1
|
Hong SM, Lee A, Kim B, Lee J, Seon S, Ha Y, Ng JT, Yoon G, Lim SB, Morgan MJ, Cha J, Lee D, Kim Y. NAMPT-Driven M2 Polarization of Tumor-Associated Macrophages Leads to an Immunosuppressive Microenvironment in Colorectal Cancer. Adv Sci (Weinh) 2024; 11:e2303177. [PMID: 38308188 PMCID: PMC11005718 DOI: 10.1002/advs.202303177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 12/16/2023] [Indexed: 02/04/2024]
Abstract
Nicotinamide phosphoribosyltransferase (NAMPT) is a metabolic enzyme with key roles in inflammation. Previous studies have examined the consequences of its upregulated expression in cancer cells themselves, but studies are limited with respect to its role in the other cells within the tumor microenvironment (TME) during colorectal cancer (CRC) progression. Using single-cell RNA sequencing (scRNA-seq) data, it is founded that NAMPT is highly expressed in SPP1+ tumor-associated macrophages (TAMs), a unique subset of TAMs associated with immunosuppressive activity. A NAMPThigh gene signature in SPP1+ TAMs correlated with worse prognostic outcomes in CRC patients. The effect of Nampt deletion in the myeloid compartment of mice during CRC development is explored. NAMPT deficiency in macrophages resulted in HIF-1α destabilization, leading to reduction in M2-like TAM polarization. NAMPT deficiency caused significant decreases in the efferocytosis activity of macrophages, which enhanced STING signaling and the induction of type I IFN-response genes. Expression of these genes contributed to anti-tumoral immunity via potentiation of cytotoxic T cell activity in the TME. Overall, these findings suggest that NAMPT-initiated TAM-specific genes can be useful in predicting poor CRC patient outcomes; strategies aimed at targeting NAMPT may provide a promising therapeutic approach for building an immunostimulatory TME in CRC progression.
Collapse
Affiliation(s)
- Sun Mi Hong
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - A‐Yeon Lee
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Byeong‐Ju Kim
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Jeong‐Eun Lee
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Su‐Yeon Seon
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Yu‐Jin Ha
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Jestlin Tianthing Ng
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Gyesoon Yoon
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Su Bin Lim
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - Michael J. Morgan
- Department of Natural SciencesNortheastern State UniversityTahlequahOK74464USA
| | - Jong‐Ho Cha
- Department of Biomedical SciencesCollege of MedicineInha UniversityIncheon22212South Korea
- Department of Biomedical Science and EngineeringGraduate SchoolInha UniversityIncheon22212South Korea
| | - Dakeun Lee
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of PathologyAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| | - You‐Sun Kim
- Department of BiochemistryAjou University School of Medicine164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
- Department of Biomedical SciencesGraduate School of Ajou University164 Worldcup‐ro, Yeongtong‐guSuwonGyeonggi‐do16499Republic of Korea
| |
Collapse
|
2
|
Park SS, Lee YK, Choi YW, Lim SB, Park SH, Kim HK, Shin JS, Kim YH, Lee DH, Kim JH, Park TJ. Cellular senescence is associated with the spatial evolution toward a higher metastatic phenotype in colorectal cancer. Cell Rep 2024; 43:113912. [PMID: 38446659 DOI: 10.1016/j.celrep.2024.113912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 12/21/2023] [Accepted: 02/19/2024] [Indexed: 03/08/2024] Open
Abstract
In this study, we explore the dynamic process of colorectal cancer progression, emphasizing the evolution toward a more metastatic phenotype. The term "evolution" as used in this study specifically denotes the phenotypic transition toward a higher metastatic potency from well-formed glandular structures to collective invasion, ultimately resulting in the development of cancer cell buddings at the invasive front. Our findings highlight the spatial correlation of this evolution with tumor cell senescence, revealing distinct types of senescent tumor cells (types I and II) that play different roles in the overall cancer progression. Type I senescent tumor cells (p16INK4A+/CXCL12+/LAMC2-/MMP7-) are identified in the collective invasion region, whereas type II senescent tumor cells (p16INK4A+/CXCL12+/LAMC2+/MMP7+), representing the final evolved form, are prominently located in the partial-EMT region. Importantly, type II senescent tumor cells associate with local invasion and lymph node metastasis in colorectal cancer, potentially affecting patient prognosis.
Collapse
Affiliation(s)
- Soon Sang Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - Young-Kyoung Lee
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - Yong Won Choi
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Hematology and Oncology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - So Hyun Park
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Pathology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Han Ki Kim
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Department of Brain Science and Neurology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Jun Sang Shin
- Department of Surgery, Ajou University School of Medicine, Suwon 16499, Korea
| | - Young Hwa Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Pathology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Dong Hyun Lee
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
| | - Jang-Hee Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea; Department of Pathology, Ajou University School of Medicine, Suwon 16499, Korea.
| | - Tae Jun Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea; Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon 16499, Korea; Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea.
| |
Collapse
|
3
|
Kim CL, Lim SB, Choi SH, Kim DH, Sim YE, Jo EH, Kim K, Lee K, Park HS, Lim SB, Kang LJ, Jeong HS, Lee Y, Hansen CG, Mo JS. The LKB1-TSSK1B axis controls YAP phosphorylation to regulate the Hippo-YAP pathway. Cell Death Dis 2024; 15:76. [PMID: 38245531 PMCID: PMC10799855 DOI: 10.1038/s41419-024-06465-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 01/05/2024] [Accepted: 01/10/2024] [Indexed: 01/22/2024]
Abstract
The Hippo pathway's main effector, Yes-associated protein (YAP), plays a crucial role in tumorigenesis as a transcriptional coactivator. YAP's phosphorylation by core upstream components of the Hippo pathway, such as mammalian Ste20 kinase 1/2 (MST1/2), mitogen-activated protein kinase kinase kinase kinases (MAP4Ks), and their substrate, large tumor suppressor 1/2 (LATS1/2), influences YAP's subcellular localization, stability, and transcriptional activity. However, recent research suggests the existence of alternative pathways that phosphorylate YAP, independent of these core upstream Hippo pathway components, raising questions about additional means to inactivate YAP. In this study, we present evidence demonstrating that TSSK1B, a calcium/calmodulin-dependent protein kinase (CAMK) superfamily member, is a negative regulator of YAP, suppressing cellular proliferation and oncogenic transformation. Mechanistically, TSSK1B inhibits YAP through two distinct pathways. Firstly, the LKB1-TSSK1B axis directly phosphorylates YAP at Ser94, inhibiting the YAP-TEAD complex's formation and suppressing its target genes' expression. Secondly, the TSSK1B-LATS1/2 axis inhibits YAP via phosphorylation at Ser127. Our findings reveal the involvement of TSSK1B-mediated molecular mechanisms in the Hippo-YAP pathway, emphasizing the importance of multilevel regulation in critical cellular decision-making processes.
Collapse
Affiliation(s)
- Cho-Long Kim
- Department of Biomedical Sciences, Graduate School, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Su-Bin Lim
- Department of Biomedical Sciences, Graduate School, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Sue-Hee Choi
- Department of Biomedical Sciences, Graduate School, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Dong Hyun Kim
- Department of Biomedical Sciences, Graduate School, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Ye Eun Sim
- Department of Biomedical Sciences, Graduate School, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Eun-Hye Jo
- School of Biological Sciences and Technology, Chonnam National University, Gwangju, 61186, South Korea
| | - Keeeun Kim
- Institute of Medical Science, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Keesook Lee
- School of Biological Sciences and Technology, Chonnam National University, Gwangju, 61186, South Korea
| | - Hee-Sae Park
- School of Biological Sciences and Technology, Chonnam National University, Gwangju, 61186, South Korea
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Li-Jung Kang
- Three-Dimensional Immune System Imaging Core Facility, Ajou University, Suwon, 16499, South Korea
| | - Han-Sol Jeong
- Division of Applied Medicine, School of Korean Medicine, Pusan National University, Yangsan, 50612, South Korea
| | - Youngsoo Lee
- Institute of Medical Science, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Carsten G Hansen
- The University of Edinburgh, Institute for Regeneration and Repair, Centre for Inflammation Research, Edinburgh BioQuarter, Edinburgh, UK
| | - Jung-Soon Mo
- Department of Biomedical Sciences, Graduate School, Ajou University School of Medicine, Suwon, 16499, South Korea.
- Institute of Medical Science, Ajou University School of Medicine, Suwon, 16499, South Korea.
| |
Collapse
|
4
|
Hong J, Min S, Yoon G, Lim SB. SRSF7 downregulation induces cellular senescence through generation of MDM2 variants. Aging (Albany NY) 2023; 15:14591-14606. [PMID: 38159247 PMCID: PMC10781460 DOI: 10.18632/aging.205420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 12/01/2023] [Indexed: 01/03/2024]
Abstract
Alternative splicing (AS) enables a pre-mRNA to generate different functional protein variants. The change in AS has been reported as an emerging contributor to cellular senescence and aging. However, it remains to be elucidated which senescent AS variants are generated in and regulate senescence. Here, we observed commonly down-regulated SRSF7 in senescent cells, using publicly available RNA-seq datasets of several in vitro senescence models. We further confirmed SRSF7 deregulation from our previous microarray datasets of time-series replicative senescence (RS) and oxidative stress-induced senescence (OSIS) of human diploid fibroblast (HDF). We validated the time-course changes of SRSF mRNA and protein levels, developing both RS and OSIS. SRSF knockdown in HDF was enough to induce senescence, accompanied by p53 protein stabilization and MDM2 variants formation. Interestingly, expression of MDM2 variants showed similar patterns of p53 expression in both RS and OSIS. Next, we identified MDM2-C as a key functional AS variant generated specifically by SRSF7 depletion. Finally, we validated that MDM2-C overexpression induced senescence of HDF. These results indicate that SRSF7 down-regulation plays a key role in p53-mediated senescence by regulating AS of MDM2, a key negative regulator of p53, implying its critical involvement in the entry into cell senescence.
Collapse
Affiliation(s)
- Jiwon Hong
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Inflamm-aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
- Department of Biomedical Sciences, Graduate School of Ajou University, Suwon 16499, Korea
| | - Seongki Min
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Inflamm-aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
- Department of Biomedical Sciences, Graduate School of Ajou University, Suwon 16499, Korea
| | - Gyesoon Yoon
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Inflamm-aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
- Department of Biomedical Sciences, Graduate School of Ajou University, Suwon 16499, Korea
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Inflamm-aging Translational Research Center, Ajou University Medical Center, Suwon 16499, Korea
- Department of Biomedical Sciences, Graduate School of Ajou University, Suwon 16499, Korea
| |
Collapse
|
5
|
Junaid M, Choe HK, Kondoh K, Lee EJ, Lim SB. Unveiling Hypothalamic Molecular Signatures via Retrograde Viral Tracing and Single-Cell Transcriptomics. Sci Data 2023; 10:861. [PMID: 38049462 PMCID: PMC10696032 DOI: 10.1038/s41597-023-02789-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 11/24/2023] [Indexed: 12/06/2023] Open
Abstract
Despite the importance of hypothalamic neurocircuits in regulating homeostatic and survival-related behaviors, our understanding of the intrinsic molecular identities of neural components involved in these complex multi-synaptic interactions remains limited. In this study, we constructed a Cre recombinase-dependent pseudorabies virus (PRVs) capable of crossing synapses, coupled with transcriptome analysis of single upstream neurons post-infection. By utilizing this retrograde nuclear Connect-seq (nuConnect-seq) approach, we generated a single nuclei RNA-seq (snRNA-seq) dataset of 1,533 cells derived from the hypothalamus of CRH-IRES-Cre (CRH-Cre) mice. To ensure the technical validity of our nuConnect-seq dataset, we employed a label transfer technique against an integrated reference dataset of postnatal mouse hypothalamus comprising 152,524 QC-passed cells. The uniqueness of our approach lies in the integration of diverse datasets for validation, providing a more nuanced diversity of hypothalamic cell types. The presented validated dataset may deepen our understanding of hypothalamic neurocircuits and underscore the essential role of comprehensive integrated transcriptomic data for technical validity.
