Bladder cancer(BC)is the 10th most common cancer worldwide,with about 0.5 million reported new cases and about 0.2 million deaths per year.In this scoping review,we summarize the current evidence regarding the clinica...Bladder cancer(BC)is the 10th most common cancer worldwide,with about 0.5 million reported new cases and about 0.2 million deaths per year.In this scoping review,we summarize the current evidence regarding the clinical implications of single-cell sequencing for bladder cancer based on PRISMA guidelines.We searched PubMed,CENTRAL,Embase,and supplemented with manual searches through the Scopus,and Web of Science for published studies until February 2023.We included original studies that used at least one single-cell technology to study bladder cancer.Forty-one publications were included in the review.Twenty-nine studies showed that this technology can identify cell subtypes in the tumor microenvironment that may predict prognosis or response to immune checkpoint inhibition therapy.Two studies were able to diagnose BC by identifying neoplastic cells through single-cell sequencing urine samples.The remaining studies were mainly a preclinical exploration of tumor microenvironment at single cell level.Single-cell sequencing technology can discriminate heterogeneity in bladder tumor cells and determine the key molecular properties that can lead to the discovery of novel perspectives on cancer management.This nascent tool can advance the early diagnosis,prognosis judgment,and targeted therapy of bladder cancer.展开更多
Objective:Patient-derived xenograft(PDX)models have shown great promise in preclinical and translational applications,but their consistency with primary tumors in phenotypic,genetic,and pharmacodynamic heterogeneity h...Objective:Patient-derived xenograft(PDX)models have shown great promise in preclinical and translational applications,but their consistency with primary tumors in phenotypic,genetic,and pharmacodynamic heterogeneity has not been well-studied.This study aimed to establish a PDX repository for non-small cell lung cancer(NSCLC)and to further elucidate whether it could preserve the heterogeneity within and between tumors in patients.Methods:A total of 75 surgically resected NSCLC specimens were implanted into immunodeficient NOD/SCID mice.Based on the successful establishment of the NSCLC PDX model,we compared the expressions of vimentin,Ki67,EGFR,and PD-L1 proteins between cancer tissues and PDX models using hematoxylin and eosin staining and immunohistochemical staining.In addition,we detected whole gene expression profiling between primary tumors and PDX generations.We also performed whole exome sequencing(WES)analysis in 17 first generation xenografts to further assess whether PDXs retained the patient heterogeneities.Finally,paclitaxel,cisplatin,doxorubicin,atezolizumab,afatininb,and AZD4547 were used to evaluate the responses of PDX models to the standard-of-care agents.Results:A large collection of serially transplantable PDX models for NSCLC were successfully developed.The histology and pathological immunohistochemistry of PDX xenografts were consistent with the patients’tumor samples.WES and RNA-seq further confirmed that PDX accurately replicated the molecular heterogeneities of primary tumors.Similar to clinical patients,PDX models responded differentially to the standard-of-care treatment,including chemo-,targeted-and immuno-therapeutics.Conclusions:Our established PDX models of NSCLC faithfully reproduced the molecular,histopathological,and therapeutic characteristics,as well as the corresponding tumor heterogeneities,which provides a clinically relevant platform for drug screening,biomarker discovery,and translational research.展开更多
Hepatocellular carcinoma(HCC)is characterized by high heterogeneity in both intratumoral and interpatient manners.While interpatient heterogeneity is related to personalized therapy,intratumoral heterogeneity(ITH)larg...Hepatocellular carcinoma(HCC)is characterized by high heterogeneity in both intratumoral and interpatient manners.While interpatient heterogeneity is related to personalized therapy,intratumoral heterogeneity(ITH)largely influences the efficacy of therapies in individuals.ITH contributes to tumor growth,metastasis,recurrence,and drug resistance and consequently limits the prognosis of patients with HCC.There is an urgent need to understand the causes,characteristics,and consequences of tumor heterogeneity in HCC for the purposes of guiding clinical practice and improving survival.Here,we summarize the studies and technologies that describe ITH in HCC to gain insight into the origin and evolutionary process of heterogeneity.In parallel,evidence is collected to delineate the dynamic relationship between ITH and the tumor ecosystem.We suggest that conducting comprehensive studies of ITH using single-cell approaches in temporal and spatial dimensions,combined with population-based clinical trials,will help to clarify the clinical implications of ITH,develop novel intervention strategies,and improve patient prognosis.展开更多
Over the past 2 decades,cancer stem cells(CSCs)have been identified as the root cause of cancer occurrence,progression,chemoradioresistance,recurrence,and metastasis.Targeting CSCs is a novel therapeutic strategy for ...Over the past 2 decades,cancer stem cells(CSCs)have been identified as the root cause of cancer occurrence,progression,chemoradioresistance,recurrence,and metastasis.Targeting CSCs is a novel therapeutic strategy for cancer management and treatment.Liver cancer(LC)is a malignant disease that can endanger human health.Studies are increasingly suggesting that changes in the liver mechanical microenvironment are a primary driver triggering the occurrence and development of liver cancer.In this review,we summarize current understanding of the roles of the liver mechano-microenvironment and liver cancer stem cells(LCSCs)in liver cancer progression.We also discuss the relationship between the mechanical heterogeneity of liver cancer tissues and LCSC recruitment and metastasis.Finally,we highlight potential mechanosensitive molecules in LCSCs and mechanotherapy in liver cancer.Understanding the roles and regulatory mechanisms of the mechano-microenvironment and LCSCs may provide fundamental insights into liver cancer progression and aid in further development of novel therapeutic strategies.展开更多
The high incidence of hepatocellular carcinoma(HCC)recurrence negatively impacts outcomes of patients treated with curative intent despite advances in surgical techniques and other locoregional liver-targeting therapi...The high incidence of hepatocellular carcinoma(HCC)recurrence negatively impacts outcomes of patients treated with curative intent despite advances in surgical techniques and other locoregional liver-targeting therapies.Over the past few decades,the emergence of transcriptome analysis tools,including real-time quantitative reverse transcription PCR,microarrays,and RNA sequencing,has not only largely contributed to our knowledge about the pathogenesis of recurrent HCC but also led to the development of outcome prediction models based on differentially expressed gene signatures.In recent years,the single-cell RNA sequencing technique has revolutionized our ability to study the complicated crosstalk between cancer cells and the immune environment,which may benefit further investigations on the role of different immune cells in HCC recurrence and the identification of potential therapeutic targets.In the present article,we summarized the major findings yielded with these transcriptome methods within the framework of a causal model consisting of three domains:primary cancer cells;carcinogenic stimuli;and tumor microenvironment.We provided a comprehensive review of the insights that transcriptome analyses have provided into diagnostics,surveillance,and treatment of HCC recurrence.展开更多
