BACKGROUND: Natural cerebrolysin (NC), a Chinese herbal drug for the treatment of Alzheimer's disease (AD), induces mesenchymal stem cell (MSC) differentiation into neuron-like cells, with low toxicity. But th...BACKGROUND: Natural cerebrolysin (NC), a Chinese herbal drug for the treatment of Alzheimer's disease (AD), induces mesenchymal stem cell (MSC) differentiation into neuron-like cells, with low toxicity. But the mechanisms involved in NC effects on MSCs remain poorly understood. OBJECTIVE: We used a whole genome microarray technique to further investigate the molecular, genetic, and pharmacodynamic mechanisms of NC on MSC gene expression profiles. DESIGN, TIME AND SETTING: A parallel, controlled, in vitro experiment was performed at the First Affiliated Hospital of Shenzhen University, Shenzhen Institute of Integrated Chinese and Western Medicine, China, between September 2006 and October 2008. MATERIALS: NC was provided by Shenzhen Institute of Integrated Chinese and Western Medicine China. It was predominantly composed of Renshen (Radix Ginseng), Tianma (Rhizoma Gastrodiae) and Yinxingye (Ginkgo Leaf) and prepared by conventional water extractJon technology. Twelve adult, male, New Zealand rabbits were included, six of which underwent intragastric administration of NC extract for 1 month to create NC-containing serum. METHODS: Bone marrow was collected from the tibia and femur of Sprague Dawley rats, aged 6 8 months old. Rat MSCs were isolated and purified by the whole bone marrow adherence method. After in vitro culture, MSCs from passage 4 were treated with NC-containing serum for 48 hours, and total RNA was extracted. Gene expression in MSCs was analyzed using Affymetrix whole genome microarray analysis. MAIN OUTCOME MEASURES: Differentially expressed genes in NC serum-treated MSCs. RESULTS: NC treated MSCs displayed 46 differentially expressed genes, 22 with upregulated expression (fold change 〉 2) and 24 with downregulated expression (fold change 〈 -2). Differentially expressed genes participated in neuronal growth, differentiation, and function, cell growth, differentiation, proliferation, apoptosis, signal transduction, substance/energy metabolism, ion transport, and immune responses. NC treatment changed levels of transforming growth factor β/ bone morphogenetic proteins, Hedgehog, Bmp, and Wntsignaling pathways, which regulate nerve cell differentiation, development and function, as well as learning and memory; Ras, G protein- coupled receptor signal pathways that are related to cell growth, proliferation, and apoptosis; and mitogen-activated protein kinase kinase kinase signaling cascades. CONCLUSION: NC can regulate gene expression for many signal transduction pathways related to nerve cell differentiation, development and function, learning and memory function, as well as regulation of cell growth, differentiation, proliferation, or apoptosis to mediate the genetic effects of NC treatment on AD.展开更多
AIM: To study host gene expression and numberof immune cells in liver tissues from patients with fulminant hepatitis E(FH-E).METHODS: Microarray-based expression profiling was done using Illumina Human WG-6_v3_Bead Ch...AIM: To study host gene expression and numberof immune cells in liver tissues from patients with fulminant hepatitis E(FH-E).METHODS: Microarray-based expression profiling was done using Illumina Human WG-6_v3_Bead Chip arrays on post-mortem liver tissue from 5 patients with FH-E,and compared with similar tissue from 6 patients with fulminant hepatitis B(FH-B; disease controls) and normal liver tissue from 6 persons.Differential expression was defined as ≥ 2.0-fold change with Benjamini-Hochberg false discovery rate below 0.05 using t-test in liver tissue from FH-B and FH-E,than healthy liver tissue.For some genes that showed differential expression in FH-E,microarray data were validated using quantitative reverse transcription PCR.Differentially expressed gene lists were then subjected to "Gene Ontology" analysis for biological processes,and pathway analysis using Bio Carta database on the DAVID server.In addition,tissue sections were stained for CD4+,CD8+ and CD56+ cells using indirect immunohistochemistry; cells staining positive for each of these markers were counted and compared between groups.RESULTS: Compared to normal livers,those from patients with FH-E and FH-B showed differential expression of 3377 entities(up-regulated 1703,downregulated 1674) and 2572 entities(up 1164,down 1408),respectively.This included 2142(up 896,down 1246) entities that were common between the two sets; most of these belonged to metabolic,hemostatic and complement pathways,which are active in normal livers.Gene expression data from livers of patients with FH-E but not those of FH-B showed activation of several immune response pathways,particularly those involving cytotoxic T cells.The fold-change values of m RNA for selected genes in livers from FH-E than in normal liver tissue determined using quantitative reverse transcription PCR showed excellent concordance with microarray analysis.At immunohistochemistry,CD8+ T cells showed an increase in liver biopsies from both FH-E [median 53.4 per arbitrary unit area(range 31.2-99.9)] and FH-B [median 49.3(19.3-51.0); P = 0.005] compared to control liver tissue [median 6.9(3.1-14.9)].CONCLUSION: FH-E patients show CD8+ T cell infiltration and increased gene expression of cytotoxic T cell pathways in liver,suggesting a possible pathogenetic role for these cells.展开更多