Collapse
Affiliation(s)
- Muhammad Junaid
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea
| | - Han Kyoung Choe
- Department of Brain Sciences, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Daegu, 42988, Korea
| | - Kunio Kondoh
- Division of Endocrinology and Metabolism, Department of Homeostatic Regulation, National Institute for Physiological Sciences, National Institutes of Natural Sciences, Okazaki, Aichi, 444-8585, Japan
| | - Eun Jeong Lee
- Department of Brain Science, Ajou University School of Medicine, Suwon, 16499, Korea.
| | - Su Bin Lim
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea.
| |
Collapse
|
6
|
Lim SB, Choi J, Go Y, Ha Y, Yang MJ, Park S, Kim S, Kim Y, Lee D. Macrophage-derived TNF-enriched tumour microenvironment shapes pancreatic ductal adenocarcinoma into the basal-like molecular phenotype through upregulating TAp63. Clin Transl Med 2023; 13:e1520. [PMID: 38148643 PMCID: PMC10751511 DOI: 10.1002/ctm2.1520] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2023] [Revised: 12/03/2023] [Accepted: 12/08/2023] [Indexed: 12/28/2023] Open
Affiliation(s)
- Su Bin Lim
- Department of Biochemistry and Molecular BiologyAjou University School of MedicineSuwonRepublic of Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
| | - Jae‐Il Choi
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
- Department of PathologyAjou University School of MedicineSuwonRepublic of Korea
| | - Yunjin Go
- Department of Biochemistry and Molecular BiologyAjou University School of MedicineSuwonRepublic of Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
| | - Yu‐Jin Ha
- Department of Biochemistry and Molecular BiologyAjou University School of MedicineSuwonRepublic of Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
| | - Min Jae Yang
- Department of GastroenterologyAjou University School of MedicineSuwonRepublic of Korea
| | - So‐Hyun Park
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
- Department of PathologyAjou University School of MedicineSuwonRepublic of Korea
| | - Seokhwi Kim
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
- Department of PathologyAjou University School of MedicineSuwonRepublic of Korea
| | - You‐Sun Kim
- Department of Biochemistry and Molecular BiologyAjou University School of MedicineSuwonRepublic of Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
| | - Dakeun Lee
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonRepublic of Korea
- Department of PathologyAjou University School of MedicineSuwonRepublic of Korea
| |
Collapse
|
7
|
Kim YH, Lee YK, Park SS, Park SH, Eom SY, Lee YS, Lee WJ, Jang J, Seo D, Kang HY, Kim JC, Lim SB, Yoon G, Kim HS, Kim JH, Park TJ. Mid-old cells are a potential target for anti-aging interventions in the elderly. Nat Commun 2023; 14:7619. [PMID: 37993434 PMCID: PMC10665435 DOI: 10.1038/s41467-023-43491-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 11/10/2023] [Indexed: 11/24/2023] Open
Abstract
The biological process of aging is thought to result in part from accumulation of senescent cells in organs. However, the present study identified a subset of fibroblasts and smooth muscle cells which are the major constituents of organ stroma neither proliferative nor senescent in tissues of the elderly, which we termed "mid-old status" cells. Upregulation of pro-inflammatory genes (IL1B and SAA1) and downregulation of anti-inflammatory genes (SLIT2 and CXCL12) were detected in mid-old cells. In the stroma, SAA1 promotes development of the inflammatory microenvironment via upregulation of MMP9, which decreases the stability of epithelial cells present on the basement membrane, decreasing epithelial cell function. Remarkably, the microenvironmental change and the functional decline of mid-old cells could be reversed by a young cell-originated protein, SLIT2. Our data identify functional reversion of mid-old cells as a potential method to prevent or ameliorate aspects of aging-related tissue dysfunction.
Collapse
Affiliation(s)
- Young Hwa Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
| | - Young-Kyoung Lee
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea
| | - Soon Sang Park
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea
| | - So Hyun Park
- Department of Pathology, Ajou University School of Medicine, Suwon, 16499, Korea
| | - So Yeong Eom
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea
- Department of Pathology, Ajou University School of Medicine, Suwon, 16499, Korea
| | - Young-Sam Lee
- Department of New Biology, Daegu Gyeongbuk Institute of Science & Technology, Daegu, 42988, Korea
| | - Wonhee John Lee
- Department of Physics and Chemistry, Daegu Gyeongbuk Institute of Science & Technology, Daegu, 42988, Korea
| | - Juhee Jang
- Department of Physics and Chemistry, Daegu Gyeongbuk Institute of Science & Technology, Daegu, 42988, Korea
| | - Daeha Seo
- Department of Physics and Chemistry, Daegu Gyeongbuk Institute of Science & Technology, Daegu, 42988, Korea
| | - Hee Young Kang
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Dermatology, Ajou University School of Medicine, Suwon, 16499, Korea
| | - Jin Cheol Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Dermatology, Ajou University School of Medicine, Suwon, 16499, Korea
| | - Su Bin Lim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea
| | - Gyesoon Yoon
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea
| | - Hong Seok Kim
- Department of Molecular Medicine, College of Medicine, Inha University, Incheon, 22212, Korea
| | - Jang-Hee Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea.
- Department of Pathology, Ajou University School of Medicine, Suwon, 16499, Korea.
| | - Tae Jun Park
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, Korea.
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea.
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea.
| |
Collapse
|
8
|
Prazanowska KH, Hong J, Lim SB. Single-cell insights into the dynamic tumor microenvironment changes during immunotherapy of non-small cell lung cancer. Transl Lung Cancer Res 2023; 12:1816-1821. [PMID: 37691876 PMCID: PMC10483075 DOI: 10.21037/tlcr-23-393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 07/24/2023] [Indexed: 09/12/2023]
Affiliation(s)
- Karolina Hanna Prazanowska
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Korea
| | - Jiwon Hong
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Korea
| | - Su Bin Lim
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, Korea
| |
Collapse
|
9
|
O'Connor LM, O'Connor BA, Lim SB, Zeng J, Lo CH. Integrative multi-omics and systems bioinformatics in translational neuroscience: A data mining perspective. J Pharm Anal 2023; 13:836-850. [PMID: 37719197 PMCID: PMC10499660 DOI: 10.1016/j.jpha.2023.06.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 06/20/2023] [Accepted: 06/25/2023] [Indexed: 09/19/2023] Open
Abstract
Bioinformatic analysis of large and complex omics datasets has become increasingly useful in modern day biology by providing a great depth of information, with its application to neuroscience termed neuroinformatics. Data mining of omics datasets has enabled the generation of new hypotheses based on differentially regulated biological molecules associated with disease mechanisms, which can be tested experimentally for improved diagnostic and therapeutic targeting of neurodegenerative diseases. Importantly, integrating multi-omics data using a systems bioinformatics approach will advance the understanding of the layered and interactive network of biological regulation that exchanges systemic knowledge to facilitate the development of a comprehensive human brain profile. In this review, we first summarize data mining studies utilizing datasets from the individual type of omics analysis, including epigenetics/epigenomics, transcriptomics, proteomics, metabolomics, lipidomics, and spatial omics, pertaining to Alzheimer's disease, Parkinson's disease, and multiple sclerosis. We then discuss multi-omics integration approaches, including independent biological integration and unsupervised integration methods, for more intuitive and informative interpretation of the biological data obtained across different omics layers. We further assess studies that integrate multi-omics in data mining which provide convoluted biological insights and offer proof-of-concept proposition towards systems bioinformatics in the reconstruction of brain networks. Finally, we recommend a combination of high dimensional bioinformatics analysis with experimental validation to achieve translational neuroscience applications including biomarker discovery, therapeutic development, and elucidation of disease mechanisms. We conclude by providing future perspectives and opportunities in applying integrative multi-omics and systems bioinformatics to achieve precision phenotyping of neurodegenerative diseases and towards personalized medicine.
Collapse
Affiliation(s)
- Lance M. O'Connor
- College of Biological Sciences, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Blake A. O'Connor
- School of Pharmacy, University of Wisconsin, Madison, WI, 53705, USA
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Jialiu Zeng
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
| | - Chih Hung Lo
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
| |
Collapse
|
10
|
Jiang K, Lim SB, Xiao J, Jokhun DS, Shang M, Song X, Zhang P, Liang L, Low BC, Shivashankar GV, Lim CT. Deleterious Mechanical Deformation Selects Mechanoresilient Cancer Cells with Enhanced Proliferation and Chemoresistance. Adv Sci (Weinh) 2023:e2201663. [PMID: 37218524 PMCID: PMC10401173 DOI: 10.1002/advs.202201663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 04/28/2023] [Indexed: 05/24/2023]
Abstract
Cancer cells in secondary tumors are found to form metastases more efficiently as compared to their primary tumor counterparts. This is partially due to the unfavorable microenvironments encountered by metastasizing cancer cells that result in the survival of a more metastatic phenotype from the original population. However, the role of deleterious mechanical stresses in this change of metastatic potential is unclear. Here, by forcing cancer cells to flow through small capillary-sized constrictions, it is demonstrated that mechanical deformation can select a tumor cell subpopulation that exhibits resilience to mechanical squeezing-induced cell death. Transcriptomic profiling reveals up-regulated proliferation and DNA damage response pathways in this subpopulation, which are further translated into a more proliferative and chemotherapy-resistant phenotype. These results highlight a potential link between the microenvironmental physical stresses and the enhanced malignancy of metastasizing cancer cells which may be utilized as a therapeutic strategy in preventing the metastatic spread of cancer cells.
Collapse
Affiliation(s)
- Kuan Jiang
- Mechanobiology Institute, National University of Singapore, Singapore, 117411, Singapore
- Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore, 119276, Singapore
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Jingwei Xiao
- Mechanobiology Institute, National University of Singapore, Singapore, 117411, Singapore
| | - Doorgesh Sharma Jokhun
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
| | - Menglin Shang
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
- Critical Analytics for Manufacturing Personalized-Medicine (CAMP) IRG, Singapore-MIT Alliance for Research and Technology (SMART) Centre, Singapore, 138602, Singapore
| | - Xiao Song
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
| | - Pan Zhang
- NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, Singapore, 119077, Singapore
| | - Lanfeng Liang
- Mechanobiology Institute, National University of Singapore, Singapore, 117411, Singapore
| | - Boon Chuan Low
- Mechanobiology Institute, National University of Singapore, Singapore, 117411, Singapore
- Department of Biological Science, National University of Singapore, Singapore, 117558, Singapore
| | - G V Shivashankar
- Department of Health Sciences & Technology (D-HEST), ETH Zurich, Villigen, 8092, Switzerland
- Division of Biology and Chemistry, Paul Scherrer Institute, Villigen, 5232, Switzerland
| | - Chwee Teck Lim
- Mechanobiology Institute, National University of Singapore, Singapore, 117411, Singapore
- Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore, 119276, Singapore
- Department of Biomedical Engineering, National University of Singapore, Singapore, 117583, Singapore
- NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, Singapore, 119077, Singapore
| |
Collapse
|
11
|
Prazanowska KH, Lim SB. An integrated single-cell transcriptomic dataset for non-small cell lung cancer. Sci Data 2023; 10:167. [PMID: 36973297 PMCID: PMC10042991 DOI: 10.1038/s41597-023-02074-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 03/15/2023] [Indexed: 03/29/2023] Open
Abstract
As single-cell RNA sequencing (scRNA-seq) has emerged as a great tool for studying cellular heterogeneity within the past decade, the number of available scRNA-seq datasets also rapidly increased. However, reuse of such data is often problematic due to a small cohort size, limited cell types, and insufficient information on cell type classification. Here, we present a large integrated scRNA-seq dataset containing 224,611 cells from human primary non-small cell lung cancer (NSCLC) tumors. Using publicly available resources, we pre-processed and integrated seven independent scRNA-seq datasets using an anchor-based approach, with five datasets utilized as reference and the remaining two, as validation. We created two levels of annotation based on cell type-specific markers conserved across the datasets. To demonstrate usability of the integrated dataset, we created annotation predictions for the two validation datasets using our integrated reference. Additionally, we conducted a trajectory analysis on subsets of T cells and lung cancer cells. This integrated data may serve as a resource for studying NSCLC transcriptome at the single cell level.
Collapse
Affiliation(s)
- Karolina Hanna Prazanowska
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea
| | - Su Bin Lim
- Department of Biochemistry & Molecular Biology, Ajou University School of Medicine, Suwon, 16499, Korea.
- Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, Korea.
| |
Collapse
|
12
|
Eun JW, Yoon JH, Ahn HR, Kim S, Kim YB, Lim SB, Park W, Kang TW, Baek GO, Yoon MG, Son JA, Weon JH, Kim SS, Cho HJ, Cheong JY. Cancer-associated fibroblast-derived secreted phosphoprotein 1 contributes to resistance of hepatocellular carcinoma to sorafenib and lenvatinib. Cancer Commun (Lond) 2023; 43:455-479. [PMID: 36919193 PMCID: PMC10091107 DOI: 10.1002/cac2.12414] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 12/13/2022] [Accepted: 03/06/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND Cancer-associated fibroblasts (CAFs) play an important role in the induction of chemo-resistance. This study aimed to clarify the mechanism underlying CAF-mediated resistance to two tyrosine kinase inhibitors (TKIs), sorafenib and lenvatinib, and to identify a novel therapeutic target for overcoming TKI resistance in hepatocellular carcinoma (HCC). METHODS We performed a systematic integrative analysis of publicly available gene expression datasets and whole-transcriptome sequencing data from 9 pairs of CAFs and para-cancer fibroblasts isolated from human HCC and para-tumor tissues, respectively, to identify key molecules that might induce resistance to TKIs. We then performed in vitro and in vivo experiments to validate selected targets and related mechanisms. The associations of plasma secreted phosphoprotein 1 (SPP1) expression levels before sorafenib/lenvatinib treatment with progression-free survival (PFS) and overall survival (OS) of 54 patients with advanced HCC were evaluated using Kaplan-Meier and Cox regression analysis. RESULTS Bioinformatic analysis identified CAF-derived SPP1 as a candidate molecule driving TKI resistance. SPP1 inhibitors reversed CAF-induced TKI resistance in vitro and in vivo. CAF-derived SPP1 activated rapidly accelerated fibrosarcoma (RAF)/mitogen-activated protein kinase (MAPK) and phosphatidylinositol 3-kinase (PI3K)/protein kinase B (AKT)/mammalian target of rapamycin (mTOR) through the integrin-protein kinase C-alpha (PKCα) signaling pathway and promoted epithelial-to-mesenchymal transition (EMT). A high plasma SPP1 level before TKI treatment was identified as an independent predictor of poor PFS (P = 0.026) and OS (P = 0.047) in patients with advanced HCC after TKI treatment. CONCLUSIONS CAF-derived SPP1 enhances TKI resistance in HCC via bypass activation of oncogenic signals and EMT promotion. Its inhibition represents a promising therapeutic strategy against TKI resistance in HCC. Moreover, plasma SPP1 level before TKI treatment represents a potential biomarker for treatment response prediction.
Collapse
Affiliation(s)
- Jung Woo Eun
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
| | - Jung Hwan Yoon
- Department of PathologyCollege of MedicineThe Catholic University of KoreaSeoulSouth Korea
| | - Hye Ri Ahn
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonSouth Korea
| | - Seokhwi Kim
- Department of PathologyAjou University School of MedicineSuwonSouth Korea
| | - Young Bae Kim
- Department of PathologyAjou University School of MedicineSuwonSouth Korea
| | - Su Bin Lim
- Department of Biochemistry & Molecular BiologyAjou University School of MedicineSuwonSouth Korea
| | - Won Park
- The Moagen, IncDaejeonSouth Korea
| | | | - Geum Ok Baek
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
| | - Moon Gyeong Yoon
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
| | - Ju A Son
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonSouth Korea
| | - Ji Hyang Weon
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
- Department of Biomedical SciencesAjou University Graduate School of MedicineSuwonSouth Korea
| | - Soon Sun Kim
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
| | - Hyo Jung Cho
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
| | - Jae Youn Cheong
- Department of GastroenterologyAjou University School of MedicineSuwonSouth Korea
| |
Collapse
|
13
|
Park SS, Lee YK, Park SH, Lim SB, Choi YW, Shin JS, Kim YH, Kim JH, Park TJ. p15 INK4B is an alternative marker of senescent tumor cells in colorectal cancer. Heliyon 2023; 9:e13170. [PMID: 36785830 PMCID: PMC9918768 DOI: 10.1016/j.heliyon.2023.e13170] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 01/10/2023] [Accepted: 01/19/2023] [Indexed: 01/25/2023] Open
Abstract
Senescent tumor cells are nonproliferating tumor cells which are closely related to cancer progression by secreting senescence-related molecules, called senescence-associated secreting phenotypes. Therefore, the presence of senescent tumor cells is considered a prognostic factor in various cancer types. Although senescence-associated β-galactosidase staining is considered the best marker for detection of senescent tumor cells, it can only be performed in fresh-frozen tissues. p16INK4A, a cyclin-dependent inhibitor, has been used as an alternative marker to detect senescent tumor cells in formalin-fixed paraffin-embedded tissues. However, other reliable markers to detect senescent tumor cells is still lacking. In the present study, using public single-cell RNA-sequencing data, we found that p15INK4B, a cyclin-dependent kinase inhibitor, is a novel marker for detection of senescent tumor cells. Moreover, p15INK4B expression was positively correlated with that of p16INK4A in colorectal cancer tissues. In in vitro studies, mRNA expression of p15INK4B was increased together with that of p16INK4A in H2O2- and therapy-induced cancer senescence models. However, the mRNA level of p15INK4B did not increase in the oncogene-induced senescence model in primary colonic epithelial cells. In conclusion, p15INK4B is a potential alternative marker for detection of senescent tumor cells together with conventional markers in advanced stages of colorectal cancer.
Collapse
Key Words
- CDK, cyclin dependent kinase
- CRC, colorectal cancer
- Cellular senescence
- Colorectal cancer
- FBS, fetal bovine serum
- FFPE, formalin-fixed paraffin-embedded
- GSEA, gene set enrichent analysis
- H3K9me3, histone H3 lysine 9 trimethylation
- IHC, immunohistochemistry
- SA-β-Gal, senescence-associated β-galactosidase
- STC, senescent tumor cell
- Senescence marker
- Senescent tumor cells
- p15INK4B
- p16INK4A
- scRNA-seq, single cell RNA sequencing
Collapse
Affiliation(s)
- Soon Sang Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea,Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, South Korea,Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea
| | - Young-Kyoung Lee
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea,Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea
| | - So Hyun Park
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea,Department of Pathology, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea,Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, South Korea,Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea
| | - Yong Won Choi
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea,Department of Hematology and Oncology, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Jun Sang Shin
- Department of Surgery, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Young Hwa Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea
| | - Jang-Hee Kim
- Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea,Department of Pathology, Ajou University School of Medicine, Suwon, 16499, South Korea,Corresponding author. Department of Pathology, Ajou University School of Medicine, Suwon, 16499 South Korea.
| | - Tae Jun Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea,Department of Biomedical Sciences, Ajou University Graduate School of Medicine, Suwon, 16499, South Korea,Inflamm-Aging Translational Research Center, Ajou University Medical Center, Suwon, 16499, South Korea,Corresponding author. Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499 South Korea.
| |
Collapse
|
14
|
Junaid M, Lee A, Kim J, Park TJ, Lim SB. Transcriptional Heterogeneity of Cellular Senescence in Cancer. Mol Cells 2022; 45:610-619. [PMID: 35983702 PMCID: PMC9448649 DOI: 10.14348/molcells.2022.0036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Revised: 06/02/2022] [Accepted: 06/11/2022] [Indexed: 11/27/2022] Open
Abstract
Cellular senescence plays a paradoxical role in tumorigenesis through the expression of diverse senescence-associated (SA) secretory phenotypes (SASPs). The heterogeneity of SA gene expression in cancer cells not only promotes cancer stemness but also protects these cells from chemotherapy. Despite the potential correlation between cancer and SA biomarkers, many transcriptional changes across distinct cell populations remain largely unknown. During the past decade, single-cell RNA sequencing (scRNA-seq) technologies have emerged as powerful experimental and analytical tools to dissect such diverse senescence-derived transcriptional changes. Here, we review the recent sequencing efforts that successfully characterized scRNA-seq data obtained from diverse cancer cells and elucidated the role of senescent cells in tumor malignancy. We further highlight the functional implications of SA genes expressed specifically in cancer and stromal cell populations in the tumor microenvironment. Translational research leveraging scRNA-seq profiling of SA genes will facilitate the identification of novel expression patterns underlying cancer susceptibility, providing new therapeutic opportunities in the era of precision medicine.
Collapse
Affiliation(s)
- Muhammad Junaid
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School, Suwon 16499, Korea
| | - Aejin Lee
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Jaehyung Kim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Tae Jun Park
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School, Suwon 16499, Korea
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
- Department of Biomedical Sciences, Ajou University Graduate School, Suwon 16499, Korea
| |
Collapse
|
15
|
Loh AHP, Angelina C, Wong MK, Tan SH, Sukhatme SA, Yeo T, Lim SB, Lee YT, Soh SY, Leung W, Chang KTE, Chua YW, Alkaff SMF, Lim TKH, Lim CT, Chen ZX. Pro-metastatic and mesenchymal gene expression signatures characterize circulating tumor cells of neuroblastoma patients with bone marrow metastases and relapse. Front Oncol 2022; 12:939460. [PMID: 36176417 PMCID: PMC9513238 DOI: 10.3389/fonc.2022.939460] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 08/12/2022] [Indexed: 11/13/2022] Open
Abstract
Existing marker-based methods of minimal residual disease (MRD) determination in neuroblastoma do not effectively enrich for the circulating disease cell population. Given the relative size differential of neuroblastoma tumor cells over normal hematogenous cells, we hypothesized that cell size-based separation could enrich circulating tumor cells (CTCs) from blood samples and disseminated tumor cells (DTCs) from bone marrow aspirates (BMA) of neuroblastoma patients, and that their gene expression profiles could vary dynamically with various disease states over the course of treatment. Using a spiral microfluidic chip, peripheral blood of 17 neuroblastoma patients at 3 serial treatment timepoints (diagnosis, n=17; post-chemotherapy, n=11; and relapse, n=3), and bone marrow samples at diagnosis were enriched for large intact circulating cells. Profiling the resulting enriched samples with immunohistochemistry and mRNA expression of 1490 cancer-related genes via NanoString, 13 of 17 samples contained CTCs displaying cytologic atypia, TH and PHOX2B expression and/or upregulation of cancer-associated genes. Gene signatures reflecting pro-metastatic processes and the neuroblastoma mesenchymal super-enhancer state were consistently upregulated in 7 of 13 samples, 6 of which also had metastatic high-risk disease. Expression of 8 genes associated with PI3K and GCPR signaling were significantly upregulated in CTCs of patients with bone marrow metastases versus patients without. Correspondingly, in patients with marrow metastases, differentially-expressed gene signatures reflected upregulation of immune regulation in bone marrow DTCs versus paired CTCs samples. In patients who later developed disease relapse, 5 genes involved in immune cell regulation, JAK/STAT signaling and the neuroblastoma mesenchymal super-enhancer state (OLFML2B, STAT1, ARHGDIB, STAB1, TLR2) were upregulated in serial CTC samples over their disease course, despite urinary catecholamines and bone marrow aspirates not indicating the disease recurrences. In summary, using a label-free cell size-based separation method, we enriched and characterized intact circulating cells in peripheral blood indicative of neuroblastoma CTCs, as well as their DTC counterparts in the bone marrow. Expression profiles of pro-metastatic genes in CTCs correlated with the presence of bone marrow metastases at diagnosis, while longitudinal profiling identified persistently elevated expression of genes in CTCs that may serve as novel predictive markers of hematogenous MRD in neuroblastoma patients that subsequently relapse.
Collapse
Affiliation(s)
- Amos H. P. Loh
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Department of Paediatric Surgery, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
| | - Clara Angelina
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Meng Kang Wong
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Sheng Hui Tan
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Sarvesh A. Sukhatme
- Mechanobiology Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Trifanny Yeo
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, Singapore
| | - York Tien Lee
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Department of Paediatric Surgery, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
| | - Shui Yen Soh
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
- Department of Paediatric Subspecialties Haematology/Oncology Service, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Wing Leung
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
- Department of Paediatric Subspecialties Haematology/Oncology Service, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Kenneth T. E. Chang
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
- Department of Pathology and Laboratory Medicine, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Yong Wei Chua
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Syed M. F. Alkaff
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Tony K. H. Lim
- Duke NUS Medical School, Singapore, Singapore
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Chwee Teck Lim
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Mechanobiology Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
- Institute of Health Innovation and Technology, National University of Singapore, Singapore, Singapore
| | - Zhi Xiong Chen
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- National University Cancer Institute, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- *Correspondence: Zhi Xiong Chen,
| |
Collapse
|
16
|
Sun C, Kannan S, Choi IY, Lim H, Zhang H, Chen GS, Zhang N, Park SH, Serra C, Iyer SR, Lloyd TE, Kwon C, Lovering RM, Lim SB, Andersen P, Wagner KR, Lee G. Human pluripotent stem cell-derived myogenic progenitors undergo maturation to quiescent satellite cells upon engraftment. Cell Stem Cell 2022; 29:610-619.e5. [PMID: 35395188 PMCID: PMC9000524 DOI: 10.1016/j.stem.2022.03.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 12/10/2021] [Accepted: 03/09/2022] [Indexed: 12/19/2022]
Abstract
Human pluripotent stem cell (hPSC)-derived myogenic progenitor cell (MPC) transplantation is a promising therapeutic approach for a variety of degenerative muscle disorders. Here, using an MPC-specific fluorescent reporter system (PAX7::GFP), we demonstrate that hPSC-derived MPCs can contribute to the regeneration of myofibers in mice following local injury and in mice deficient of dystrophin (mdx). We also demonstrate that a subset of PAX7::GFP MPCs engraft within the basal lamina of regenerated myofibers, adopt a quiescent state, and contribute to regeneration upon reinjury and in mdx mouse models. This subset of PAX7::GFP MPCs undergo a maturation process and remodel their molecular characteristics to resemble those of late-stage fetal MPCs/adult satellite cells following in vivo engraftment. These in-vivo-matured PAX7::GFP MPCs retain a cell-autonomous ability to regenerate and can repopulate in the niche of secondary recipient mice, providing a proof of principle for future hPSC-based cell therapy for muscle disorders.