Prostate cancer (PCa) is one of the most common malignancies in the world with over 890 000 cases and over 258 000 deaths worldwide each year. Nearly all mortalities from PCa are due to metastatic disease, typically...Prostate cancer (PCa) is one of the most common malignancies in the world with over 890 000 cases and over 258 000 deaths worldwide each year. Nearly all mortalities from PCa are due to metastatic disease, typically through tumors that evolve to be hormone-refractory or castrate-resistant. Despite intensive epidemiological study, there are few known environmental risk factors, and age and family history are the major determinants. However, there is extreme heterogeneity in PCa incidence worldwide, suggesting that major determining factors have not been described. Genome-wide association studies have been performed and a considerable number of significant, but low-risk loci have been identified. In addition, several groups have analyzed PCa by determination of genomic copy number, fusion gene generation and targeted resequencing of candidate genes, as well as exome and whole genome sequencing. These initial studies have examined both primary and metastatic tumors as well as murine xenografts and identified somatic alterations in TP53and other potential driver genes, and the disturbance of androgen response and cell cycle pathways. It is hoped that continued characterization of risk factors as well as gene mutation and misregulation in tumors will aid in understanding, diagnosing and better treating PCa.展开更多
Small cell lung cancer(SCLC)is a high-grade neuroendocrine(NE)cancer characterized by high circulating tumor-cell burden and early extensive metastasis.Considering the complexity of SCLC genes and the immune microenvi...Small cell lung cancer(SCLC)is a high-grade neuroendocrine(NE)cancer characterized by high circulating tumor-cell burden and early extensive metastasis.Considering the complexity of SCLC genes and the immune microenvironment,their unique molecular heterogeneity profiles have been continuously explored.The understanding of SCLC subtypes has recently changed from traditional"classical"and"variant"types to"NE"and"non-NE"phenotypes and to the subtypes defined by major transcriptional regulators,which indicates the gradual revelation of high intratumoral heterogeneity and plasticity characteristics of SCLCs.Advances in genomics as well as the development of single-cell sequencing analysis and new preclinical models have helped investigators gain many new insights into SCLCs and the development of targeted therapy and immunotherapy strategies.This article provides an overview of changes in molecular typing,tumor heterogeneity,and plasticity and that of advances in the precise treatment of different subtypes of SCLC.展开更多
Since the failure of traditional therapy, gene therapy using functional DNA sequence and small RNA/DNA molecules(oligonucleotide) has become a promising avenue for cancer treatment. The discovery of RNA molecules has ...Since the failure of traditional therapy, gene therapy using functional DNA sequence and small RNA/DNA molecules(oligonucleotide) has become a promising avenue for cancer treatment. The discovery of RNA molecules has impelled researchers to investigate small regulatory RNA from various natural and artificial sources and determine a cogent target for controlling tumor progression. Small regulatory RNAs are used for therapeutic silencing of oncogenes and aberrant DNA repair response genes.Despite their advantages, therapies based on small RNAs exhibit limitations in terms of stability of therapeutic drugs, precisionbased delivery in tissues, precision-based intercellular and intracellular targeting, and tumor heterogeneity-based responses. In this study, we summarize the potential and drawbacks of small RNAs in nucleic acid therapeutics for cancer.展开更多
In this study,CD133+ subpopulations were isolated from 41 primary colorectal cancer tissues,the proliferation and cell cycle distribution of the cells were examined without in vitro expansion,and then compared to thos...In this study,CD133+ subpopulations were isolated from 41 primary colorectal cancer tissues,the proliferation and cell cycle distribution of the cells were examined without in vitro expansion,and then compared to those of cell lines.The detection of CD133 in colorectal cancer tissues,isolation of CD133+ and CD133-epithelial subpopulations,Ki-67/DNA multiparameter assay and cell volume analysis were flow cytometrically conducted.The results showed that Ki-67 expression was correlated with CD133 level in primary cancer tissues,while cell cycle G 2 /M phase distribution or clinicopathological characteristics was not.In addition,the CD133+ cells showed larger cell volume and higher Ki-67 expression as compared with CD133-cells.But there was no statistically significant difference in G 2 /M phase distribution between the two subpopulations.Our results demonstrated that the CD133+ subpopulation in colorectal cancer tissue contained more actively cycling and proliferating cells,which was not correlated to clinicopathological factors but might contribute to tumor progression and poor clinical outcome.展开更多
Heterogeneity is a major obstacle to the success of CAR-T therapy in treating solid tumors. The complex tumor micro-environment and varying phenotypes of tumor cells might result in antigen escape, drug resistance, an...Heterogeneity is a major obstacle to the success of CAR-T therapy in treating solid tumors. The complex tumor micro-environment and varying phenotypes of tumor cells might result in antigen escape, drug resistance, and tumor recurrence. To address this issue, we proposed to use lipid-modified fluorescein isothiocyanate(Lip-FITC) as an artificial ligand to normalize the phenotypes of solid tumor cells. In murine cutaneous melanoma and colon adenocarcinoma that prefer to utilize exogenous long-chain fatty acids, we observed much more uptake of Lip-FITC and significantly increased FITC fluorescence on tumor cell membranes than normal cells. This specific exogenous labeling with FITC enhanced the recognition and selectivity of CART cells in solid tumors, bypassing the limitations derived from antigen expression differences in adoptive cell therapies. Lipid metabolism analysis and in vitro experiments demonstrated the sufficient uptake of long-chain fatty acid(LCFAs)-modified Lip-FITC by solid tumor cells, as well as satisfactory ligand assembly on cell membranes. In solid tumor model, the treatment induced the recognition and initiation of CART cells and successfully suppressed tumor progression through T-cell immunity.展开更多
The tumor immune microenvironment(TIME)is broadly composed of various immune cells,and its heterogeneity is characterized by both immune cells and stromal cells.During the course of tumor formation and progression and...The tumor immune microenvironment(TIME)is broadly composed of various immune cells,and its heterogeneity is characterized by both immune cells and stromal cells.During the course of tumor formation and progression and anti-tumor treatment,the composition of the TIME becomes heterogeneous.Such immunological heterogeneity is not only present between populations but also exists on temporal and spatial scales.Owing to the existence of TIME,clinical outcomes can differ when a similar treatment strategy is provided to patients.Therefore,a comprehensive assessment of TIME heterogeneity is essential for developing precise and effective therapies.Facilitated by advanced technologies,it is possible to understand the complexity and diversity of the TIME and its influence on therapy responses.In this review,we discuss the potential reasons for TIME heterogeneity and the current approaches used to explore it.We also summarize clinical intervention strategies based on associated mechanisms or targets to control immunological heterogeneity.展开更多