Factor Ⅷ deficiency or hemophilia A is X-linkedgenetic disorder in human. General treatment of severehemophilia A consists of adiministration of plasma-derived or recombinant clotting factor concentrates. Ithas cause...Factor Ⅷ deficiency or hemophilia A is X-linkedgenetic disorder in human. General treatment of severehemophilia A consists of adiministration of plasma-derived or recombinant clotting factor concentrates. Ithas caused a series of problems, i. e. viral infection andcost too much to use rF Ⅷ. Nowadays, people havedeveloped the retroviral vector and the adcnoviral展开更多
Mature oligodendrocytes form myelin sheaths that are crucial for the insulation of axons and efficient signal transmission in the central nervous system.Recent evidence has challenged the classical view of the functio...Mature oligodendrocytes form myelin sheaths that are crucial for the insulation of axons and efficient signal transmission in the central nervous system.Recent evidence has challenged the classical view of the functionally static mature oligodendrocyte and revealed a gamut of dynamic functions such as the ability to modulate neuronal circuitry and provide metabolic support to axons.Despite the recognition of potential heterogeneity in mature oligodendrocyte function,a comprehensive summary of mature oligodendrocyte diversity is lacking.We delve into early 20th-century studies by Robertson and Río-Hortega that laid the foundation for the modern identification of regional and morphological heterogeneity in mature oligodendrocytes.Indeed,recent morphologic and functional studies call into question the long-assumed homogeneity of mature oligodendrocyte function through the identification of distinct subtypes with varying myelination preferences.Furthermore,modern molecular investigations,employing techniques such as single cell/nucleus RNA sequencing,consistently unveil at least six mature oligodendrocyte subpopulations in the human central nervous system that are highly transcriptomically diverse and vary with central nervous system region.Age and disease related mature oligodendrocyte variation denotes the impact of pathological conditions such as multiple sclerosis,Alzheimer's disease,and psychiatric disorders.Nevertheless,caution is warranted when subclassifying mature oligodendrocytes because of the simplification needed to make conclusions about cell identity from temporally confined investigations.Future studies leveraging advanced techniques like spatial transcriptomics and single-cell proteomics promise a more nuanced understanding of mature oligodendrocyte heterogeneity.Such research avenues that precisely evaluate mature oligodendrocyte heterogeneity with care to understand the mitigating influence of species,sex,central nervous system region,age,and disease,hold promise for the development of therapeutic interventions targeting varied central nervous system pathology.展开更多
Microbial natural products and their derivatives have been developed as a considerable part of clinical drugs and agricultural chemicals.Marine microbial natural products exhibit diverse chemical structures and bioact...Microbial natural products and their derivatives have been developed as a considerable part of clinical drugs and agricultural chemicals.Marine microbial natural products exhibit diverse chemical structures and bioactivities with substantial potential for the development of novel pharmaceuticals.However,discovering compounds with new skeletons from marine microbes remains challenging.In recent decades,multiple approaches have been de-veloped to discover novel marine microbial natural products,among which heterologous expression has proven to be an effective method.Facilitated by large DNA cloning and comparative metabolomic technologies,a few novel bioactive natural products from marine microorganisms have been identified by the expression of their biosynthetic gene clusters(BGCs)in heterologous hosts.Heterologous expression is advantageous for character-izing gene functions and elucidating the biosynthetic mechanisms of natural products.This review provides an overview of recent progress in heterologous expression-guided discovery,biosynthetic mechanism elucidation,and yield optimization of natural products from marine microorganisms and discusses the future directions of the heterologous expression strategy in facilitating novel natural product exploitation.展开更多
