Xiaoyan Qiu's research while affiliated with Peking University and other places

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Publications (102)


Proinflammatory phenotype of B10 and B10pro cells elicited by TNF-α in rheumatoid arthritis
  • Article

February 2024

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31 Reads

Annals of the Rheumatic Diseases

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Lianjie Shi

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Xiaohang Liu

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[...]

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Zhanguo Li

Objectives B10 and B10pro cells suppress immune responses via secreting interleukin (IL)-10. However, their regulators and underlying mechanisms, especially in human autoimmune diseases, are elusive. This study aimed to address these questions in rheumatoid arthritis (RA), one of the most common highly disabling autoimmune diseases. Methods The frequencies and functions of B10 and B10pro cells in healthy individuals and patients with RA were first analysed. The effects of proinflammatory cytokines, particularly tumour necrosis factor (TNF)-α on the quantity, stability and pathogenic phenotype of these cells, were then assessed in patients with RA before and after anti-TNF therapy. The underlying mechanisms were further investigated by scRNA-seq database reanalysis, transcriptome sequencing, TNF-α −/− and B cell-specific SHIP-1 −/− mouse disease model studies. Results TNF-α was a key determinant for B10 cells. TNF-α elicited the proinflammatory feature of B10 and B10pro cells by downregulating IL-10, and upregulating interferon-γ and IL-17A. In patients with RA, B10 and B10pro cells were impaired with exacerbated proinflammatory phenotype, while anti-TNF therapy potently restored their frequencies and immunosuppressive functions, consistent with the increased B10 cells in TNF-α −/− mice. Mechanistically, TNF-α diminished B10 and B10pro cells by inhibiting their glycolysis and proliferation. TNF-α also regulated the phosphatidylinositol phosphate signalling of B10 and B10pro cells and dampened the expression of SHIP-1, a dominant phosphatidylinositol phosphatase regulator of these cells. Conclusions TNF-α provoked the proinflammatory phenotype of B10 and B10pro cells by disturbing SHIP-1 in RA, contributing to the disease development. Reinstating the immunosuppressive property of B10 and B10pro cells might represent novel therapeutic approaches for RA.

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A Self-Propagating c-Met–SOX2 Axis Drives Cancer-Derived IgG Signaling That Promotes Lung Cancer Cell Stemness

March 2023

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63 Reads

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3 Citations

Cancer Research

Elevated IgG expression in cancer cells has been implicated in exacerbated malignancy and poor clinical prognosis. Accumulating evidence indicates that a nonconventional sialylation modification is critical for the function of cancer-derived IgG, indicating the need for a better understanding of the regulatory mechanisms that control the expression and function of sialylated cancer IgG (SIA-cIgG). Here, we conducted genome-wide CRISPR activation screening and identified OCT4 and SOX2 as the key factors that promote SIA-cIgG expression. Functional investigation revealed that SIA-cIgG reciprocally stimulated SOX2 by activating the c-Met/Akt/Erk signaling axis, constituting a self-propagating loop of SIA-cIgG/c-Met/SOX2/SIA-cIgG signaling. This signaling loop was highly active in stem-like cells from many epithelial cancers and was crucial for cancer stemness in vitro and in vivo. Notably, the mAb RP215, which specifically recognizes the Asn162 sialylation–related epitope on SIA-cIgG, effectively blocked the SIA-cIgG–driven signaling loop. Furthermore, RP215 significantly inhibited lung cancer cell stemness and tumor growth in a patient-derived xenograft model. In conclusion, these findings revealed a self-propagating c-Met/SOX2/SIA-cIgG signaling loop that promotes cancer stemness, identifying novel therapeutic strategies for cancer treatment. Significance Sialylated cancer IgG activates c-Met-SOX2 signaling to promote stemness properties in cancer cells and can be targeted to suppress tumor growth.


Fig. 1. S-specific antibodies in the serum of COVID-19 patients 2-weeks and 6-months convalescence and the neutralizing activity. (A) The concentration of S-specific IgM, IgG and IgA in serum of COVID-19 2-weeks and 6-months convalescence by ELISA assay.
Fig. 2. Study design and the schematic diagram of 5'RACE. (A) Schematics of the experimental design for Ig V(D)J sequencing. PBMC were obtained from healthy people and COVID-19 patients and CD19 + B cells were sorted by immunomagnetic positive selection and total RNA was extracted for Ig variable region amplification. SMARTer IIA Oligonucleotide was random add to the 5' end of RNA. Then universal upstream primer to target 5' end specific nucleotides sequences and the downstream primers to target constant region of Ig. After two round of PCR, complete variable region was amplified and sequenced by pacbio sequencing. (B) VDJ family gene used in healthy control and COVID-19 patients by bubble chart. X, Y, Z axis represented for VH, JH and DH family gene separately, and the size of bubble represented for the proportion of the VHDHJH gene. (C) Frequency of the VHDHJH gene in healthy people (blue) and COVID-19 patients (red).
Fig. 3. Clonal expansion and common CDR3 shared among the COVID-19 patients. (A) The top 10 CDR3 ration in COVID-19 patients compared with healthy people. COVID-19 6m-A represents for patients with neutralizing antibodies and COVID-19 6m-B
Fig. 4. V(D)J recombination pattern in healthy subjects and COVID-19 patients. (A) The top 5 V(D)J rearrangement patterns that are used by B cells of healthy people and COVID-19 patients (left) and the percentage of top 5 V(D)J rearrangement in healthy people
Fig. 5. Shared V(D)J recombination pattern in healthy subjects and COVID-19 patients. (A) Common V(D)J recombination pattern between individuals of healthy subjects and COVID-19 patients 2 weeks and 6 months after recovery. (B) COVID-19 patients specific V(D)J recombination pattern that are shared between every individual in COVID-19 patients 2 weeks after recovery. Heats maps show the expression frequency of Ig heavy chain and light chain. (C) The percentage of the most shared V(D)J recombination pattern in every patient by column charts.