Collapse
Affiliation(s)
- Congshan Sun
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Center for Genetic Muscle Disorders, The Kennedy Krieger Institute, Baltimore, MD 21205, USA
| | - Suraj Kannan
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Division of Cardiology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Biomedical Engineering and Cell Biology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Cellular and Molecular Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - In Young Choi
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - HoTae Lim
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Hao Zhang
- Department of Molecular Microbiology and Immunology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA
| | - Grace S Chen
- Krieger School of Arts and Sciences, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Nancy Zhang
- Krieger School of Arts and Sciences, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Seong-Hyun Park
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Carlo Serra
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Center for Genetic Muscle Disorders, The Kennedy Krieger Institute, Baltimore, MD 21205, USA
| | - Shama R Iyer
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Thomas E Lloyd
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Chulan Kwon
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Division of Cardiology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Biomedical Engineering and Cell Biology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Cellular and Molecular Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Richard M Lovering
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, 16499, South Korea
| | - Peter Andersen
- Division of Cardiology, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Kathryn R Wagner
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Center for Genetic Muscle Disorders, The Kennedy Krieger Institute, Baltimore, MD 21205, USA.
| | - Gabsang Lee
- Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.
| |
Collapse
|
17
|
Goh KY, Lau KW, Cheng TYD, Tham SC, Lim CT, Iyer NG, Lim SB, Lim DWT. Matrisomal genes in squamous cell carcinoma of head and neck influence tumor cell motility and response to cetuximab treatment. Cancer Commun (Lond) 2022; 42:355-359. [PMID: 35234368 PMCID: PMC9017752 DOI: 10.1002/cac2.12279] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 01/24/2022] [Accepted: 02/17/2022] [Indexed: 12/24/2022] Open
Affiliation(s)
- Kah Yee Goh
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, 169610
| | - Kah Weng Lau
- Department of Pathology, National University Hospital, Singapore, 119074.,A*STAR, Proteos, Institute of Molecular and Cell Biology, Singapore, 138673
| | | | - Su Chin Tham
- A*STAR, Proteos, Institute of Molecular and Cell Biology, Singapore, 138673
| | - Chwee Teck Lim
- Department of Biomedical Engineering, Mechanobiology Institute, National University of Singapore, T-Lab, Singapore, 117411.,Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, MD6, Singapore, 117599
| | - Narayanan Gopalakrishna Iyer
- Department of Head and Neck Surgery, National Cancer Centre Singapore, 11 Hospital Crescent, Singapore, 169610.,Office of Academic and Clinical Development, Duke-NUS Medical School, Singapore, 169857
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Yeongtong-Gu, Suwon, 16499, South Korea
| | - Darren Wan-Teck Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, 169610.,A*STAR, Proteos, Institute of Molecular and Cell Biology, Singapore, 138673.,Office of Academic and Clinical Development, Duke-NUS Medical School, Singapore, 169857
| |
Collapse
|
18
|
Lee H, Lee JJ, Park NY, Dubey SK, Kim T, Ruan K, Lim SB, Park SH, Ha S, Kovlyagina I, Kim KT, Kim S, Oh Y, Kim H, Kang SU, Song MR, Lloyd TE, Maragakis NJ, Hong YB, Eoh H, Lee G. Multi-omic analysis of selectively vulnerable motor neuron subtypes implicates altered lipid metabolism in ALS. Nat Neurosci 2021; 24:1673-1685. [PMID: 34782793 PMCID: PMC8639773 DOI: 10.1038/s41593-021-00944-z] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 09/16/2021] [Indexed: 12/13/2022]
Abstract
Amyotrophic lateral sclerosis (ALS) is a devastating disorder in which motor neurons degenerate, the causes of which remain unclear. In particular, the basis for selective vulnerability of spinal motor neurons (sMNs) and resistance of ocular motor neurons to degeneration in ALS has yet to be elucidated. Here, we applied comparative multi-omics analysis of human induced pluripotent stem cell-derived sMNs and ocular motor neurons to identify shared metabolic perturbations in inherited and sporadic ALS sMNs, revealing dysregulation in lipid metabolism and its related genes. Targeted metabolomics studies confirmed such findings in sMNs of 17 ALS (SOD1, C9ORF72, TDP43 (TARDBP) and sporadic) human induced pluripotent stem cell lines, identifying elevated levels of arachidonic acid. Pharmacological reduction of arachidonic acid levels was sufficient to reverse ALS-related phenotypes in both human sMNs and in vivo in Drosophila and SOD1G93A mouse models. Collectively, these findings pinpoint a catalytic step of lipid metabolism as a potential therapeutic target for ALS.
Collapse
Affiliation(s)
- Hojae Lee
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- The Robert Packard Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jae Jin Lee
- Department of Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, Los Angeles, CA, USA
| | - Na Young Park
- Department of Biochemistry, College of Medicine, Dong-A University, Busan, Korea
- Department of Translational Biomedical Sciences, Graduate School of Dong-A University, Busan, Korea
| | - Sandeep Kumar Dubey
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- The Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Taeyong Kim
- Department of Biology, San Diego State University, San Diego, CA, USA
| | - Kai Ruan
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon, Korea
| | - Seong-Hyun Park
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Shinwon Ha
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Irina Kovlyagina
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Institute of Physiological Chemistry, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Kyung-Tai Kim
- School of Life Sciences, Gwangju Institute of Science and Technology, Gwangju, Republic of Korea
- Jeonbuk Branch Institute, Korea Institute of Toxicology, Jeongeup, Republic of Korea
| | - Seongjun Kim
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Yohan Oh
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Science, Graduate School of Biomedical Science and Engineering, Hanyang University, Seoul, Republic of Korea
| | - Hyesoo Kim
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sung-Ung Kang
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mi-Ryoung Song
- School of Life Sciences, Gwangju Institute of Science and Technology, Gwangju, Republic of Korea
| | - Thomas E Lloyd
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- The Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Cellular and Molecular Medicine Program, School of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Nicholas J Maragakis
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Young Bin Hong
- Department of Biochemistry, College of Medicine, Dong-A University, Busan, Korea.
- Department of Translational Biomedical Sciences, Graduate School of Dong-A University, Busan, Korea.
| | - Hyungjin Eoh
- Department of Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, Los Angeles, CA, USA.
| | - Gabsang Lee
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- The Robert Packard Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- The Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| |
Collapse
|
19
|
Kim J, Kim SY, Ma SX, Kim SM, Shin SJ, Lee YS, Chang H, Chang HS, Park CS, Lim SB. PPARγ Targets-Derived Diagnostic and Prognostic Index for Papillary Thyroid Cancer. Cancers (Basel) 2021; 13:cancers13205110. [PMID: 34680260 PMCID: PMC8533916 DOI: 10.3390/cancers13205110] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 10/05/2021] [Accepted: 10/06/2021] [Indexed: 11/16/2022] Open
Abstract
Simple Summary Through targeted next-generation sequencing of thyroid cancer-related genes in monozygotic twins with papillary thyroid cancer (PTC), we identified common variants of the gene encoding peroxisome proliferator activated receptor gamma (PPARG). Notably, the expression levels of PPARγ target genes were frequently deregulated in PTC compared to benign tissues and were closely associated with disease-specific survival (DSS) outcomes in a TCGA-PTC cohort. Machine learning-powered personalized scoring index comprising 10 PPARγ targets, termed as PPARGi, achieved a near-perfect accuracy in distinguishing cancers from benign tissues, and further identified a small subpopulation of patients at high-risk across different profiling platforms. Abstract In most cases, papillary thyroid cancer (PTC) is highly curable and associated with an excellent prognosis. Yet, there are several clinicopathological features that lead to a poor prognosis, underscoring the need for a better genomic strategy to refine prognostication and patient management. We hypothesized that PPARγ targets could be potential markers for better diagnosis and prognosis due to the variants found in PPARG in three pairs of monozygotic twins with PTC. Here, we developed a 10-gene personalized prognostic index, designated PPARGi, based on gene expression of 10 PPARγ targets. Through scRNA-seq data analysis of PTC tissues derived from patients, we found that PPARGi genes were predominantly expressed in macrophages and epithelial cells. Machine learning algorithms showed a near-perfect performance of PPARGi in deciding the presence of the disease and in selecting a small subset of patients with poor disease-specific survival in TCGA-THCA and newly developed merged microarray data (MMD) consisting exclusively of thyroid cancers and normal tissues.
Collapse
Affiliation(s)
- Jaehyung Kim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea;
| | - Soo Young Kim
- Department of Surgery, Ajou University School of Medicine, Suwon 16499, Korea;
| | - Shi-Xun Ma
- Department of Neurology, Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA;
| | - Seok-Mo Kim
- Thyroid Cancer Center, Department of Surgery, Institute of Refractory Thyroid Cancer, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul 06273, Korea; (Y.S.L.); (H.C.); (H.-S.C.)
- Correspondence: (S.-M.K.); (S.B.L.); Tel.: +82-2-2019-3370 (S.-M.K.); +82-31-219-5056 (S.B.L.)
| | - Su-Jin Shin
- Department of Pathology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul 06273, Korea;
| | - Yong Sang Lee
- Thyroid Cancer Center, Department of Surgery, Institute of Refractory Thyroid Cancer, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul 06273, Korea; (Y.S.L.); (H.C.); (H.-S.C.)
| | - Hojin Chang
- Thyroid Cancer Center, Department of Surgery, Institute of Refractory Thyroid Cancer, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul 06273, Korea; (Y.S.L.); (H.C.); (H.-S.C.)
| | - Hang-Seok Chang
- Thyroid Cancer Center, Department of Surgery, Institute of Refractory Thyroid Cancer, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul 06273, Korea; (Y.S.L.); (H.C.); (H.-S.C.)
| | - Cheong Soo Park
- CHA Ilsan Medical Center, Department of Surgery, Goyang-si 10414, Korea;
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea;
- Correspondence: (S.-M.K.); (S.B.L.); Tel.: +82-2-2019-3370 (S.-M.K.); +82-31-219-5056 (S.B.L.)
| |
Collapse
|
20
|
Gao Y, Nguyen DT, Yeo T, Lim SB, Tan WX, Madden LE, Jin L, Long JYK, Aloweni FAB, Liew YJA, Tan MLL, Ang SY, Maniya SD, Abdelwahab I, Loh KP, Chen CH, Becker DL, Leavesley D, Ho JS, Lim CT. A flexible multiplexed immunosensor for point-of-care in situ wound monitoring. Sci Adv 2021; 7:7/21/eabg9614. [PMID: 34020961 PMCID: PMC8139589 DOI: 10.1126/sciadv.abg9614] [Citation(s) in RCA: 63] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Accepted: 03/31/2021] [Indexed: 05/11/2023]
Abstract
Chronic wounds arise from interruption of normal healing due to many potential pathophysiological factors. Monitoring these multivariate factors can provide personalized diagnostic information for wound management, but current sensing technologies use complex laboratory tests or track a limited number of wound parameters. We report a flexible biosensing platform for multiplexed profiling of the wound microenvironment, inflammation, and infection state at the point of care. This platform integrates a sensor array for measuring inflammatory mediators [tumor necrosis factor-α, interleukin-6 (IL-6), IL-8, and transforming growth factor-β1], microbial burden (Staphylococcus aureus), and physicochemical parameters (temperature and pH) with a microfluidic wound exudate collector and flexible electronics for wireless, smartphone-based data readout. We demonstrate in situ multiplexed monitoring in a mouse wound model and also profile wound exudates from patients with venous leg ulcers. This technology may facilitate more timely and personalized wound management to improve chronic wound healing outcomes.