Natural antioxidants, due to the different chemical structures and their unique biological protection effects on islet cell, have been received much attention in applied chemistry field for developing a new diabetic d...Natural antioxidants, due to the different chemical structures and their unique biological protection effects on islet cell, have been received much attention in applied chemistry field for developing a new diabetic drug. However, the molecular targets of the islet cell protection have been remained obscure. For investigating molecular targets of combined natural antioxidant’s(CNA) roles in against diabetes, type 1 diabetic mouse model was made by multiple injection of low doses of streptozotocin into C57BL mice. Two combinations of natural antioxidants were orally supplemented to the mice. Blood glucose level, glutathione peroxidase(GSH-Px) and superoxide dismutase (SOD) activities, and malondialdehyde(MDA) contents were measured via biochemical assays. Tumor necrosis factor α(TNF-α), interferon γ(IFN-γ) and Interleukin-12(IL-12) in CD4+ Peripheral blood mononuclear cells(PBMC) were evaluated with flow cytometry(FCM). In situ hybridization(ISH) and immunohistochemistry(IHC) were used to detect insulin gene expression. The results demonstrate both the combinations significantly: increased GSH-px and SOD, but decreased MDA levels in pancreas(p〈0.05―0.01); up-regulated insulin expression at both mRNA and protein levels in islet cells(p〈0.05―0.01); down-regulated TNF-α and IL-12 expression in PBMC(p〈0.05―0.01). Our data suggest that the CAN may regulate multiple key molecular targets related to β cell function, including reduction of oxidative stress and pre-inflammatory cytokines, and upregulate insulin gene expression to reduce the development of diabetes.展开更多
Natural products(NPs),especially those from traditional herbal medicines,can evidently modulate human gene expression at multiple levels,leading to a wide diversity of bioactivities.Although numerous bio-functions of ...Natural products(NPs),especially those from traditional herbal medicines,can evidently modulate human gene expression at multiple levels,leading to a wide diversity of bioactivities.Although numerous bio-functions of NPs for human body have been found,there is little understanding about how NPs achieve it,as less attention was drawn to the definite mechnism by which NPs regulate gene expression.Furthermore,based on the rapidly advancing knowledge of mechanisms for gene regulation in recent years,newly-understood mechanisms,such as post-transcriptional regulation,are found to be involved in NP-elicited bio-effects,providing a new perspective on understanding the role of NPs in gene expression.Therefore,in the current review,we summarize the function of NPs in gene expression from the perspectives of transcriptional,post-transcriptional,and post-translational regulation,which will reinforce the understanding of NP-induced effects in gene expression and facilitate the exploration of more NPs with potential therapeutic effects.展开更多
Water is a major limiting factor for food production and many countries fail to produce sufficient food for their population due to severe water scarcity (Jury and Vaux, 2005). Rice is the main staple food worldwide...Water is a major limiting factor for food production and many countries fail to produce sufficient food for their population due to severe water scarcity (Jury and Vaux, 2005). Rice is the main staple food worldwide. More than 50% of rice in the world is rain-fed and drought causes severe reduction in rice grain yield in rain-fed environments (Venuprasad et al., 2007; Zhang, 2007; Sandhu et al., 2014). Therefore, enhancing drought resistance (DR) of rice is important for food security. However, DR is a complex trait, which is controlled by a large number of loci with small effect and is also affected by different genetic background, genotype-by-environment interaction and other stresses such as heat (Hu and Xiong, 2014).展开更多
Understanding how gene expression is translated to phenotype is central to modern molecular biology,and the success is contingent on the intrinsic tractability of the specific traits under examination.However, an a pr...Understanding how gene expression is translated to phenotype is central to modern molecular biology,and the success is contingent on the intrinsic tractability of the specific traits under examination.However, an a priori estimate of trait tractability from the perspective of gene expression is unavailable.Motivated by the concept of entropy in a thermodynamic system, we here propose such an estimate(S_T)by gauging the number(N) of expression states that underlie the same trait abnormality, with large S_T corresponding to large N. By analyzing over 200 yeast morphological traits, we show that S_T predicts the tractability of an expression-trait relationship. We further show that S_T is ultimately determined by natural selection, which builds co-regulated gene modules to minimize possible expression states.展开更多
基金Scientific and Technological Foundation of the National Administration of Traditional Chinese Medicine of China,No.02-03LP41the Scientific and Techno-logical Key Project of Guangdong Province,No.2006B35630007