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B-Cell Receptor Features and Database Establishment in Recovered COVID-19 Patients by Combining 5'-RACE with PacBio Sequencing
  • Article
  • Full-text available

February 2023

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27 Reads

Frontiers in Bioscience-Landmark

Background: Antibodies induced by viral infection can not only prevent subsequent virus infection, but can also mediate pathological injury following infection. Therefore, understanding the B-cell receptor (BCR) repertoire of either specific neutralizing or pathological antibodies from patients convalescing from Coronavirus disease 2019 (COVID-19) infection is of benefit for the preparation of therapeutic or preventive antibodies, and may provide insight into the mechanisms of COVID-19 pathological injury. Methods: In this study, we used a molecular approach of combining 5' Rapid Amplification of cDNA Ends (5'-RACE) with PacBio sequencing to analyze the BCR repertoire of all 5 IgH and 2 IgL genes in B-cells harvested from 35 convalescent patients after severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. Results: We observed numerous BCR clonotypes within most COVID-19 patients, but not in healthy controls, which validates the association of the disease with a prototypical immune response. In addition, many clonotypes were found to be frequently shared between different patients or different classes of antibodies. Conclusions: These convergent clonotypes provide a resource to identify potential therapeutic/prophylactic antibodies, or identify antibodies associated with pathological effects following infection with SARS-CoV-2.

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Cancer-cell-derived sialylated IgG as a novel biomarker for predicting poor pathological response to neoadjuvant therapy and prognosis in pancreatic cancer

February 2023

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88 Reads

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1 Citation

International Journal of Surgery

Background: Neoadjuvant therapy (NAT) is increasingly applied in pancreatic ductal adenocarcinoma (PDAC); however, accurate prediction of therapeutic response to NAT remains a pressing clinical challenge. Cancer-cell-derived sialylated immunoglobulin G (SIA-IgG) was previously identified as a prognostic biomarker in PDAC. This study aims to explore whether SIA-IgG expression in treatment-naïve fine needle aspirate (FNA) biopsy specimens could predict the pathological response (PR) to NAT for PDAC. Methods: Endoscopic ultrasonography-guided FNA biopsy specimens prior to NAT were prospectively obtained from 72 patients with PDAC at the Johns Hopkins Hospital. SIA-IgG expression of PDAC specimens was assessed by immunohistochemistry. Associations between SIA-IgG expression and PR, as well as patient prognosis, were analyzed. A second cohort enrolling surgically resected primary tumor specimens from 79 patients with PDAC was used to validate the prognostic value of SIA-IgG expression. Results: SIA-IgG was expressed in 58.3% of treatment-naïve FNA biopsies. Positive SIA-IgG expression at diagnosis was associated with unfavorable PR and can serve as an independent predictor of PR. The sensitivity and specificity of SIA-IgG expression in FNA specimens in predicting an unfavorable PR were 63.9% and 80.6%, respectively. Both positive SIA-IgG expression in treatment-naïve FNA specimens and high SIA-IgG expression in surgically resected primary tumor specimens were significantly associated with shorter survival. Conclusions: Assessment of SIA-IgG on FNA specimens prior to NAT may help predict PR for PDAC. Additionally, SIA-IgG expression in treatment-naïve FNA specimens and surgically resected primary tumor specimens were predictive of the prognosis for PDAC.



A new strategy: identification of specific antibodies for neutralizing epitope on SARS-CoV-2 S protein by LC-MS/MS combined with immune repertoire