Collapse
Affiliation(s)
- Yuji Gao
- Institute for Health Innovation & Technology (iHealthtech), National University of Singapore, Singapore 117599, Singapore.
| | - Dat T Nguyen
- Integrative Sciences and Engineering Programme, NUS Graduate School, National University of Singapore, Singapore 119077, Singapore
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Trifanny Yeo
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Wei Xian Tan
- Nursing, Singapore General Hospital, Singapore 168753, Singapore
| | - Leigh Edward Madden
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
| | - Lin Jin
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Ji Yong Kenan Long
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117583, Singapore
| | | | | | - Mandy Li Ling Tan
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
| | - Shin Yuh Ang
- Nursing, Singapore General Hospital, Singapore 168753, Singapore
| | | | - Ibrahim Abdelwahab
- Department of Chemistry, National University of Singapore, Singapore 117543, Singapore
| | - Kian Ping Loh
- Department of Chemistry, National University of Singapore, Singapore 117543, Singapore
| | - Chia-Hung Chen
- Department of Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong, China
| | - David Laurence Becker
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore 308232, Singapore
- Skin Research Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore 138648, Singapore
| | - David Leavesley
- Skin Research Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore 138648, Singapore
| | - John S Ho
- Institute for Health Innovation & Technology (iHealthtech), National University of Singapore, Singapore 117599, Singapore
- Integrative Sciences and Engineering Programme, NUS Graduate School, National University of Singapore, Singapore 119077, Singapore
- Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117583, Singapore
| | - Chwee Teck Lim
- Institute for Health Innovation & Technology (iHealthtech), National University of Singapore, Singapore 117599, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore
| |
Collapse
|
21
|
Zhang P, Lim SB, Jiang K, Chew TW, Low BC, Lim CT. Distinct mRNAs in Cancer Extracellular Vesicles Activate Angiogenesis and Alter Transcriptome of Vascular Endothelial Cells. Cancers (Basel) 2021; 13:cancers13092009. [PMID: 33921957 PMCID: PMC8122258 DOI: 10.3390/cancers13092009] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 04/07/2021] [Accepted: 04/19/2021] [Indexed: 12/13/2022] Open
Abstract
Simple Summary Cancer extracellular vesicles (EVs) are implicated in various processes of cancer development, with most of the EV-induced changes attributed to EV proteins and microRNAs. However, the knowledge about the cancer EV-mRNAs remains limited. Here, we have assessed the mRNAs of 61 diverse oncogenes and found half of them, including VEGFA and SNAIL1/2, are abundant in cancer EVs while absent in non-tumorigenic cell-derived EVs. Fluorescent trafficking shows the EV VEGFA mRNAs are translatable after being internalized by the recipient cell. Concomitantly, the cancer EVs induced VEGFA-dependent angiogenesis and upregulated epithelial-mesenchymal transition-related genes. Our findings reveal that the EV-mRNA profile can reflect the cell malignancy, and the intercellular transfer of these mRNAs can contribute toward tumor angiogenesis. Abstract Cancer-derived extracellular vesicles (EVs) have been demonstrated to be implicated in various processes of cancer development, with most of the EV-induced changes attributed to EV-proteins and EV-microRNAs. However, the knowledge about the abundance of cancer EV-mRNAs and their contribution to cancer development remain elusive. Here, we show that mRNAs prevail in cancer EVs as compared with normal EVs, and cancer EVs that carry abundant angiogenic mRNAs activate angiogenesis in human umbilical vein endothelial cells (HUVECs). Specifically, of a gene panel comprising 61 hypoxia-targeted oncogenes, a larger proportion is harbored by cancer EVs (>40%) than normal EVs (14.8%). Fluorescent trafficking indicates cancer EVs deliver translatable mRNAs such as VEGFA to HUVECs, contributing to the activation of VEGFR-dependent angiogenesis and the upregulation of epithelial-mesenchymal transition-related and metabolism-related genes. Overall, our findings provide novel insights into EV-mRNAs and their role in angiogenesis, and has potential for diagnostic and therapeutic applications.
Collapse
Affiliation(s)
- Pan Zhang
- NUS Graduate School—Integrative Sciences and Engineering Programme (ISEP), National University of Singapore, Singapore 119077, Singapore;
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore;
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore;
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
| | - Kuan Jiang
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore; (K.J.); (T.W.C.)
| | - Ti Weng Chew
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore; (K.J.); (T.W.C.)
| | - Boon Chuan Low
- NUS Graduate School—Integrative Sciences and Engineering Programme (ISEP), National University of Singapore, Singapore 119077, Singapore;
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore; (K.J.); (T.W.C.)
- Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
- University Scholars Programme, National University of Singapore, Singapore 138593, Singapore
- Correspondence: (B.C.L.); (C.T.L.)
| | - Chwee Teck Lim
- NUS Graduate School—Integrative Sciences and Engineering Programme (ISEP), National University of Singapore, Singapore 119077, Singapore;
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore;
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore; (K.J.); (T.W.C.)
- Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore 117599, Singapore
- Correspondence: (B.C.L.); (C.T.L.)
| |
Collapse
|
22
|
Abstract
Single-cell and single-nucleus RNA sequencing (sc/snRNA-seq) technologies have enhanced the understanding of the molecular pathogenesis of neurodegenerative disorders, including Parkinson's disease (PD). Nonetheless, their application in PD has been limited due mainly to the technical challenges resulting from the scarcity of postmortem brain tissue and low quality associated with RNA degradation. Despite such challenges, recent advances in animals and human in vitro models that recapitulate features of PD along with sequencing assays have fueled studies aiming to obtain an unbiased and global view of cellular composition and phenotype of PD at the single-cell resolution. Here, we reviewed recent sc/snRNA-seq efforts that have successfully characterized diverse cell-type populations and identified cell type-specific disease associations in PD. We also examined how these studies have employed computational and analytical tools to analyze and interpret the rich information derived from sc/snRNA-seq. Finally, we highlighted important limitations and emerging technologies for addressing key technical challenges currently limiting the integration of new findings into clinical practice.
Collapse
Affiliation(s)
- Shi-Xun Ma
- Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA;
| | - Su Bin Lim
- Department of Biochemistry and Molecular Biology, Ajou University School of Medicine, Suwon 16499, Korea
| |
Collapse
|
23
|
Shang M, Lim SB, Jiang K, Yap YS, Khoo BL, Han J, Lim CT. Microfluidic studies of hydrostatic pressure-enhanced doxorubicin resistance in human breast cancer cells. Lab Chip 2021; 21:746-754. [PMID: 33502419 DOI: 10.1039/d0lc01103g] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Acquired multidrug resistance in tumors is a big challenge in cancer therapy. As an important physical stimulus in the tumor microenvironment, elevated interstitial fluid pressure has been reported to inhibit drug delivery and promote metastasis in solid tumors. However, the direct influence of this fluid pressure on anticancer drug resistance remains unclear. Here, we develop a pressurized in vitro circulating tumor cell (CTC) culture platform for anticancer drug screening. By using human breast cancer cell line MCF-7 and MDA-MB-231, we find that doxorubicin resistance can be increased by up to 2.5 times under 30 mmHg culture condition, through ABCC1 overexpression that reduces intracellular doxorubicin concentration. A similar chemoresistance change is also observed in clinical metastatic circulating tumor cells samples. These findings provide a new insight into the chemoresistance mechanism of metastatic human breast cancer cells and elucidate the significance of abnormal hydrostatic pressure in cancer progression.
Collapse
Affiliation(s)
- Menglin Shang
- Critical Analytics for Manufacturing Personalized-Medicine (CAMP) IRG, Singapore-MIT Alliance for Research and Technology (SMART) Centre, Singapore and Department of Biomedical Engineering, National University of Singapore, Singapore.
| | - Su Bin Lim
- The Johns Hopkins University School of Medicine, Baltimore, USA
| | - Kuan Jiang
- Department of Biomedical Engineering, National University of Singapore, Singapore.
| | - Yoon Sim Yap
- Department of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Bee Luan Khoo
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong
| | - Jongyoon Han
- Critical Analytics for Manufacturing Personalized-Medicine (CAMP) IRG, Singapore-MIT Alliance for Research and Technology (SMART) Centre, Singapore and Department of Electrical Engineering and Computer Science, Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Chwee Teck Lim
- Critical Analytics for Manufacturing Personalized-Medicine (CAMP) IRG, Singapore-MIT Alliance for Research and Technology (SMART) Centre, Singapore and Department of Biomedical Engineering, National University of Singapore, Singapore. and Institute for Health Innovation and Technology, 14 Medical Drive, Singapore and Mechanobiology Institute, National University of Singapore, Singapore
| |
Collapse
|
24
|
Lim SB, Tsai CJ, Yu Y, Greer P, Fuangrod T, Hwang K, Fontenla S, Coffman F, Lee N, Lovelock DM. Investigation of a Novel Decision Support Metric for Head and Neck Adaptive Radiation Therapy Using a Real-Time In Vivo Portal Dosimetry System. Technol Cancer Res Treat 2020; 18:1533033819873629. [PMID: 31551011 PMCID: PMC6763934 DOI: 10.1177/1533033819873629] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
In adaptive radiation therapy of head and neck cancer, any significant anatomical changes observed are used to adapt the treatment plan to maintain target coverage without elevating the risk of xerostomia. However, the additional resources required for adaptive radiation therapy pose a challenge for broad-based implementation. It is hypothesized that a change in transit fluence is associated with volumetric change in the vicinity of the target and therefore can be used as a decision support metric for adaptive radiation therapy. This was evaluated by comparing the fluence with volumetric changes in 12 patients. Transit fluence was measured by an in vivo portal dosimetry system. Weekly cone beam computed tomography was used to determine volume change in the rectangular region of interest from condyloid process to C6. The integrated transit fluence through the region of interest on the day of the cone beam computed tomography scan was calculated with the first treatment as the baseline. The correlation between fluence change and volume change was determined. A logistic regression model was also used to associate the 5% region of interest volume reduction replanning trigger point and the fluence change. The model was assessed by a chi-square test. The area under the receiver-operating characteristic curve was also determined. A total of 46 pairs of measurements were obtained. The correlation between fluence and volumetric changes was found to be -0.776 (P value <.001). The negative correlation is attributed to the increase in the photon fluence transport resulting from the volume reduction. The chi-square of the logistic regression was found to be 17.4 (P value <.001). The area under the receiver-operating characteristic curve was found to be 0.88. Results indicate the change in transit fluence, which can be measured without consuming clinical resources or requiring additional time in the treatment room, can be used as a decision support metric for adaptive therapy.
Collapse
Affiliation(s)
- S B Lim
- Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Health Informatics, Rutgers University, Newark, NJ, USA
| | - C J Tsai
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Y Yu
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - P Greer
- Calvary Mater Newcastle Hospital, Newcastle, Australia
| | - T Fuangrod
- HRH Princess Chulabhorn College of Medical Science, Chulabhorn Royal Academy, BKK, Thailand
| | - K Hwang
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - S Fontenla
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - F Coffman
- Department of Health Informatics, Rutgers University, Newark, NJ, USA
| | - N Lee
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - D M Lovelock
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| |
Collapse
|
25
|
Abstract
Microfluidics is a highly promising technology platform for cancer diagnosis. It will need a change of mindset among engineers, clinicians and regulators to fully embrace its potential.
Collapse
Affiliation(s)
- Su Bin Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
| | | | - Chwee Teck Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore.,Mechanobiology Institute, National University of Singapore, Singapore, Singapore.,Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore
| |
Collapse
|
26
|
Lim SB, Lim CT, Lim WT. Single-Cell Analysis of Circulating Tumor Cells: Why Heterogeneity Matters. Cancers (Basel) 2019; 11:cancers11101595. [PMID: 31635038 PMCID: PMC6826423 DOI: 10.3390/cancers11101595] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 10/15/2019] [Accepted: 10/16/2019] [Indexed: 12/31/2022] Open
Abstract
Unlike bulk-cell analysis, single-cell approaches have the advantage of assessing cellular heterogeneity that governs key aspects of tumor biology. Yet, their applications to circulating tumor cells (CTCs) are relatively limited, due mainly to the technical challenges resulting from extreme rarity of CTCs. Nevertheless, recent advances in microfluidics and immunoaffinity enrichment technologies along with sequencing platforms have fueled studies aiming to enrich, isolate, and sequence whole genomes of CTCs with high fidelity across various malignancies. Here, we review recent single-cell CTC (scCTC) sequencing efforts, and the integrated workflows, that have successfully characterized patient-derived CTCs. We examine how these studies uncover DNA alterations occurring at multiple molecular levels ranging from point mutations to chromosomal rearrangements from a single CTC, and discuss their cellular heterogeneity and clinical consequences. Finally, we highlight emerging strategies to address key challenges currently limiting the translation of these findings to clinical practice.
Collapse
Affiliation(s)
- Su Bin Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore 117456, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.
| | - Chwee Teck Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore 117456, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.
- Mechanobiology Institute, National University of Singapore, Singapore 117411, Singapore.
- Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore 117599, Singapore.
| | - Wan-Teck Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore.
- Office of Academic and Clinical Development, Duke-NUS Medical School, Singapore 169857, Singapore.
- IMCB NCC MPI Singapore Oncogenome Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore 138673, Singapore.
| |
Collapse
|
27
|
Venugopal Menon N, Lim SB, Lim CT. Microfluidics for personalized drug screening of cancer. Curr Opin Pharmacol 2019; 48:155-161. [PMID: 31634805 DOI: 10.1016/j.coph.2019.09.008] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Revised: 09/10/2019] [Accepted: 09/20/2019] [Indexed: 12/30/2022]
Abstract
Resistance to targeted therapies is a major clinical challenge in cancer treatment. Despite technological advances, robust biomarkers or platforms predictive of treatment response are lacking owing to the inherent nature of complex genomic landscape of carcinoma. Nevertheless, recent efforts centred on performing direct drug screening on patient-derived cells through their ex vivo expansion and maintenance have enabled personalized stratification of treatment modalities. Microfluidics is one such technology that allows high-throughput drug screening through parallelization and automation using small-volume sample. In this review, we present recent microfluidic platforms that have been successfully applied for the maintenance and expansion of patient-derived tumor cells spanning diverse cancer types and sources (solid tumors or liquid biopsies (circulating tumor cells)) for personalized drug screening applications.