文摘BACKGROUND: Natural cerebrolysin (NC), a Chinese herbal drug for the treatment of Alzheimer's disease (AD), induces mesenchymal stem cell (MSC) differentiation into neuron-like cells, with low toxicity. But the mechanisms involved in NC effects on MSCs remain poorly understood. OBJECTIVE: We used a whole genome microarray technique to further investigate the molecular, genetic, and pharmacodynamic mechanisms of NC on MSC gene expression profiles. DESIGN, TIME AND SETTING: A parallel, controlled, in vitro experiment was performed at the First Affiliated Hospital of Shenzhen University, Shenzhen Institute of Integrated Chinese and Western Medicine, China, between September 2006 and October 2008. MATERIALS: NC was provided by Shenzhen Institute of Integrated Chinese and Western Medicine China. It was predominantly composed of Renshen (Radix Ginseng), Tianma (Rhizoma Gastrodiae) and Yinxingye (Ginkgo Leaf) and prepared by conventional water extractJon technology. Twelve adult, male, New Zealand rabbits were included, six of which underwent intragastric administration of NC extract for 1 month to create NC-containing serum. METHODS: Bone marrow was collected from the tibia and femur of Sprague Dawley rats, aged 6 8 months old. Rat MSCs were isolated and purified by the whole bone marrow adherence method. After in vitro culture, MSCs from passage 4 were treated with NC-containing serum for 48 hours, and total RNA was extracted. Gene expression in MSCs was analyzed using Affymetrix whole genome microarray analysis. MAIN OUTCOME MEASURES: Differentially expressed genes in NC serum-treated MSCs. RESULTS: NC treated MSCs displayed 46 differentially expressed genes, 22 with upregulated expression (fold change 〉 2) and 24 with downregulated expression (fold change 〈 -2). Differentially expressed genes participated in neuronal growth, differentiation, and function, cell growth, differentiation, proliferation, apoptosis, signal transduction, substance/energy metabolism, ion transport, and immune responses. NC treatment changed levels of transforming growth factor β/ bone morphogenetic proteins, Hedgehog, Bmp, and Wntsignaling pathways, which regulate nerve cell differentiation, development and function, as well as learning and memory; Ras, G protein- coupled receptor signal pathways that are related to cell growth, proliferation, and apoptosis; and mitogen-activated protein kinase kinase kinase signaling cascades. CONCLUSION: NC can regulate gene expression for many signal transduction pathways related to nerve cell differentiation, development and function, learning and memory function, as well as regulation of cell growth, differentiation, proliferation, or apoptosis to mediate the genetic effects of NC treatment on AD.
基金Supported by National Institutes of Health,Bethesda,United States,No.5R01AI076192
文摘AIM: To study host gene expression and numberof immune cells in liver tissues from patients with fulminant hepatitis E(FH-E).METHODS: Microarray-based expression profiling was done using Illumina Human WG-6_v3_Bead Chip arrays on post-mortem liver tissue from 5 patients with FH-E,and compared with similar tissue from 6 patients with fulminant hepatitis B(FH-B; disease controls) and normal liver tissue from 6 persons.Differential expression was defined as ≥ 2.0-fold change with Benjamini-Hochberg false discovery rate below 0.05 using t-test in liver tissue from FH-B and FH-E,than healthy liver tissue.For some genes that showed differential expression in FH-E,microarray data were validated using quantitative reverse transcription PCR.Differentially expressed gene lists were then subjected to "Gene Ontology" analysis for biological processes,and pathway analysis using Bio Carta database on the DAVID server.In addition,tissue sections were stained for CD4+,CD8+ and CD56+ cells using indirect immunohistochemistry; cells staining positive for each of these markers were counted and compared between groups.RESULTS: Compared to normal livers,those from patients with FH-E and FH-B showed differential expression of 3377 entities(up-regulated 1703,downregulated 1674) and 2572 entities(up 1164,down 1408),respectively.This included 2142(up 896,down 1246) entities that were common between the two sets; most of these belonged to metabolic,hemostatic and complement pathways,which are active in normal livers.Gene expression data from livers of patients with FH-E but not those of FH-B showed activation of several immune response pathways,particularly those involving cytotoxic T cells.The fold-change values of m RNA for selected genes in livers from FH-E than in normal liver tissue determined using quantitative reverse transcription PCR showed excellent concordance with microarray analysis.At immunohistochemistry,CD8+ T cells showed an increase in liver biopsies from both FH-E [median 53.4 per arbitrary unit area(range 31.2-99.9)] and FH-B [median 49.3(19.3-51.0); P = 0.005] compared to control liver tissue [median 6.9(3.1-14.9)].CONCLUSION: FH-E patients show CD8+ T cell infiltration and increased gene expression of cytotoxic T cell pathways in liver,suggesting a possible pathogenetic role for these cells.