Cerebellar liponeurocytoma (CL) described under many different names, is a rare WHO grade I or II well differentiated neurocytic tumor of the cerebellum with focal lipomatous differentiation. Mainly reported in adulth...Cerebellar liponeurocytoma (CL) described under many different names, is a rare WHO grade I or II well differentiated neurocytic tumor of the cerebellum with focal lipomatous differentiation. Mainly reported in adulthood, it is fought to be a posterior fossa benign tumor. In this paper, we talk about a 64-year-old woman, following up for Parkinson’s disease presented in our department for 7 months’ history of headache and gait disturbance. MRI showed a right cerebellopontine angle (CPA) heterogeneous unlimited tumor mimicking an epidermoid cyst. She underwent a lateral suboccipital craniectomy procedure that permitted obtaining the whole gross total resection of this tumor. The histopathological diagnosis was a cerebellar liponeurocytoma. She was discharged from hospital the 8th day after surgery and was free of symptoms since 5 years.展开更多
Small cell lung cancer(SCLC)is a highly malignant tumor with a very poor prognosis;therefore,more effective treatments are urgently needed for patients afflicted with the disease.In recent years,emerging molecular cla...Small cell lung cancer(SCLC)is a highly malignant tumor with a very poor prognosis;therefore,more effective treatments are urgently needed for patients afflicted with the disease.In recent years,emerging molecular classifications based on key transcription factors of SCLC have provided more information on the tumor pathophysiology,metastasis,immune microenvironment,and acquired therapeutic resistance and reflected the intertumoral heterogeneity of the various SCLC phenotypes.Additionally,advances in genomics and single-cell sequencing analysis have further revealed the high intratumoral heterogeneity and plasticity of the disease.Herein,we review and summarize these recent lines of evidence and discuss the possible pathogenesis of SCLC.展开更多
Hepatocellular carcinoma(HCC)is a liver cancer,highly heterogeneous both at the histopathological and molecular levels.It arises from hepatocytes as the result of the accumulation of numerous genomic alterations in va...Hepatocellular carcinoma(HCC)is a liver cancer,highly heterogeneous both at the histopathological and molecular levels.It arises from hepatocytes as the result of the accumulation of numerous genomic alterations in various signaling pathways,including canonical WNT/β-catenin,AKT/mTOR,MAPK pathways as well as signaling associated with telomere maintenance,p53/cell cycle regulation,epigenetic modifiers,and oxidative stress.The role of WNT/β-catenin signaling in liver homeostasis and regeneration is well established,whereas in development and progression of HCC is extensively studied.Herein,we review recent advances in our understanding of how WNT/β-catenin signaling facilitates the HCC development,acquisition of stemness features,metastasis,and resistance to treatment.We outline genetic and epigenetic alterations that lead to activated WNT/β-catenin signaling in HCC.We discuss the pivotal roles of CTNNB1 mutations,aberrantly expressed non-coding RNAs and complexity of crosstalk between WNT/β-catenin signaling and other signaling pathways as challenging or advantageous aspects of therapy development and molecular stratification of HCC patients for treatment.展开更多
Glioma is the most common lethal tumor of the human brain.The median survival of patients with primary World Health Organization grade IV glioma is only 14.6 months.The World Health Organization classification of tumo...Glioma is the most common lethal tumor of the human brain.The median survival of patients with primary World Health Organization grade IV glioma is only 14.6 months.The World Health Organization classification of tumors of the central nervous system categorized gliomas into lower-grade gliomas and glioblastomas.Unlike primary glioblastoma that usually develop de novo in the elderly,secondary glioblastoma enriched with an isocitrate dehydrogenase mutant typically progresses from lower-grade glioma within 5-10 years from the time of diagnosis.Based on various evolutional trajectories brought on by clonal and subclonal alterations,the evolution patterns of glioma vary according to different theories.Some important features distinguish the normal brain from other tissues,e.g.,the composition of the microenvironment around the tumor cells,the presence of the blood-brain barrier,and others.The underlying mechanism of glioma recurrence and evolution patterns of glioma are different from those of other types of cancer.Several studies correlated tumor recurrence with tumor heterogeneity and the immune microenvironment.However,the detailed reasons for the progression and recurrence of glioma remain controversial.In this review,we introduce the different mechanisms involved in glioma progression,including tumor heterogeneity,the tumor microenvironment and drug resistance,and their pre-clinical implements in clinical trials.This review aimed to provide new insights into further clinical strategies for the treatment of patients with recurrent and secondary glioma.展开更多
Single-cell RNA sequencing(scRNA-seq)is a novel technology that allows transcriptomic analyses of individual cells.During the past decade,scRNA-seq sensitivity,accuracy,and efficiency have improved due to innovations ...Single-cell RNA sequencing(scRNA-seq)is a novel technology that allows transcriptomic analyses of individual cells.During the past decade,scRNA-seq sensitivity,accuracy,and efficiency have improved due to innovations including more sensitive,automated,and cost-effective single-cell isolation methods with higher throughput as well as ongoing technological development of scRNA-seq protocols.Among the variety of current approaches with distinct features,researchers can choose the most suitable method to carry out their research.By profiling single cells in a complex population mix,scRNA-seq presents great advantages over traditional sequencing methods in dissecting heterogeneity in cell populations hidden in bulk analysis and exploring rare cell types associated with tumorigenesis and metastasis.scRNA-seq studies in recent years in the field of breast cancer research have clustered breast cancer cell populations with different molecular subtypes to identify distinct populations that may correlate with poor prognosis and drug resistance.The technology has also been used to explain tumor microenvironment heterogeneity by identifying distinct immune cell subsets that may be associated with immunosurveillance and are potential immunotherapy targets.Moreover,scRNA-seq has diverse applications in breast cancer research besides exploring heterogeneity,including the analysis of cell-cell communications,regulatory single-cell states,immune cell distributions,and more.scRNA-seq is also a promising tool that can facilitate individualized therapy due to its ability to define cell subsets with potential treatment targets.Although scRNA-seq studies of therapeutic selection in breast cancer are currently limited,the application of this technology in this field is prospective.Joint efforts and original ideas are needed to better implement scRNA-seq technologies in breast cancer research to pave the way for individualized treatment management.This review provides a brief introduction on the currently available scRNA-seq approaches along with their corresponding strengths and weaknesses and may act as a reference for the selection of suitable methods for research.We also discuss the current applications of scRNA-seq in breast cancer research for tumor heterogeneity analysis,individualized therapy,and the other research directions mentioned above by reviewing corresponding published studies.Finally,we discuss the limitations of current scRNA-seq technologies and technical problems that remain to be overcome.展开更多