Collapse
Affiliation(s)
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore; NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore
| | - Chwee Teck Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore; NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore; Mechanobiology Institute, National University of Singapore, Singapore; Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore.
| |
Collapse
|
28
|
Abstract
There are massive transcriptome profiles in the form of microarray. The challenge is that they are processed using diverse platforms and preprocessing tools, requiring considerable time and informatics expertise for cross-dataset analyses. If there exists a single, integrated data source, data-reuse can be facilitated for discovery, analysis, and validation of biomarker-based clinical strategy. Here, we present merged microarray-acquired datasets (MMDs) across 11 major cancer types, curating 8,386 patient-derived tumor and tumor-free samples from 95 GEO datasets. Using machine learning algorithms, we show that diagnostic models trained from MMDs can be directly applied to RNA-seq-acquired TCGA data with high classification accuracy. Machine learning optimized MMD further aids to reveal immune landscape across various carcinomas critically needed in disease management and clinical interventions. This unified data source may serve as an excellent training or test set to apply, develop, and refine machine learning algorithms that can be tapped to better define genomic landscape of human cancers.
Collapse
Affiliation(s)
- Su Bin Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
| | - Swee Jin Tan
- Regional Scientific Affairs, Sysmex Asia Pacific, Singapore, Singapore
| | - Wan-Teck Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
- Office of Academic and Clinical Development, Duke-NUS Medical School, Singapore, Singapore
- IMCB NCC MPI Singapore Oncogenome Laboratory, Institute of Molecular and Cell Biology (IMCB), A*STAR, Singapore, Singapore
| | - Chwee Teck Lim
- NUS Graduate School for Integrative Sciences & Engineering, National University of Singapore, Singapore, Singapore.
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore.
- Mechanobiology Institute, National University of Singapore, Singapore, Singapore.
- Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore, Singapore.
| |
Collapse
|
29
|
|
30
|
Khoo BL, Grenci G, Lim JSY, Lim YP, Fong J, Yeap WH, Bin Lim S, Chua SL, Wong SC, Yap YS, Lee SC, Lim CT, Han J. Low-dose anti-inflammatory combinatorial therapy reduced cancer stem cell formation in patient-derived preclinical models for tumour relapse prevention. Br J Cancer 2019; 120:407-423. [PMID: 30713340 PMCID: PMC6461953 DOI: 10.1038/s41416-018-0301-9] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Revised: 09/10/2018] [Accepted: 09/20/2018] [Indexed: 12/12/2022] Open
Abstract
Background Emergence of drug-resistant cancer phenotypes is a challenge for anti-cancer therapy. Cancer stem cells are identified as one of the ways by which chemoresistance develops. Method We investigated the anti-inflammatory combinatorial treatment (DA) of doxorubicin and aspirin using a preclinical microfluidic model on cancer cell lines and patient-derived circulating tumour cell clusters. The model had been previously demonstrated to predict patient overall prognosis. Results We demonstrated that low-dose aspirin with a sub-optimal dose of doxorubicin for 72 h could generate higher killing efficacy and enhanced apoptosis. Seven days of DA treatment significantly reduced the proportion of cancer stem cells and colony-forming ability. DA treatment delayed the inhibition of interleukin-6 secretion, which is mediated by both COX-dependent and independent pathways. The response of patients varied due to clinical heterogeneity, with 62.5% and 64.7% of samples demonstrating higher killing efficacy or reduction in cancer stem cell (CSC) proportions after DA treatment, respectively. These results highlight the importance of using patient-derived models for drug discovery. Conclusions This preclinical proof of concept seeks to reduce the onset of CSCs generated post treatment by stressful stimuli. Our study will promote a better understanding of anti-inflammatory treatments for cancer and reduce the risk of relapse in patients.
Collapse
Affiliation(s)
- Bee Luan Khoo
- BioSystems and Micromechanics IRG, Singapore-MIT Alliance for Research and Technology Centre, Singapore, Singapore.
| | - Gianluca Grenci
- Mechanobiology Institute, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
| | - Joey Sze Yun Lim
- BioSystems and Micromechanics IRG, Singapore-MIT Alliance for Research and Technology Centre, Singapore, Singapore
| | - Yan Ping Lim
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - July Fong
- Singapore Centre for Environmental Life Sciences Engineering, Singapore, Singapore
| | - Wei Hseun Yeap
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore.,NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, Singapore, Singapore
| | - Song Lin Chua
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Siew Cheng Wong
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
| | - Yoon-Sim Yap
- Department of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Soo Chin Lee
- Department of Hematology-Oncology, National University Cancer Institute, National University Hospital, Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Chwee Teck Lim
- BioSystems and Micromechanics IRG, Singapore-MIT Alliance for Research and Technology Centre, Singapore, Singapore.,Mechanobiology Institute, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore.,Biomedical Institute for Global Health Research and Technology, National University of Singapore, Singapore, Singapore
| | - Jongyoon Han
- BioSystems and Micromechanics IRG, Singapore-MIT Alliance for Research and Technology Centre, Singapore, Singapore. .,Department of Electrical Engineering and Computer Science, Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.
| |
Collapse
|
31
|
Abstract
The Gene Expression Omnibus (GEO) database is an excellent public source of whole transcriptomic profiles of multiple cancers. The main challenge is the limited accessibility of such large-scale genomic data to people without a background in bioinformatics or computer science. This presents difficulties in data analysis, sharing and visualization. Here, we present an integrated bioinformatics pipeline and a normalized dataset that has been preprocessed using a robust statistical methodology; allowing others to perform large-scale meta-analysis, without having to conduct time-consuming data mining and statistical correction. Comprising 1,118 patient-derived samples, the normalized dataset includes primary non-small cell lung cancer (NSCLC) tumors and paired normal lung tissues from ten independent GEO datasets, facilitating differential expression analysis. The data has been merged, normalized, batch effect-corrected and filtered for genes with low variance via multiple open source R packages integrated into our workflow. Overall this dataset (with associated clinical metadata) better represents the diseased population and serves as a powerful tool for early predictive biomarker discovery.
Collapse
Affiliation(s)
- Su Bin Lim
- NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, #05-01, 28 Medical Drive, Singapore 117456, Singapore
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Engineering Block 4, #04-08, Singapore 117583, Singapore
| | - Swee Jin Tan
- Sysmex Asia Pacific Pte Ltd, 9 Tampines Grande, #06-18, Singapore 528735, Singapore
| | - Wan-Teck Lim
- Division of Medical Oncology, National Cancer Centre Singapore, 11 Hospital Drive, Singapore, 169610 Singapore
- Office of Clinical Sciences, Duke-NUS Medical School, 8 College Road, Singapore 169857, Singapore
- Institute of Molecular and Cell Biology, A*Star, 61 Biopolis Drive, Proteos, Singapore 138673, Singapore
| | - Chwee Teck Lim
- NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, #05-01, 28 Medical Drive, Singapore 117456, Singapore
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Engineering Block 4, #04-08, Singapore 117583, Singapore
- Mechanobiology Institute, National University of Singapore, #10-01, 5A Engineering Drive 1, Singapore 117411, Singapore
- Biomedical Institute for Global Health Research and Technology, National University of Singapore, #14-01, MD6, 14 Medical Drive, Singapore 117599, Singapore
| |
Collapse
|
32
|
Lim SB, Tan SJ, Lim WT, Lim CT. An extracellular matrix-related prognostic and predictive indicator for early-stage non-small cell lung cancer. Nat Commun 2017; 8:1734. [PMID: 29170406 PMCID: PMC5700969 DOI: 10.1038/s41467-017-01430-6] [Citation(s) in RCA: 75] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2016] [Accepted: 09/18/2017] [Indexed: 12/17/2022] Open
Abstract
The prognosis and prediction of adjuvant chemotherapy (ACT) response in early-stage non-small cell lung cancer (NSCLC) patients remain poor in this era of personalized medicine. We hypothesize that extracellular matrix (ECM)-associated components could be potential markers for better diagnosis and prognosis due to their differential expression in 1,943 primary NSCLC tumors as compared to 303 normal lung tissues. Here we develop a 29-gene ECM-related prognostic and predictive indicator (EPPI). We validate a robust performance of the EPPI risk scoring system in multiple independent data sets, comprising a total of 2,071 early-stage NSCLC tumors. Patients are stratified according to the universal cutoff score based on the EPPI when applied in the clinical setting; the low-risk group has significantly better survival outcome. The functional EPPI gene set represents a potential genomic tool to improve patient selection in early-stage NSCLC to further derive the best benefits of ACT and prevent unnecessary treatment or ACT-associated morbidity. Prognosis and prediction of adjuvant chemotherapy response in non-small cell lung cancer can have significant clinical impact. Here, the authors show that differential expression of a 29 extracellular matrix gene indicator, EPPI, can predict patient outcome.
Collapse
Affiliation(s)
- Su Bin Lim
- NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, #05-01, 28 Medical Drive, Singapore, 117456, Singapore.,Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Engineering Block 4, #04-08, Singapore, 117583, Singapore
| | - Swee Jin Tan
- Clearbridge Accelerator Pte Ltd, Singapore, 118257, Singapore.,Sysmex Asia Pacific Pte Ltd, 9 Tampines Grande, #06-18, Singapore, 528735, Singapore
| | - Wan-Teck Lim
- Division of Medical Oncology, National Cancer Centre Singapore, 11 Hospital Drive, Singapore, 169610, Singapore.,Office of Clinical Sciences, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.,Institute of Molecular and Cell Biology, A*Star, 61 Biopolis Drive, Proteos, Singapore, 138673, Singapore
| | - Chwee Teck Lim
- NUS Graduate School for Integrative Sciences & Engineering (NGS), National University of Singapore, #05-01, 28 Medical Drive, Singapore, 117456, Singapore. .,Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Engineering Block 4, #04-08, Singapore, 117583, Singapore. .,Mechanobiology Institute, National University of Singapore, #10-01, 5A Engineering Drive 1, Singapore, 117411, Singapore. .,Biomedical Institute for Global Health Research and Technology, National University of Singapore, #14-01, MD6, 14 Medical Drive, Singapore, 117599, Singapore.
| |
Collapse
|
33
|
Kim HJ, Ruqia B, Kang MS, Lim SB, Choi R, Nam KM, Seo WS, Lee G, Choi SI. Shape-controlled Pt nanocubes directly grown on carbon supports and their electrocatalytic activity toward methanol oxidation. Sci Bull (Beijing) 2017; 62:943-949. [PMID: 36659465 DOI: 10.1016/j.scib.2017.05.029] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2017] [Revised: 05/18/2017] [Accepted: 05/23/2017] [Indexed: 01/21/2023]
Abstract
Synthesis of shape-controlled Pt nanocrystals is substantial and important for enhancing chemical and electrochemical reactions. However, the removal of capping agents, shape-controlling chemicals, on Pt surfaces is essential prior to conducting the catalytic reactions. Here we report a facile one-pot synthesis of Pt nanocubes directly grown on carbon supports (Pt nanocubes/C) with modulating the kinetic reaction factors for shaping the nanocrystals, but without adding any capping agents for preserving the clean Pt surfaces. Well-dispersed Pt nanocubes/C shows enhanced activity and long-term stability toward methanol oxidation reaction compared to the commercial Pt/C catalyst.