文摘Factor Ⅷ deficiency or hemophilia A is X-linkedgenetic disorder in human. General treatment of severehemophilia A consists of adiministration of plasma-derived or recombinant clotting factor concentrates. Ithas caused a series of problems, i. e. viral infection andcost too much to use rF Ⅷ. Nowadays, people havedeveloped the retroviral vector and the adcnoviral
基金supported by a grant from the Progressive MS Alliance(BRAVE in MS)Le Grand Portage Fund。
文摘Mature oligodendrocytes form myelin sheaths that are crucial for the insulation of axons and efficient signal transmission in the central nervous system.Recent evidence has challenged the classical view of the functionally static mature oligodendrocyte and revealed a gamut of dynamic functions such as the ability to modulate neuronal circuitry and provide metabolic support to axons.Despite the recognition of potential heterogeneity in mature oligodendrocyte function,a comprehensive summary of mature oligodendrocyte diversity is lacking.We delve into early 20th-century studies by Robertson and Río-Hortega that laid the foundation for the modern identification of regional and morphological heterogeneity in mature oligodendrocytes.Indeed,recent morphologic and functional studies call into question the long-assumed homogeneity of mature oligodendrocyte function through the identification of distinct subtypes with varying myelination preferences.Furthermore,modern molecular investigations,employing techniques such as single cell/nucleus RNA sequencing,consistently unveil at least six mature oligodendrocyte subpopulations in the human central nervous system that are highly transcriptomically diverse and vary with central nervous system region.Age and disease related mature oligodendrocyte variation denotes the impact of pathological conditions such as multiple sclerosis,Alzheimer's disease,and psychiatric disorders.Nevertheless,caution is warranted when subclassifying mature oligodendrocytes because of the simplification needed to make conclusions about cell identity from temporally confined investigations.Future studies leveraging advanced techniques like spatial transcriptomics and single-cell proteomics promise a more nuanced understanding of mature oligodendrocyte heterogeneity.Such research avenues that precisely evaluate mature oligodendrocyte heterogeneity with care to understand the mitigating influence of species,sex,central nervous system region,age,and disease,hold promise for the development of therapeutic interventions targeting varied central nervous system pathology.
基金supported by the National Natural Science Foundation of China (82003639)Taishan Scholars Program of Shandong Province (tsqn201909049)Qilu Youth Scholar Startup Funding of Shandong University.
文摘Microbial natural products and their derivatives have been developed as a considerable part of clinical drugs and agricultural chemicals.Marine microbial natural products exhibit diverse chemical structures and bioactivities with substantial potential for the development of novel pharmaceuticals.However,discovering compounds with new skeletons from marine microbes remains challenging.In recent decades,multiple approaches have been de-veloped to discover novel marine microbial natural products,among which heterologous expression has proven to be an effective method.Facilitated by large DNA cloning and comparative metabolomic technologies,a few novel bioactive natural products from marine microorganisms have been identified by the expression of their biosynthetic gene clusters(BGCs)in heterologous hosts.Heterologous expression is advantageous for character-izing gene functions and elucidating the biosynthetic mechanisms of natural products.This review provides an overview of recent progress in heterologous expression-guided discovery,biosynthetic mechanism elucidation,and yield optimization of natural products from marine microorganisms and discusses the future directions of the heterologous expression strategy in facilitating novel natural product exploitation.