Cancer is an evolutionary process fueled by genetic or epigenetic alterations in the genome.Understanding the evolutionary dynamics that are operative at different stages of tumor progression might inform effective st...Cancer is an evolutionary process fueled by genetic or epigenetic alterations in the genome.Understanding the evolutionary dynamics that are operative at different stages of tumor progression might inform effective strategies in early detection,diagnosis,and treatment of cancer.However,our understanding on the dynamics of tumor evolution through time is very limited since it is usually impossible to sample patient tumors repeatedly.The recent advances in in vitro 3D organoid culture technologies have opened new avenues for the development of more realistic human cancer models that mimic many in vivo biological characteristics in human tumors.Here,we review recent progresses and challenges in cancer genomic evolution studies and advantages of using tumor organoids to study cancer evolution.We propose to establish an experimental evolution model based on continuous passages of patient-derived organoids and longitudinal sampling to study clonal dynamics and evolutionary patterns over time.Development and integration of population genetic theories and computational models into time-course genomic data in tumor organoids will help to pinpoint the key cellular mechanisms underlying cancer evolutionary dynamics,thus providing novel insights on therapeutic strategies for highly dynamic and heterogeneous tumors.展开更多
Gastroesophageal cancers are leading causes of cancer death.Our attempts at adopting molecularly based treatment approaches have been slow and ineffective even though we begin to identify specific targetable gene muta...Gastroesophageal cancers are leading causes of cancer death.Our attempts at adopting molecularly based treatment approaches have been slow and ineffective even though we begin to identify specific targetable gene mutations and pathways.It is dear that we should no longer treat all gastroesophageal cancers as a homogeneous disease,which is what we do when we use nonspecific chemotherapy.However,we currently cannot monitor successful gene/pathway targeting,nor understand how/when tumors develop resistance,nor predict which patients will derive maximal benefit.To improve outcomes,we must precisely detail the heterogeneity of these tumors to then individualize cancer therapy as well as develop novel avenues to study and predict treatment effects in individual patients.To this end,patient-derived organoids,in which tumor cells from individual patients are grown in a Petri dish,are a new versatile system that allows for timely expandability,detailed molecular characterization,and genetic manipulation with the promise of enabling predictive assessment of treatment response.In this review,we will explore the development and basic techniques for organoid generation,and discuss the current and potential future applications of this exciting technology to study the basic science of carcinogenesis and to predict/guide cancer patient care in the clinics.展开更多
Circulating tumor cells(CTCs)have received a lot of attention as a novel biomarker for cancer research in past decades.CTCs infiltrate the bloodstream derived from the primary tumor,and are significantly involved in c...Circulating tumor cells(CTCs)have received a lot of attention as a novel biomarker for cancer research in past decades.CTCs infiltrate the bloodstream derived from the primary tumor,and are significantly involved in cancer metastasis and recurrence.Although clinical applications have been challenging owing to the difficulties of CTC identification,recent development of technology for specific enrichment and detection of CTCs contributes to diagnosis and treatment.Furthermore,CTC analyses will shed new light on the biological mechanisms of cancer progression and metastasis.A number of clinical studies have already been carried out on the basis of CTC technology.Nevertheless,the clinical utility of CTCs is still unknown in gastric cancer.In this review,we elaborate on the latest advances of CTC research in gastric cancer.展开更多
Background:Tumor heterogeneity is contributed by tumor cells and the microenvironment.Dynamics of tumor heterogeneity during colorectal cancer(CRC)progression have not been elucidated.Methods:Eight single-cell RNA seq...Background:Tumor heterogeneity is contributed by tumor cells and the microenvironment.Dynamics of tumor heterogeneity during colorectal cancer(CRC)progression have not been elucidated.Methods:Eight single-cell RNA sequencing(scRNA-seq)data sets of CRC were included.Milo was utilized to reveal the differential abundance of cell clusters during progression.The differentiation trajectory was imputed by using the Palantir algorithm and metabolic states were assessed by using scMetabolism.Three spatial transcription sequencing(ST-seq)data sets of CRC were used to validate cell-type abundances and colocalization.Cancer-associated regulatory hubs were defined as communication networks affecting tumor biological behaviors.Finally,quantitative reverse transcription polymerase chain reaction and immunohistochemistry staining were performed for validation.Results:TM4SF1t,SOX4t,and MKI67t tumor cells;CXCL12t cancer-associated fibroblasts;CD4t resident memory T cells;Treg;IgAt plasma cells;and several myeloid subsets were enriched in stage IV CRC,most of which were associated with overall survival of patients.Trajectory analysis indicated that tumor cells from patients with advanced-stage CRC were less differentiated,when metabolic heterogeneity showed a highest metabolic signature in terminal states of stromal cells,T cells,and myeloid cells.Moreover,ST-seq validated cell-type abundance in a spatial context and also revealed the correlation of immune infiltration between tertiary lymphoid structures and tumors followed by validation in our cohort.Importantly,analysis of cancer-associated regulatory hubs revealed a cascade of activated pathways including leukocyte apoptotic process,MAPK pathway,myeloid leukocyte differentiation,and angiogenesis during CRC progression.Conclusions:Tumor heterogeneity was dynamic during progression,with the enrichment of immunosuppressive Treg,myeloid cells,and fibrotic cells.The differential state of tumor cells was associated with cancer staging.Assessment of cancer-associated regulatory hubs suggested impaired antitumor immunity and increased metastatic ability during CRC progression.展开更多
文摘Bladder cancer(BC)is the 10th most common cancer worldwide,with about 0.5 million reported new cases and about 0.2 million deaths per year.In this scoping review,we summarize the current evidence regarding the clinical implications of single-cell sequencing for bladder cancer based on PRISMA guidelines.We searched PubMed,CENTRAL,Embase,and supplemented with manual searches through the Scopus,and Web of Science for published studies until February 2023.We included original studies that used at least one single-cell technology to study bladder cancer.Forty-one publications were included in the review.Twenty-nine studies showed that this technology can identify cell subtypes in the tumor microenvironment that may predict prognosis or response to immune checkpoint inhibition therapy.Two studies were able to diagnose BC by identifying neoplastic cells through single-cell sequencing urine samples.The remaining studies were mainly a preclinical exploration of tumor microenvironment at single cell level.Single-cell sequencing technology can discriminate heterogeneity in bladder tumor cells and determine the key molecular properties that can lead to the discovery of novel perspectives on cancer management.This nascent tool can advance the early diagnosis,prognosis judgment,and targeted therapy of bladder cancer.