Collapse
Affiliation(s)
- Hee Jin Kim
- Department of Chemistry and Green-Nano Materials Research Center, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Bibi Ruqia
- Department of Chemistry and Green-Nano Materials Research Center, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Mi Sung Kang
- Department of Chemistry and Green-Nano Materials Research Center, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Su Bin Lim
- Department of Chemistry and Green-Nano Materials Research Center, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Ran Choi
- Department of Chemistry, KAIST, Daejeon 34141, Republic of Korea
| | - Ki Min Nam
- Department of Chemistry, Mokpo National University, Jeonnam 58554, Republic of Korea
| | - Won Seok Seo
- Department of Chemistry, Sogang University, Seoul 04107, Republic of Korea.
| | - Gaehang Lee
- Korea Basic Science Institute (KBSI) and University of Science and Technology, Daejeon 34133, Republic of Korea.
| | - Sang-Il Choi
- Department of Chemistry and Green-Nano Materials Research Center, Kyungpook National University, Daegu 41566, Republic of Korea.
| |
Collapse
|
34
|
Jung DH, Hwang S, Song GW, Ahn CS, Moon DB, Ha TY, Kim KH, Park GC, Kim BS, Park IJ, Lim SB, Kim JC, Yoo MW, Byeon JS, Jung HY, Lee GH, Myung SJ, Choe J, Choi JY, Park HW, Lee SG. Survival Benefit of Early Cancer Detection Through Regular Endoscopic Screening for De Novo Gastric and Colorectal Cancers in Korean Liver Transplant Recipients. Transplant Proc 2016; 48:145-51. [PMID: 26915860 DOI: 10.1016/j.transproceed.2015.12.003] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Accepted: 12/10/2015] [Indexed: 02/07/2023]
Abstract
BACKGROUND De novo malignancy is not uncommon after liver transplantation (LT). Gastric cancer is one of the most common malignancies in both the Korean general population and LT recipients, and colorectal cancer prevalence is gradually increasing. METHODS Among 3690 adult recipients who underwent LT from January 1999 and December 2013, the screening patterns and prognosis of 26 cases of gastric cancer and 22 cases of colorectal cancer were analyzed. RESULTS For gastric cancer, the mean patient age was 54.6 ± 6.2 years at LT and 59.5 ± 6.7 years at cancer diagnosis, with a post-transplant interval of 60.2 ± 29.8 months. Patients were divided into regular (n = 18) and non-regular (n = 8) screening groups, with early cancer found in 14 and 0 patients; their 2-year survival rates after cancer diagnosis were 93.1% and 33.3% (P = .006), respectively. Endoscopic resection was successfully performed in 8 patients, all in the regular screening group. For colorectal cancer, the mean patient age was 53.3 ± 6.1 years at LT and 58.1 ± 6.7 years at cancer diagnosis, with a post-transplant interval of 54.3 ± 38.0 months. Patients were divided into regular (n = 19) and non-regular (n = 3) screening groups, with early cancer found in 12 and 0 patients; their 2-year survival rates after cancer diagnosis of 92.3% and 33.3% (P = .003), respectively. Endoscopic resection was successfully performed in 6 patients, all in the regular screening group. CONCLUSIONS LT recipients are strongly advised to undergo regular screening studies for various de novo malignancies, especially cancers common in the general population. Regular endoscopic screening contributes to the timely detection of gastric and colorectal cancers, improving post-treatment survival outcomes.
Collapse
Affiliation(s)
- D H Jung
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - S Hwang
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea.
| | - G W Song
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - C S Ahn
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - D B Moon
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - T Y Ha
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - K H Kim
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - G C Park
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - B S Kim
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - I J Park
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - S B Lim
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - J C Kim
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - M W Yoo
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - J S Byeon
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - H Y Jung
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - G H Lee
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - S J Myung
- Department of Gastroenterology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - J Choe
- Health Screening and Promotion Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - J Y Choi
- Health Screening and Promotion Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - H W Park
- Health Screening and Promotion Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - S G Lee
- Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea.
| |
Collapse
|
35
|
Magiati I, Goh DA, Lim SJ, Gan DZQ, Leong JCL, Allison C, Baron-Cohen S, Rifkin-Graboi A, Broekman BFP, Saw SM, Chong YS, Kwek K, Gluckman PD, Lim SB, Meaney MJ. The psychometric properties of the Quantitative-Checklist for Autism in Toddlers (Q-CHAT) as a measure of autistic traits in a community sample of Singaporean infants and toddlers. Mol Autism 2015; 6:40. [PMID: 26124950 PMCID: PMC4484636 DOI: 10.1186/s13229-015-0032-1] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2014] [Accepted: 06/03/2015] [Indexed: 12/27/2022] Open
Abstract
Background There is growing research evidence that subclinical autistic traits are elevated in relatives of individuals with autism spectrum disorder (ASD), continuously distributed in the general population and likely to share common etiology with ASD. A number of measures have been developed to assess autistic traits quantitatively in unselected samples. So far, the Quantitative-Checklist for Autism in Toddlers (Q-CHAT) is one of very few measures developed for use with toddlers as young as 18 months, but little is known about its measurement properties and factor structure. Methods The present study examined internal consistency, factor structure, test-retest stability, and convergent validity of the Q-CHAT in a sample of toddlers in Singapore whose caregivers completed the Q-CHAT at 18 (n = 368) and 24 months (n = 396). Results Three factors were derived accounting for 38.1 % of the variance: social/communication traits, non-social/behavioral traits, and a speech/language factor. Internal consistency was suboptimal for the total and speech/language scores, but acceptable for the social/communication and non-social/behavioral factor scores. Scores were generally stable between 18 and 24 months. Convergent validity was found with the Pervasive Developmental Disorders subscale of the Child Behavior Checklist (CBCL) completed by caregivers when their children were 24 months. Q-CHAT total scores in this sample were higher than those reported in other unselected samples from the UK. Conclusions The Q-CHAT was found to have a three-factor structure, acceptable internal consistency for its two main factor scores (social/communication and non-social/behavioral), normally distributed scores in an unselected sample, and similar structure and measurement properties as those reported in other published studies. Findings are discussed in relation to existing literature and future directions for the validation of the Q-CHAT.
Collapse
Affiliation(s)
- I Magiati
- Department of Psychology, National University of Singapore, #02-24, Block AS4, 9 Arts Link, 117570 Singapore, Singapore
| | - D A Goh
- Department of Psychology, National University of Singapore, #02-24, Block AS4, 9 Arts Link, 117570 Singapore, Singapore
| | - S J Lim
- Department of Psychology, National University of Singapore, #02-24, Block AS4, 9 Arts Link, 117570 Singapore, Singapore
| | - D Z Q Gan
- Department of Psychology, National University of Singapore, #02-24, Block AS4, 9 Arts Link, 117570 Singapore, Singapore
| | - J C L Leong
- Department of Psychology, National University of Singapore, #02-24, Block AS4, 9 Arts Link, 117570 Singapore, Singapore
| | - C Allison
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - S Baron-Cohen
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - A Rifkin-Graboi
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A STAR), Singapore, Singapore
| | - B F P Broekman
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A STAR), Singapore, Singapore ; Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore, Singapore
| | - S-M Saw
- Saw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore, Singapore
| | - Y-S Chong
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A STAR), Singapore, Singapore ; Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore, Singapore
| | - K Kwek
- Department of Maternal Fetal Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - P D Gluckman
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A STAR), Singapore, Singapore ; Liggins Institute, University of Auckland, Auckland, New Zealand
| | - S B Lim
- Department of Child Development, KK Women's and Children's Hospital, Singapore, Singapore
| | - M J Meaney
- Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research (A STAR), Singapore, Singapore ; Ludmer Centre for Neuroinformatics and Mental Health, McGill University, Verdun, Canada; Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Canada
| | | |
Collapse
|
36
|
Lim SB, Wong WL, Ho RC, Wong IB. Childhood intermittent exotropia from a different angle: does severity affect quality of life? Br J Ophthalmol 2015; 99:1405-11. [PMID: 25855500 DOI: 10.1136/bjophthalmol-2014-306545] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2014] [Accepted: 03/19/2015] [Indexed: 11/03/2022]
Abstract
BACKGROUND Few studies have explored the relationship between health-related quality of life (HRQOL) and clinical severity of childhood intermittent exotropia (IXT) measured by angle of deviation, control and stereoacuity. METHODS Sixty-eight consecutive children aged 5-17 years with childhood IXT who attended the paediatric eye clinic were recruited. One accompanying parent was recruited concurrently. Child, parent and proxy (parent about the child) HRQOL was measured using the IXT questionnaire (IXTQ). Angle of deviation, control and stereoacuity of the children were measured and correlated with IXTQ scores using Spearman's correlation coefficient and paired t test for differences in child and proxy IXTQ mean scores. RESULTS The mean age of the children was 9.0±2.6 years. Child HRQOL was not correlated to any strabismus measurements. Poorer parent HRQOL was correlated with poorer distance control (surgery subscale, r=-0.24 p=0.049), poorer near control (surgery subscale, r=-0.30, p=0.013), poorer office near control (mean, r=-0.24, p=0.047; psychological subscale, r=-0.27, p=0.025; surgery subscale, r=-0.28, p=0.020) and larger angle of deviation (psychological subscale, r=-0.30, p=0.013). Poorer proxy HRQOL was correlated with poorer home control (r=-0.28, p=0.022) and larger angle of deviation (r=0.33, p=0.0061). CONCLUSIONS It is difficult to predict child HRQOL based on clinical measurements. However, parent HRQOL tends to be worse with poorer control and larger angle of deviation. Perhaps HRQOL should be routinely assessed in clinic alongside clinical measurements in order to tailor management appropriately.
Collapse
Affiliation(s)
- S B Lim
- Department of Ophthalmology, National University Hospital, Singapore University of Cambridge School of Medicine, Cambridge, UK
| | - W L Wong
- Department of Ophthalmology, National University Hospital, Singapore Singapore Eye Research Institute, Singapore
| | - R C Ho
- Department of Psychological Medicine, National University Hospital, Singapore
| | - I B Wong
- Department of Ophthalmology, National University Hospital, Singapore
| |
Collapse
|
37
|
Lim SB, Jeong SY, Choi HS, Sohn DK, Hong CW, Jung KH, Chang HJ, Park JG, Choi IJ, Kim CG. Synchronous gastric cancer in primary sporadic colorectal cancer patients in Korea. Int J Colorectal Dis 2008; 23:61-5. [PMID: 17724601 DOI: 10.1007/s00384-007-0366-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/26/2007] [Indexed: 02/08/2023]
Abstract
BACKGROUND AND AIMS Colorectal cancer has been reported to be the malignancy most frequently associated with gastric cancer in Korea. The aim of this study was to define the frequency and clinical characteristics of synchronous gastric cancer detected at preoperative esophagogastroduodenoscopy (EGD) in colorectal cancer patients. MATERIALS AND METHODS This prospective study analyzed the EGD results from 1,542 consecutive colorectal cancer patients who underwent surgery from January 2003 to December 2005 at the Center for Colorectal Cancer, National Cancer Center, Korea. RESULTS Of the 1,542 cases, 1,155 (74.9%) underwent EGD at our center and 387 underwent EGD at other hospitals within 6 months before surgery. Of the 1,542 cases, synchronous gastric cancers were detected in 31 cases (2.0%). Of these 31 cases, 26 had early gastric cancer (EGC; 83.9%) and 5 had advanced gastric cancer. Ten (38.5%) of the 26 EGC cases were managed using endoscopic mucosal resection. Compared to colorectal cancer patients without synchronous gastric cancer, the group of patients with synchronous gastric cancer was older (65.5+/-9.6 vs 58.4+/-11.3 years, p=0.001) and had a greater proportion of males (77.4 vs 59.4%, p=0.043). CONCLUSION This study found that 2% of Korean sporadic colorectal cancer patients had synchronous gastric cancer. A preoperative EGD for colorectal cancer patients is likely to greatly assist in the diagnosis of synchronous gastric cancer at an early stage and the implementation of appropriate minimally invasive treatment.
Collapse
Affiliation(s)
- S B Lim
- Center for Colorectal Cancer, Research Institute and Hospital, National Cancer Center, Goyang-si, Korea
| | | | | | | | | | | | | | | | | | | |
Collapse
|
38
|
He X, Pool M, Darcy KM, Lim SB, Auersperg N, Coon JS, Beck WT. Knockdown of polypyrimidine tract-binding protein suppresses ovarian tumor cell growth and invasiveness in vitro. Oncogene 2007; 26:4961-8. [PMID: 17310993 PMCID: PMC2364716 DOI: 10.1038/sj.onc.1210307] [Citation(s) in RCA: 95] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Polypyrimidine tract-binding protein (PTB) is an RNA-binding protein with multiple functions in the regulation of RNA processing and IRES-mediated translation. We report here overexpression of PTB in a majority of epithelial ovarian tumors revealed by immunoblotting and tissue microarray (TMA) staining. By western blotting, we found that PTB was overexpressed in 17 out of 19 ovarian tumor specimens compared to their matched-normal tissues. By TMA staining, we found PTB expression in 38 out of 44 ovarian cancer cases but only in two out of nine normal adjacent tissues. PTB is also overexpressed in SV40 large T-antigen immortalized ovarian epithelial cells compared to normal human ovarian epithelial cells. Using doxycycline-inducible small interfering RNA technology, we found that knockdown of PTB expression in the ovarian tumor cell line A2780 substantially impaired tumor cell proliferation, anchorage-independent growth and in vitro invasiveness. These results suggest that overexpression of PTB is an important component of the multistep process of tumorigenesis, and might be required for the development and maintenance of epithelial ovarian tumors. Moreover, because of its novel role in tumor cell growth and invasiveness, shown here for the first time, PTB may be a novel therapeutic target in the treatment of ovarian cancer.