基金Supported by the National Natural Science Foundation of China(No.39870667)the Scientific Research Foundation of Jilin Province, China(Nos.2007-0722, 2007-05265, 2008-2123, 20100942) the Project of Developing and Reforming Community of Jilin Province, China (Nos.2006-1550, 2003-1268, 2010-1928, 20080925, 20101928)
文摘Natural antioxidants, due to the different chemical structures and their unique biological protection effects on islet cell, have been received much attention in applied chemistry field for developing a new diabetic drug. However, the molecular targets of the islet cell protection have been remained obscure. For investigating molecular targets of combined natural antioxidant’s(CNA) roles in against diabetes, type 1 diabetic mouse model was made by multiple injection of low doses of streptozotocin into C57BL mice. Two combinations of natural antioxidants were orally supplemented to the mice. Blood glucose level, glutathione peroxidase(GSH-Px) and superoxide dismutase (SOD) activities, and malondialdehyde(MDA) contents were measured via biochemical assays. Tumor necrosis factor α(TNF-α), interferon γ(IFN-γ) and Interleukin-12(IL-12) in CD4+ Peripheral blood mononuclear cells(PBMC) were evaluated with flow cytometry(FCM). In situ hybridization(ISH) and immunohistochemistry(IHC) were used to detect insulin gene expression. The results demonstrate both the combinations significantly: increased GSH-px and SOD, but decreased MDA levels in pancreas(p〈0.05―0.01); up-regulated insulin expression at both mRNA and protein levels in islet cells(p〈0.05―0.01); down-regulated TNF-α and IL-12 expression in PBMC(p〈0.05―0.01). Our data suggest that the CAN may regulate multiple key molecular targets related to β cell function, including reduction of oxidative stress and pre-inflammatory cytokines, and upregulate insulin gene expression to reduce the development of diabetes.
基金the National Natural Science Foundation of China(Nos.81872768 and U1903122)Liaoning Revitalization Talents Program(XLYC1807118)+3 种基金Shenyang Young Scientific and Technological Innovators Programme(RC200408)the Special Fund of Research Institute of Drug Regulatory Science Research,Shenyang Pharmaceutical University(No.2021jgkx010)Liaoning BaiQianWan Talents Program(2018)the Fund of State Key Laboratory of Phytochemistry and Plant Resources in West China(P2020-KF01).
文摘Natural products(NPs),especially those from traditional herbal medicines,can evidently modulate human gene expression at multiple levels,leading to a wide diversity of bioactivities.Although numerous bio-functions of NPs for human body have been found,there is little understanding about how NPs achieve it,as less attention was drawn to the definite mechnism by which NPs regulate gene expression.Furthermore,based on the rapidly advancing knowledge of mechanisms for gene regulation in recent years,newly-understood mechanisms,such as post-transcriptional regulation,are found to be involved in NP-elicited bio-effects,providing a new perspective on understanding the role of NPs in gene expression.Therefore,in the current review,we summarize the function of NPs in gene expression from the perspectives of transcriptional,post-transcriptional,and post-translational regulation,which will reinforce the understanding of NP-induced effects in gene expression and facilitate the exploration of more NPs with potential therapeutic effects.
基金supported by grants from the National Program for Basic Research of China(No.2012CB114305)the National Program on High Technology Development(No. 2012AA10A303)the Oversea Graduate Program from Ministry of Education to K.Songyikhangsuthor
文摘Water is a major limiting factor for food production and many countries fail to produce sufficient food for their population due to severe water scarcity (Jury and Vaux, 2005). Rice is the main staple food worldwide. More than 50% of rice in the world is rain-fed and drought causes severe reduction in rice grain yield in rain-fed environments (Venuprasad et al., 2007; Zhang, 2007; Sandhu et al., 2014). Therefore, enhancing drought resistance (DR) of rice is important for food security. However, DR is a complex trait, which is controlled by a large number of loci with small effect and is also affected by different genetic background, genotype-by-environment interaction and other stresses such as heat (Hu and Xiong, 2014).
基金supported by research grants from National Natural Science Foundation of China (Nos. 31630042 and 91731302)
文摘Understanding how gene expression is translated to phenotype is central to modern molecular biology,and the success is contingent on the intrinsic tractability of the specific traits under examination.However, an a priori estimate of trait tractability from the perspective of gene expression is unavailable.Motivated by the concept of entropy in a thermodynamic system, we here propose such an estimate(S_T)by gauging the number(N) of expression states that underlie the same trait abnormality, with large S_T corresponding to large N. By analyzing over 200 yeast morphological traits, we show that S_T predicts the tractability of an expression-trait relationship. We further show that S_T is ultimately determined by natural selection, which builds co-regulated gene modules to minimize possible expression states.