基金supported by the National Natural Science Foundation of China(Grant Nos.81101143,81572617,and 81630101)the Sichuan Province Science and Technology Support Program(Grant Nos.2019JDRC0019 and 2018SZ0009)+2 种基金1.3.5 project for disciplines of excellence,West China Hospital,Sichuan University(Grant No.ZYJC18026)The Science and Technology Project of the Health Planning Committee of Sichuan(Grant No.19PJ242)Chengdu science and technology Support Program(Grant No.2019-YFYF-00090-SN)。
文摘Objective:Patient-derived xenograft(PDX)models have shown great promise in preclinical and translational applications,but their consistency with primary tumors in phenotypic,genetic,and pharmacodynamic heterogeneity has not been well-studied.This study aimed to establish a PDX repository for non-small cell lung cancer(NSCLC)and to further elucidate whether it could preserve the heterogeneity within and between tumors in patients.Methods:A total of 75 surgically resected NSCLC specimens were implanted into immunodeficient NOD/SCID mice.Based on the successful establishment of the NSCLC PDX model,we compared the expressions of vimentin,Ki67,EGFR,and PD-L1 proteins between cancer tissues and PDX models using hematoxylin and eosin staining and immunohistochemical staining.In addition,we detected whole gene expression profiling between primary tumors and PDX generations.We also performed whole exome sequencing(WES)analysis in 17 first generation xenografts to further assess whether PDXs retained the patient heterogeneities.Finally,paclitaxel,cisplatin,doxorubicin,atezolizumab,afatininb,and AZD4547 were used to evaluate the responses of PDX models to the standard-of-care agents.Results:A large collection of serially transplantable PDX models for NSCLC were successfully developed.The histology and pathological immunohistochemistry of PDX xenografts were consistent with the patients’tumor samples.WES and RNA-seq further confirmed that PDX accurately replicated the molecular heterogeneities of primary tumors.Similar to clinical patients,PDX models responded differentially to the standard-of-care treatment,including chemo-,targeted-and immuno-therapeutics.Conclusions:Our established PDX models of NSCLC faithfully reproduced the molecular,histopathological,and therapeutic characteristics,as well as the corresponding tumor heterogeneities,which provides a clinically relevant platform for drug screening,biomarker discovery,and translational research.
基金National Natural Science Foundation of China,No.81871320 and No.81830089Zhejiang Provincial Natural Science Foundation of China,No.LR20H160002.
文摘Hepatocellular carcinoma(HCC)is characterized by high heterogeneity in both intratumoral and interpatient manners.While interpatient heterogeneity is related to personalized therapy,intratumoral heterogeneity(ITH)largely influences the efficacy of therapies in individuals.ITH contributes to tumor growth,metastasis,recurrence,and drug resistance and consequently limits the prognosis of patients with HCC.There is an urgent need to understand the causes,characteristics,and consequences of tumor heterogeneity in HCC for the purposes of guiding clinical practice and improving survival.Here,we summarize the studies and technologies that describe ITH in HCC to gain insight into the origin and evolutionary process of heterogeneity.In parallel,evidence is collected to delineate the dynamic relationship between ITH and the tumor ecosystem.We suggest that conducting comprehensive studies of ITH using single-cell approaches in temporal and spatial dimensions,combined with population-based clinical trials,will help to clarify the clinical implications of ITH,develop novel intervention strategies,and improve patient prognosis.
基金supported by grants from National Natural Science Foundation of China(Grant No.11832008)the Natural Scienceof Chongqing(Grant No.cstc2020jcyj-msxm X0545)the Japan Society for the Promotion of Science under grants-in-Aid for Scientific Research(S)(Grant No.17H06146)。
文摘Over the past 2 decades,cancer stem cells(CSCs)have been identified as the root cause of cancer occurrence,progression,chemoradioresistance,recurrence,and metastasis.Targeting CSCs is a novel therapeutic strategy for cancer management and treatment.Liver cancer(LC)is a malignant disease that can endanger human health.Studies are increasingly suggesting that changes in the liver mechanical microenvironment are a primary driver triggering the occurrence and development of liver cancer.In this review,we summarize current understanding of the roles of the liver mechano-microenvironment and liver cancer stem cells(LCSCs)in liver cancer progression.We also discuss the relationship between the mechanical heterogeneity of liver cancer tissues and LCSC recruitment and metastasis.Finally,we highlight potential mechanosensitive molecules in LCSCs and mechanotherapy in liver cancer.Understanding the roles and regulatory mechanisms of the mechano-microenvironment and LCSCs may provide fundamental insights into liver cancer progression and aid in further development of novel therapeutic strategies.
基金Linkou Chang Gung Memorial Hospital,Taiwan,No.CORPG3L0271,No.CORPG3L0281,No.CMRPG3K2292,and No.CORPG3L0301Ministry of Science and Technology,No.MOST111-2314-B-182A-126.
文摘The high incidence of hepatocellular carcinoma(HCC)recurrence negatively impacts outcomes of patients treated with curative intent despite advances in surgical techniques and other locoregional liver-targeting therapies.Over the past few decades,the emergence of transcriptome analysis tools,including real-time quantitative reverse transcription PCR,microarrays,and RNA sequencing,has not only largely contributed to our knowledge about the pathogenesis of recurrent HCC but also led to the development of outcome prediction models based on differentially expressed gene signatures.In recent years,the single-cell RNA sequencing technique has revolutionized our ability to study the complicated crosstalk between cancer cells and the immune environment,which may benefit further investigations on the role of different immune cells in HCC recurrence and the identification of potential therapeutic targets.In the present article,we summarized the major findings yielded with these transcriptome methods within the framework of a causal model consisting of three domains:primary cancer cells;carcinogenic stimuli;and tumor microenvironment.We provided a comprehensive review of the insights that transcriptome analyses have provided into diagnostics,surveillance,and treatment of HCC recurrence.