Collapse
Affiliation(s)
- X He
- Gynecologic Oncology Group, Core Laboratory in Molecular Pharmacology, University of Illinois at Chicago, Chicago, IL 60612, USA
| | | | | | | | | | | | | |
Collapse
|
39
|
Low WK, Pang KY, Ho LY, Lim SB, Joseph R. Universal newborn hearing screening in Singapore: the need, implementation and challenges. Ann Acad Med Singap 2005; 34:301-6. [PMID: 15937570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
With about 1 in 1000 born with severe to profound hearing loss and about 5 in 1000 with lesser degrees of loss, congenital deafness is the commonest major birth defect. It is the recommended standard that hearing loss in newborns be detected by 3 months of age and intervention implemented by 6 months of age. Delayed detection and intervention may affect speech, language and psychosocial development, resulting in poor academic achievements. Universal newborn hearing screening (UNHS) is the only effective way of detecting all babies with hearing loss, within the recommended time frame. A survey in Singapore revealed that traditional childhood hearing screening programmes resulted in late detection (mean age, 20.8 months; range, 0 to 86 months) and late intervention (mean age, 42.4 months; range, 1 to 120 months). Increasingly, UNHS is becoming standard medical care in developed countries. In Singapore, UNHS has been implemented in all hospitals with obstetric services. Although a screening rate of more than 99% has been achieved in public hospitals, private hospitals have a screening rate of only about 77%. Parents' awareness and acceptance of early detection is still lacking, and this needs to be addressed by appropriate public education. Support from obstetricians and paediatricians will significantly contribute towards this objective. Effective programme management is essential; this includes the use of data management systems, the maintenance of a team of experienced screeners, and efficient coordination between screening and diagnostic services. Early detection of childhood deafness, together with early and effective intervention, maximises the chances of successful integration into mainstream education and society.
Collapse
Affiliation(s)
- W K Low
- Department of Otolaryngology, Singapore General Hospital
| | | | | | | | | |
Collapse
|
40
|
Agarwal P, Lim SB. Long-term follow-up and outcome of extremely-low-birth-weight (ELBW) infants. Ann Acad Med Singap 2003; 32:346-53. [PMID: 12854378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
INTRODUCTION Modern day obstetric and neonatal care has dramatically increased the survival of the extremely-low-birth-weight (ELBW) neonates. As the limits of viability decrease, it is of paramount importance to have reliable data on long-term morbidity. Long-term follow-up of these high-risk survivors is thus becoming an integral part of neonatal intensive care units. METHODS Detailed Medline search and review of leading journal articles were done to assess the current data on long-term outcome of ELBW infants. RESULTS The developmental outcome of the ELBW infant is determined by a complex interaction of medical and environmental factors acting on a developmentally vulnerable premature brain. In early childhood, 13% to 37% of ELBW survivors have a significant delay in cognitive function while 7% to 17% have neurosensory impairment viz. cerebral palsy. Advances have been made in measuring functional outcome to assess the impact of ELBW births on long-term quality of life and skills for independent living. Measuring school age outcome is an important landmark in the longitudinal follow-up of ELBW infants and most reports show high rates of cognitive impairment as well as increased incidence of learning disability and school difficulties as well as behavioural problems. The ELBW adolescent and young adult continue to lag behind in academic achievement and cognitive score. However, more than half of the ELBW survivors function within the normal range of variability and their self-reported quality of life in adolescence continues to be comparable to that of their peers. CONCLUSION In managing ELBW infants, a holistic, systematic approach is needed to assess the degree and impact of impairment on their daily function and issues related to quality of life.
Collapse
Affiliation(s)
- P Agarwal
- Department of Neonatology, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore 229899.
| | | |
Collapse
|
41
|
Daniel LM, Lim SB, Clarke L. Eight-year outcome of very-low-birth-weight infants born in KK hospital. Ann Acad Med Singap 2003; 32:354-61. [PMID: 12854379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
AIM To determine the education, neurodevelopmental outcome and educational achievement of babies weighing < 1500 g at 8 years of age. MATERIALS AND METHODS This prospective study involved 171 of 202 survivors from KK Women's and Children's Hospital (KKWCH). Cognitive function was assessed using the Weschler Intelligence Scale for Children--version III (WISC-III). RESULTS Of these, 90.1% were in mainstream education and 1.2% were in home or religious schools. Special education programmes were recommended for 11.1% of children [24.4% of 56 extremely-low-birth-weight (ELBW) babies < 1000 g and 9.6% of 115 larger babies weighing 1000 to 1499 g]. Of these, only 7.8% eventually enrolled and 1.2% were not in any programme. In 136 children who had psychological assessments, the mean full-scale, verbal and performance intelligence scores were 87.0 +/- 17.7, 86.6 +/- 17.0 and 90.1 +/- 21.8 in ELBWs and 96.1 +/- 18.3, 93.3 +/- 15.7 and 100.0 +/- 17.5 in larger children, with the former having significantly lower scores than the latter (full scale: P = 0.02, 95% CI -18.23, -4.18; verbal: P = 0.04, 95% CI -13.8, -1.95; performance: P = 0.004, 95% CI -17.67, -3.35). 33.8% of the cohort, 49.0% of ELBWs and 25.3% of larger children had neurodevelopmental impairment (full scale score < 85 or in need of special education). Logistic regression analysis showed that birth weight < 1000 g, female sex, Chinese race, a non-intact family structure and bronchopulmonary dysplasia (BPD) were significant risk factors associated with neurodevelopmental impairment. 72.7% of children scored > or = 50% of total marks for English, Mathematics and second language. 14.1% had Band 4 (< 50% of total marks) in all 3 subjects. Logistic regression analysis showed that the only significant risk factors associated with adverse school performance in any of these three subjects were hypoglycaemia in the newborn period and impaired cognitive function. CONCLUSION The outcome of ELBWs is a major cause of concern. BPD and hypoglycaemia were the only perinatal factors that still exerted an influence on outcome at 8 years. Better methods of prediction of academic difficulty are critical for this high-risk group of children.
Collapse
Affiliation(s)
- L M Daniel
- Department of Neonatology, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore 229899
| | | | | |
Collapse
|
42
|
Abstract
The effect of the mannose-binding champedak (Artocarpus integer) lectin-M on the cellular proliferation of murine lymphocytes was investigated in this study. Our data demonstrated that the lectin was the main mitogenic component in the crude extract of the champedak seeds. It stimulated the proliferation of murine T cells at an optimal concentration of 2.5 microg/ml in a 3 day culture. Lectin-M appeared to be a T-cell mitogen as it does not induce significant DNA synthesis when cultured with spleen cells from the nude mouse. In the absence of T cells, the lectin was incapable of inducing resting B cells to differentiate into immunoglobulin secreting plasma cells.
Collapse
Affiliation(s)
- S B Lim
- Department of Biochemistry, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | | |
Collapse
|
43
|
Lim SB, Park JH, Song WK, Kuk H, Oh SK, Jeong JW, Park OK, Park YK. Patterns of Exercise-induced Coronary Spasm in Patients with Variant Angina: Results, Correlation with Clinical Features. Korean Circ J 1998. [DOI: 10.4070/kcj.1998.28.3.425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
|
44
|
Abstract
A mannose-binding lectin, termed champedak lectin-M, was isolated from an extract of the crude seeds of champedak (Artocarpus integer). On gel filtration chromatography, the lectin eluted in a single peak at elution volumes corresponding to 64 kDa. SDS-PAGE showed the mannose-binding lectin to be composed of 16.8 kDa polypeptides with some of the polypeptides being disulphide-linked to give dimers. When tested with all isotypes of immunoglobulins, champedak lectin-M demonstrated a selective strong interaction with human IgE and IgM, and a weak interaction with IgA2. The binding interactions of lectin-M were metal ion independent. The lectin was also shown to interact with horseradish peroxidase, ovalbumin, porcine thyroglobulin, human alpha1-acid glycoprotein, transferrin and alpha1-antitrypsin. It demonstrated a binding preference to Man alpha 1-3Man ligands in comparison to Man alpha 1-6Man or Man alpha 1-2Man.
Collapse
Affiliation(s)
- S B Lim
- Department of Biochemistry, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | | |
Collapse
|
45
|
Ho NK, Lim SB. Outcome of infants weighing 500-999 grams at birth in a Singapore hospital (1990-1993). Singapore Med J 1995; 36:185-8. [PMID: 7676264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Over a 4-year period (1990-1993) 126 babies weighing 500-999 grams (0.39% of 32,362 livebirths) were born in the hospital that provides tertiary care. Seventy-eight babies (61.9%) were discharged alive. Survival rate (79.4% or 50/63) was higher in the larger babies (800-999 gm) than in the smaller babies (28/63 of the 500-799 gm or 44.4%, p = 0.0001). Survival rates among the 2 periods, 1990-91 (period 1) and 1992-93 (period 2) have also improved, from 44/74 or 59.5% to 34/52 or 65.4%, p = 0.62 (NS). Surfactant replacement therapy (SRT) has an impact on decreasing the mortality for babies < 1,000 gm. Only 35.3% (6/17) babies had SRT in 1993. Other perinatal factors are also contributing to a better outcome of these high risk babies. Neurodevelopmental outcome at 2 years of age of the 39 babies (50%) born in period 1 has been determined. Thirty-five percent (5/14) of the smaller babies and 28% (7/25) of the larger babies had MDI (Bayley Mental Developmental Index) of < 69. For cerebral palsy, it was 14% and 8% respectively; and for neurosensory disorder, 7% and 4% respectively. Some babies had a combination of 2 or 3 major impairments. It is estimated that 33% of babies who weighed less than 1,000 gm at birth had a disability. It was found that severe intraventricular haemorrhage (IVH) of grade III and IV correlated significantly with MDI of < 69 (p < 0.05). Severe IVH in period 2 (17.2%) did not differ significantly from that of period 1 (29.4%, p = 0.55).(ABSTRACT TRUNCATED AT 250 WORDS)
Collapse
Affiliation(s)
- N K Ho
- Department of Neonatology I, Kandang Kerbau Hospital, Singapore
| | | |
Collapse
|
46
|
Lam S, Lim SB, Yin-Murphy M, Nasir M. Aetiology of diarrhoea in Singapore. Ann Acad Med Singap 1987; 16:571-6. [PMID: 3328552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Stools from acute diarrhoea were investigated for bacterial and viral pathogens. In one study involving 63 young children in a paediatric ward, 70% of the stools were positive for the pathogens looked for of which 37% contained bacteria, 22% viruses and 11% mixed cultures of bacteria and viruses. In another study in which 130 watery stools from routine specimens of patients of all ages were investigated, 36% were positive for pathogens with 11% bacteria, 18% viruses and 7% mixed pathogens. The high incidence of bacterial diarrhoea in young children was attributed to gastroenteritis caused by Salmonella species. Salmonella and rotavirus were found the most common pathogens in bacterial and viral diarrhoeas, and the most susceptible age group was under 5 years-old.
Collapse
Affiliation(s)
- S Lam
- Enteric Bacteriology Laboratory, Pathology Department, Alexandra Hospital, Singapore
| | | | | | | |
Collapse
|
47
|
Abstract
Twenty-four (6%) of 375 infants with birthweights less than or equal to 1500g developed bronchopulmonary dysplasia (BPD); 16 (15%) of 107 in those less than or equal to 100g and 8 (3%) of 268 in those greater than 1000g. The incidence was 10% in those who required assisted ventilation. Perinatal asphyxia, significant respiratory distress, pulmonary interstitial emphysema and patent ductus arteriosus were statistically more common in BPD infants compared with the remaining 351 very low birthweight infants. Hyaline membrane disease was the primary respiratory disease in 54% of BPD infants. The mean durations of oxygen and ventilatory therapy were 68 days and 37 days respectively. Twenty-nine percent did not require more than 60% oxygen for over 24 hours. Only 38% required a peak airway pressure of over 30 cmH2O. Early postnatal growth was satisfactory on parenteral nutrition support. No perinatal factor was found to be predictive of death from BPD. The prolonged duration of hospital treatment has obvious implications to the psychosocial and economic costs of BPD.
Collapse
|
48
|
Abstract
Twenty four infants with birthweights less than or equal to 1500 g had bronchopulmonary dysplasia (BPD). Four died in the neonatal period and four in the postneonatal period-one had been discharged and was aged one year. Sixteen (67%) survived long term and were followed up until they were two years old. Common medical conditions included respiratory illnesses in 14 (88%) children and otitis media in 8 (50%). Eleven (69%) required hospital admission for an average of 5 times; total days in hospital averaged 27 days. The most common reasons for admission were bronchiolitis and bronchopneumonia. At two years 37% were below the 10th centile for weight, as were 25% for height: head circumferences were normal. Two children had cerebral palsy, two had developmental delay, two had multiple disabilities, and one had sensorineural deafness. Of the 24 BPD infants, 8 (33%) died, 7 (29%) survived with a disability (severe in one), and 9 (38%) had a normal neurodevelopmental outcome. From the available perinatal data it was not possible to predict late disabilities in BPD survivors.
Collapse
|
49
|
|