genéticos , Regulação da Expressão Gênica , Globinas/genética , Fatores de Transcrição Kruppel-Like/fisiologia , Animais , Sequência de Bases , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/farmacologia , Proteínas de Ciclo Celular/fisiologia , Diferenciação Celular/genética , Galinhas , Proteínas de Ligação a DNA/genética , Proteínas de Ligação a DNA/farmacologia , Proteínas de Ligação a DNA/fisiologia , Avaliação Pré-Clínica de Medicamentos/métodos , Humanos , Células K562 , Fator 4 Semelhante a Kruppel , Fatores de Transcrição Kruppel-Like/genética , Fatores de Transcrição Kruppel-Like/farmacologia , Camundongos , Filogenia , Regiões Promotoras Genéticas , RNA Mensageiro/análise , Proteínas Repressoras/genética , Proteínas Repressoras/farmacologia , Proteínas Repressoras/fisiologia , TransfecçãoRESUMO
The Krüppel-like factors (KLFs) are a family of C2/H2 zinc finger DNA-binding proteins that are important in controlling developmental programs. Erythroid Krüppel-like factor (EKLF or KLF1) positively regulates the beta-globin gene in definitive erythroid cells. KLF2 (LKLF) is closely related to EKLF and is expressed in erythroid cells. KLF2-/- mice die between embryonic day 12.5 (E12.5) and E14.5, because of severe intraembryonic hemorrhaging. They also display growth retardation and anemia. We investigated the expression of the beta-like globin genes in KLF2 knockout mice. Our results show that KLF2-/- mice have a significant reduction of murine embryonic Ey- and beta h1-globin but not zeta-globin gene expression in the E10.5 yolk sac, compared with wild-type mice. The expression of the adult beta(maj)- and beta(min)-globin genes is unaffected in the fetal livers of E12.5 embryos. In mice carrying the entire human globin locus, KLF2 also regulates the expression of the human embryonic epsilon-globin gene but not the adult beta-globin gene, suggesting that this developmental-stage-specific role is evolutionarily conserved. KLF2 also plays a role in the maturation and/or stability of erythroid cells in the yolk sac. KLF2-/- embryos have a significantly increased number of primitive erythroid cells undergoing apoptotic cell death.
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Eritropoese , Regulação da Expressão Gênica , Globinas/biossíntese , Fatores de Transcrição Kruppel-Like/fisiologia , Animais , Apoptose , Citoplasma/metabolismo , Primers do DNA/farmacologia , Proteínas de Ligação a DNA/metabolismo , Embrião de Mamíferos/ultraestrutura , Feminino , Humanos , Marcação In Situ das Extremidades Cortadas , Fatores de Transcrição Kruppel-Like/metabolismo , Masculino , Camundongos , Camundongos Knockout , Camundongos Transgênicos , Microscopia Eletrônica , RNA Mensageiro/metabolismo , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Fatores de TempoRESUMO
The Krüppel-like factors (KLFs) are a family of Cys2His2 zinc-finger DNA binding proteins with homology to Drosophila Krüppel. KLFs can bind to CACCC elements, which are important in controlling developmental programs. The CACCC promoter element is critical for the developmental regulation of the human gamma-globin gene. In the present study, chicken homologues of the human KLF2, 3, 4, 5, 9, 11, 12, 13, and 15 genes were identified. Phylogenetic analysis confirms that these genes are more closely related to their human homologues than they are to other chicken KLFs. This work also represents the first systematic study of the expression patterns of KLFs during erythroid development. In addition, transient transfections of human globin constructs into 5-day (primitive) chicken red blood cells show that human gamma-globin expression is regulated via its CACCC promoter element. This indicates that a CACCC-binding factor(s) important for gamma-globin expression functions in 5-day chicken red cells.