文摘Prostate cancer (PCa) is one of the most common malignancies in the world with over 890 000 cases and over 258 000 deaths worldwide each year. Nearly all mortalities from PCa are due to metastatic disease, typically through tumors that evolve to be hormone-refractory or castrate-resistant. Despite intensive epidemiological study, there are few known environmental risk factors, and age and family history are the major determinants. However, there is extreme heterogeneity in PCa incidence worldwide, suggesting that major determining factors have not been described. Genome-wide association studies have been performed and a considerable number of significant, but low-risk loci have been identified. In addition, several groups have analyzed PCa by determination of genomic copy number, fusion gene generation and targeted resequencing of candidate genes, as well as exome and whole genome sequencing. These initial studies have examined both primary and metastatic tumors as well as murine xenografts and identified somatic alterations in TP53and other potential driver genes, and the disturbance of androgen response and cell cycle pathways. It is hoped that continued characterization of risk factors as well as gene mutation and misregulation in tumors will aid in understanding, diagnosing and better treating PCa.
基金supported by grants from Jilin Provincial Key Laboratory of Biological Therapy(No.20170622011JC)Jilin Provincial Science and Technology Department(No.20190303146SF)Jilin Province Finance Department(No.2018SCZWSZX-010)。
文摘Small cell lung cancer(SCLC)is a high-grade neuroendocrine(NE)cancer characterized by high circulating tumor-cell burden and early extensive metastasis.Considering the complexity of SCLC genes and the immune microenvironment,their unique molecular heterogeneity profiles have been continuously explored.The understanding of SCLC subtypes has recently changed from traditional"classical"and"variant"types to"NE"and"non-NE"phenotypes and to the subtypes defined by major transcriptional regulators,which indicates the gradual revelation of high intratumoral heterogeneity and plasticity characteristics of SCLCs.Advances in genomics as well as the development of single-cell sequencing analysis and new preclinical models have helped investigators gain many new insights into SCLCs and the development of targeted therapy and immunotherapy strategies.This article provides an overview of changes in molecular typing,tumor heterogeneity,and plasticity and that of advances in the precise treatment of different subtypes of SCLC.
基金Grant No.DST-SERB,Government of India,New Delhi,India(SERB/LS-1028/2013)Dr.D.Y Patil,Vidyapeeth,Pune,India(Grant No.DPU/05/01/2016).
文摘Since the failure of traditional therapy, gene therapy using functional DNA sequence and small RNA/DNA molecules(oligonucleotide) has become a promising avenue for cancer treatment. The discovery of RNA molecules has impelled researchers to investigate small regulatory RNA from various natural and artificial sources and determine a cogent target for controlling tumor progression. Small regulatory RNAs are used for therapeutic silencing of oncogenes and aberrant DNA repair response genes.Despite their advantages, therapies based on small RNAs exhibit limitations in terms of stability of therapeutic drugs, precisionbased delivery in tissues, precision-based intercellular and intracellular targeting, and tumor heterogeneity-based responses. In this study, we summarize the potential and drawbacks of small RNAs in nucleic acid therapeutics for cancer.
基金supported by grants from973 program from Ministry of Science and Technology of China(No.2004CB518705,No.2009CB521802)the National Natural Sciences Foundation of China(Nos.30872472,30800569)
文摘In this study,CD133+ subpopulations were isolated from 41 primary colorectal cancer tissues,the proliferation and cell cycle distribution of the cells were examined without in vitro expansion,and then compared to those of cell lines.The detection of CD133 in colorectal cancer tissues,isolation of CD133+ and CD133-epithelial subpopulations,Ki-67/DNA multiparameter assay and cell volume analysis were flow cytometrically conducted.The results showed that Ki-67 expression was correlated with CD133 level in primary cancer tissues,while cell cycle G 2 /M phase distribution or clinicopathological characteristics was not.In addition,the CD133+ cells showed larger cell volume and higher Ki-67 expression as compared with CD133-cells.But there was no statistically significant difference in G 2 /M phase distribution between the two subpopulations.Our results demonstrated that the CD133+ subpopulation in colorectal cancer tissue contained more actively cycling and proliferating cells,which was not correlated to clinicopathological factors but might contribute to tumor progression and poor clinical outcome.
基金supported by the National Natural Science Foundation of China (52103319, 22135005, 51988102)。
文摘Heterogeneity is a major obstacle to the success of CAR-T therapy in treating solid tumors. The complex tumor micro-environment and varying phenotypes of tumor cells might result in antigen escape, drug resistance, and tumor recurrence. To address this issue, we proposed to use lipid-modified fluorescein isothiocyanate(Lip-FITC) as an artificial ligand to normalize the phenotypes of solid tumor cells. In murine cutaneous melanoma and colon adenocarcinoma that prefer to utilize exogenous long-chain fatty acids, we observed much more uptake of Lip-FITC and significantly increased FITC fluorescence on tumor cell membranes than normal cells. This specific exogenous labeling with FITC enhanced the recognition and selectivity of CART cells in solid tumors, bypassing the limitations derived from antigen expression differences in adoptive cell therapies. Lipid metabolism analysis and in vitro experiments demonstrated the sufficient uptake of long-chain fatty acid(LCFAs)-modified Lip-FITC by solid tumor cells, as well as satisfactory ligand assembly on cell membranes. In solid tumor model, the treatment induced the recognition and initiation of CART cells and successfully suppressed tumor progression through T-cell immunity.
基金supported by the National Natural Science Foundation of China(No.82102878 to Jia-Nan Cheng and No.82073147 to Qingzhu Jia)the Natural Science Foundation of Chongqing(No.cstc2021jcyj-msxm3521 to Jia-Nan Cheng)the Chongqing PhD scientific project(No.sl202100000575 to Jia-Nan Cheng).
文摘The tumor immune microenvironment(TIME)is broadly composed of various immune cells,and its heterogeneity is characterized by both immune cells and stromal cells.During the course of tumor formation and progression and anti-tumor treatment,the composition of the TIME becomes heterogeneous.Such immunological heterogeneity is not only present between populations but also exists on temporal and spatial scales.Owing to the existence of TIME,clinical outcomes can differ when a similar treatment strategy is provided to patients.Therefore,a comprehensive assessment of TIME heterogeneity is essential for developing precise and effective therapies.Facilitated by advanced technologies,it is possible to understand the complexity and diversity of the TIME and its influence on therapy responses.In this review,we discuss the potential reasons for TIME heterogeneity and the current approaches used to explore it.We also summarize clinical intervention strategies based on associated mechanisms or targets to control immunological heterogeneity.
文摘Cerebellar liponeurocytoma (CL) described under many different names, is a rare WHO grade I or II well differentiated neurocytic tumor of the cerebellum with focal lipomatous differentiation. Mainly reported in adulthood, it is fought to be a posterior fossa benign tumor. In this paper, we talk about a 64-year-old woman, following up for Parkinson’s disease presented in our department for 7 months’ history of headache and gait disturbance. MRI showed a right cerebellopontine angle (CPA) heterogeneous unlimited tumor mimicking an epidermoid cyst. She underwent a lateral suboccipital craniectomy procedure that permitted obtaining the whole gross total resection of this tumor. The histopathological diagnosis was a cerebellar liponeurocytoma. She was discharged from hospital the 8th day after surgery and was free of symptoms since 5 years.
基金supported by grants from the Jilin Scientific and Technological Development Program(CN)(No.20190303146SF)General Program of National Natural Science Foundation of China(No.81874052)
文摘Small cell lung cancer(SCLC)is a highly malignant tumor with a very poor prognosis;therefore,more effective treatments are urgently needed for patients afflicted with the disease.In recent years,emerging molecular classifications based on key transcription factors of SCLC have provided more information on the tumor pathophysiology,metastasis,immune microenvironment,and acquired therapeutic resistance and reflected the intertumoral heterogeneity of the various SCLC phenotypes.Additionally,advances in genomics and single-cell sequencing analysis have further revealed the high intratumoral heterogeneity and plasticity of the disease.Herein,we review and summarize these recent lines of evidence and discuss the possible pathogenesis of SCLC.
基金supported by the research funding of the Medical University of Lodz(No.503/1-156-01/503-11-001).
文摘Hepatocellular carcinoma(HCC)is a liver cancer,highly heterogeneous both at the histopathological and molecular levels.It arises from hepatocytes as the result of the accumulation of numerous genomic alterations in various signaling pathways,including canonical WNT/β-catenin,AKT/mTOR,MAPK pathways as well as signaling associated with telomere maintenance,p53/cell cycle regulation,epigenetic modifiers,and oxidative stress.The role of WNT/β-catenin signaling in liver homeostasis and regeneration is well established,whereas in development and progression of HCC is extensively studied.Herein,we review recent advances in our understanding of how WNT/β-catenin signaling facilitates the HCC development,acquisition of stemness features,metastasis,and resistance to treatment.We outline genetic and epigenetic alterations that lead to activated WNT/β-catenin signaling in HCC.We discuss the pivotal roles of CTNNB1 mutations,aberrantly expressed non-coding RNAs and complexity of crosstalk between WNT/β-catenin signaling and other signaling pathways as challenging or advantageous aspects of therapy development and molecular stratification of HCC patients for treatment.
基金This study was funded by National Natural Science Foundation of China(Nos.81972337 and 81773208)Beijing Natural Science Foundation(No.JQ20030)+9 种基金Beijing Talents Foundation from Organization Department of Municipal Committee of the CPC(No.2017000021223ZK32)Beijing Nova Program(No.Z171100001117022)the National Key Research and Development Plan(No.2016YFC0902500)Beijing Science and Technology Plan (No.Z141100000214009)Capital Medical Development Research Fund(No.2016-1-1072)Beijing Municipal Administration of Hospitals Clinical Medicine Development of Special Funding Support(No.ZYLX201708)National Natural Science Foundation of China(NSFC)/Research Grants Council(RGC)Joint Research Scheme(No.81761168038 to Tao Jiang and No.N_HKUST606/17 to Jiguang Wang)Beijing Municipal Administration of Hospitals’Mission Plan(No.SML20180501)and Beijing Tiantan Hospital Young Scientist Program(No.YSP201701).Jiguang Wang was also supported by Collaborative Research Fund,Hong Kong(No.C6002-17GF)Hong Kong Epigenomics Project(No.LKCCFL18SC01-E)。
文摘Glioma is the most common lethal tumor of the human brain.The median survival of patients with primary World Health Organization grade IV glioma is only 14.6 months.The World Health Organization classification of tumors of the central nervous system categorized gliomas into lower-grade gliomas and glioblastomas.Unlike primary glioblastoma that usually develop de novo in the elderly,secondary glioblastoma enriched with an isocitrate dehydrogenase mutant typically progresses from lower-grade glioma within 5-10 years from the time of diagnosis.Based on various evolutional trajectories brought on by clonal and subclonal alterations,the evolution patterns of glioma vary according to different theories.Some important features distinguish the normal brain from other tissues,e.g.,the composition of the microenvironment around the tumor cells,the presence of the blood-brain barrier,and others.The underlying mechanism of glioma recurrence and evolution patterns of glioma are different from those of other types of cancer.Several studies correlated tumor recurrence with tumor heterogeneity and the immune microenvironment.However,the detailed reasons for the progression and recurrence of glioma remain controversial.In this review,we introduce the different mechanisms involved in glioma progression,including tumor heterogeneity,the tumor microenvironment and drug resistance,and their pre-clinical implements in clinical trials.This review aimed to provide new insights into further clinical strategies for the treatment of patients with recurrent and secondary glioma.
基金The authors received financial support from the National Natural Science Foundation of China(Grant Number:81772797)Shanghai Municipal Education Commission—Gaofeng Clinical Medicine Grant Support(20172007)Ruijin Hospital,Shanghai Jiao Tong University School of Medicine“Guangci Excellent Youth Training Program”(GCQN-2017-A18)。
文摘Single-cell RNA sequencing(scRNA-seq)is a novel technology that allows transcriptomic analyses of individual cells.During the past decade,scRNA-seq sensitivity,accuracy,and efficiency have improved due to innovations including more sensitive,automated,and cost-effective single-cell isolation methods with higher throughput as well as ongoing technological development of scRNA-seq protocols.Among the variety of current approaches with distinct features,researchers can choose the most suitable method to carry out their research.By profiling single cells in a complex population mix,scRNA-seq presents great advantages over traditional sequencing methods in dissecting heterogeneity in cell populations hidden in bulk analysis and exploring rare cell types associated with tumorigenesis and metastasis.scRNA-seq studies in recent years in the field of breast cancer research have clustered breast cancer cell populations with different molecular subtypes to identify distinct populations that may correlate with poor prognosis and drug resistance.The technology has also been used to explain tumor microenvironment heterogeneity by identifying distinct immune cell subsets that may be associated with immunosurveillance and are potential immunotherapy targets.Moreover,scRNA-seq has diverse applications in breast cancer research besides exploring heterogeneity,including the analysis of cell-cell communications,regulatory single-cell states,immune cell distributions,and more.scRNA-seq is also a promising tool that can facilitate individualized therapy due to its ability to define cell subsets with potential treatment targets.Although scRNA-seq studies of therapeutic selection in breast cancer are currently limited,the application of this technology in this field is prospective.Joint efforts and original ideas are needed to better implement scRNA-seq technologies in breast cancer research to pave the way for individualized treatment management.This review provides a brief introduction on the currently available scRNA-seq approaches along with their corresponding strengths and weaknesses and may act as a reference for the selection of suitable methods for research.We also discuss the current applications of scRNA-seq in breast cancer research for tumor heterogeneity analysis,individualized therapy,and the other research directions mentioned above by reviewing corresponding published studies.Finally,we discuss the limitations of current scRNA-seq technologies and technical problems that remain to be overcome.
基金supported by the grants from the Natural Science Foundation of Guangdong(2021B1515020042 to Z.H.)SIAT Innovation Program for Excellent Young Researchers(E1G053 to Z.L.)China Postdoctoral Science Foundation(2021M693303 to Z.L.)。
文摘Cancer is an evolutionary process fueled by genetic or epigenetic alterations in the genome.Understanding the evolutionary dynamics that are operative at different stages of tumor progression might inform effective strategies in early detection,diagnosis,and treatment of cancer.However,our understanding on the dynamics of tumor evolution through time is very limited since it is usually impossible to sample patient tumors repeatedly.The recent advances in in vitro 3D organoid culture technologies have opened new avenues for the development of more realistic human cancer models that mimic many in vivo biological characteristics in human tumors.Here,we review recent progresses and challenges in cancer genomic evolution studies and advantages of using tumor organoids to study cancer evolution.We propose to establish an experimental evolution model based on continuous passages of patient-derived organoids and longitudinal sampling to study clonal dynamics and evolutionary patterns over time.Development and integration of population genetic theories and computational models into time-course genomic data in tumor organoids will help to pinpoint the key cellular mechanisms underlying cancer evolutionary dynamics,thus providing novel insights on therapeutic strategies for highly dynamic and heterogeneous tumors.
基金Support is provided by the NIDDK ROls(DK094989,DK105129,and DK110406)P30(DK052574)Alvin J.Siteman Cancer Center/Barnes Jewish Hospital Foundation Cancer Frontier Fund,NIH NCI(P30 CA091842 and U54 CA163060)The Barnard Trust,and DeNardo Education&Research Foundation grants to J.C.M.
文摘Gastroesophageal cancers are leading causes of cancer death.Our attempts at adopting molecularly based treatment approaches have been slow and ineffective even though we begin to identify specific targetable gene mutations and pathways.It is dear that we should no longer treat all gastroesophageal cancers as a homogeneous disease,which is what we do when we use nonspecific chemotherapy.However,we currently cannot monitor successful gene/pathway targeting,nor understand how/when tumors develop resistance,nor predict which patients will derive maximal benefit.To improve outcomes,we must precisely detail the heterogeneity of these tumors to then individualize cancer therapy as well as develop novel avenues to study and predict treatment effects in individual patients.To this end,patient-derived organoids,in which tumor cells from individual patients are grown in a Petri dish,are a new versatile system that allows for timely expandability,detailed molecular characterization,and genetic manipulation with the promise of enabling predictive assessment of treatment response.In this review,we will explore the development and basic techniques for organoid generation,and discuss the current and potential future applications of this exciting technology to study the basic science of carcinogenesis and to predict/guide cancer patient care in the clinics.
文摘Circulating tumor cells(CTCs)have received a lot of attention as a novel biomarker for cancer research in past decades.CTCs infiltrate the bloodstream derived from the primary tumor,and are significantly involved in cancer metastasis and recurrence.Although clinical applications have been challenging owing to the difficulties of CTC identification,recent development of technology for specific enrichment and detection of CTCs contributes to diagnosis and treatment.Furthermore,CTC analyses will shed new light on the biological mechanisms of cancer progression and metastasis.A number of clinical studies have already been carried out on the basis of CTC technology.Nevertheless,the clinical utility of CTCs is still unknown in gastric cancer.In this review,we elaborate on the latest advances of CTC research in gastric cancer.
基金supported by the National Key Research and Development Program of China[grant number 2022YFA1304000]the National Natural Science Foundation of China Key Joint Project[grant number U21A20344]+5 种基金the National Natural Science Foundation of China[grant number 81970452]the Program of Guangdong Provincial Clinical Research Center for Digestive Diseases[grant number 2020B1111170004]the Science and Technology Program of Shenzhen,China[grant number JCYJ20190807161807867]the Starting Funding of Faculty from Sun Yat-sen University[grant number 2021276]the Regional Joint Project for Basic and Applied Basic Research Fund of Guangdong Province[grant number 2022A1515111043]the Science and Technology Planning Project of Guangzhou City[grant number 2023A04J01601],and National Key Clinical Discipline.
文摘Background:Tumor heterogeneity is contributed by tumor cells and the microenvironment.Dynamics of tumor heterogeneity during colorectal cancer(CRC)progression have not been elucidated.Methods:Eight single-cell RNA sequencing(scRNA-seq)data sets of CRC were included.Milo was utilized to reveal the differential abundance of cell clusters during progression.The differentiation trajectory was imputed by using the Palantir algorithm and metabolic states were assessed by using scMetabolism.Three spatial transcription sequencing(ST-seq)data sets of CRC were used to validate cell-type abundances and colocalization.Cancer-associated regulatory hubs were defined as communication networks affecting tumor biological behaviors.Finally,quantitative reverse transcription polymerase chain reaction and immunohistochemistry staining were performed for validation.Results:TM4SF1t,SOX4t,and MKI67t tumor cells;CXCL12t cancer-associated fibroblasts;CD4t resident memory T cells;Treg;IgAt plasma cells;and several myeloid subsets were enriched in stage IV CRC,most of which were associated with overall survival of patients.Trajectory analysis indicated that tumor cells from patients with advanced-stage CRC were less differentiated,when metabolic heterogeneity showed a highest metabolic signature in terminal states of stromal cells,T cells,and myeloid cells.Moreover,ST-seq validated cell-type abundance in a spatial context and also revealed the correlation of immune infiltration between tertiary lymphoid structures and tumors followed by validation in our cohort.Importantly,analysis of cancer-associated regulatory hubs revealed a cascade of activated pathways including leukocyte apoptotic process,MAPK pathway,myeloid leukocyte differentiation,and angiogenesis during CRC progression.Conclusions:Tumor heterogeneity was dynamic during progression,with the enrichment of immunosuppressive Treg,myeloid cells,and fibrotic cells.The differential state of tumor cells was associated with cancer staging.Assessment of cancer-associated regulatory hubs suggested impaired antitumor immunity and increased metastatic ability during CRC progression.