December 2022

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43 Reads

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1 Citation

Molecular Biomedicine

Although the SARS-CoV-2 vaccine has been widely used worldwide, not all individuals can produce neutralization antibodies, so it is still urgent to find and prepare neutralization antibodies for COVID-19 prevention or treatment. In this study, we created a new strategy to effectively obtain neutralizing antibodies or complementary determining region 3 (CDR3) of neutralizing antibodies against SARS-CoV-2. We first predicted and synthesized several B cell epitopes on RBD and adjacent RBD of S protein, then the B cell epitopes were used to prepare affinity chromatography columns respectively and purify the binding IgG from serum samples of convalescent COVID-19 patients. After these IgGs were identified to have neutralizing activity, the peptide sequences of the antigen-binding regions (variable region) of neutralizing antibodies were analyzed by protein mass spectrometry. Subsequently, the B cells from the same individual were sorted and used to obtain their full BCR repertoire by 5′ RACE combined with high-throughput of PacBio sequencing method. Then, the peptide sequence of neutralizing antibody variable region by protein mass spectrometry was mapped to the full BCR repertoire and found the full variable region sequence of neutralizing antibodies. Finally, we obtained and synthesized numerous CDR3 peptides of neutralizing antibodies to confirm the neutralizing activity for SARS-CoV-2 infection. Our results indicate that the novel scheme will be suitable for rapid screening of neutralizing antibodies, including screening neutralizing antibodies against SARS-CoV-2 and other pathogenic microorganisms.


Sialylated-IgG in epithelial cancers inhibits anti-tumor function of T cells via Siglec-7

November 2022

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38 Reads

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5 Citations

Cancer Science

Although effective, immune checkpoint blockade induces response in only a subset of cancer patients. There is an urgent need to discover new immune checkpoint targets. Recently, it was found that a class of sialic acid-binding immunoglobulin-like lectins (Siglecs) expressed on the surface of T cells in cancer patients inhibit T cell activation through their intracellular immunosuppressive motifs by recognizing sialic acid-carrying glycans, sialoglycans. However, ligands of Siglecs remain elusive. Here, we reported sialylated-IgG (SIA-IgG), a ligand to Siglec-7, that is highly expressed in epithelial cancer cells. SIA-IgG binds Siglec-7 directly and inhibits TCR signals. Blocking of either SIA-IgG or Siglec-7 elicited potent antitumor immunity in T cells. Our study suggests that blocking of Siglec-7/SIA-IgG offers an opportunity to enhance immune function while simultaneously sensitizing cancer cells to immune attack.


Effect of glioma-derived immunoglobulin on biological function of glioma cells

November 2022

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27 Reads

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4 Citations

European Journal of Cancer

Introduction Glioma is the most common and most invasive primary central nervous system tumour, and it is urgent to develop new specific therapeutic targets. Studies have confirmed that epithelial-derived tumour cells promote tumour cell proliferation and metastasis by secreting a large number of immunoglobulins (Igs), but the role of tumour-derived Igs in glioma has never been reported. Methods The Gene Expression Profiling Interactive Analysis and Chinese Glioma Genome Atlas databases were used to analyse the Ig transcription and its correlation with the prognosis of patients with glioma. Immunohistochemistry and immunofluorescence were used to detect the protein expression of IgG and IgM in the glioma tissues of patients and glioma cell lines. When IgG was knocked down by small interfering RNA or knocked out by CRISPR-Cas9, the function of proliferation and migration of glioma cells were analysed by CCK-8, clone formation, wound healing, and transwell assays. Changes in proteins and their phosphorylation in signalling pathways were detected by western blotting. The nude mouse subcutaneous tumour-bearing model was established to analyse the effect of IgG in vivo. Results The transcriptional level of IgG was pretty high in glioma tissues and was positively correlated with high WHO grade, recurrence, and poor prognosis. The expression of IgG and IgM was found in tumour tissues and human glioma cell lines U87 and U251, and the main expression form was secreted. Decreased IgG inhibited the proliferation and migration of glioma cells. Knockout or knockdown of IgG downregulated the phosphorylation of the key molecules in the MAPK and PI3K/Akt pathway through the HGF/SF-Met or FAK/Src pathway. In vivo tumourigenesis mouse model confirmed that reduced IgG expression inhibited glioma growth. Conclusion Ig was expressed in glioma tissues and cell lines, and a high expression level predicted a poor prognosis of patients. Glioma-derived IgG promoted glioma cell proliferation and migration through the HGF/SF-Met or FAK/Src pathway.


A widely expressed free immunoglobulin κ chain with a unique Vκ4-1/Jκ3 pattern promotes colon cancer invasion and metastasis by activating the integrin β1/FAK pathway

May 2022

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25 Reads

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5 Citations

Cancer Letters

Historically, immunoglobulin (Ig) has been known as an antibody and is expressed only in B lineage cells; importantly, Ig light chains are conjugated to heavy chains to form intact Igs. However, in this study, we found a free Igκ light chain with a unique Vκ4-1/Jκ3 rearrangement (Vκ4-1/Jκ3-FLC) that was widely expressed in different non-B lineages and was overexpressed in cancer cells. Further study indicated that Vκ4-1/Jκ3-FLC was hydrophobic, formed obvious insoluble deposits in the extracellular matrix (ECM) and existed in free form. Functional analyses demonstrated that Vκ4-1/Jκ3-FLC promoted the proliferation, migration and metastasis of colon cancer cells in vitro and in vivo. Mechanistically, Vκ4-1/Jκ3-FLC bound to integrin β1 and activated the FAK and Src pathways. More importantly, specific antibodies against the variable region of Vκ4-1/Jκ3-FLC significantly inhibited the growth of colon cancer tumors. Our findings suggested that Vκ4-1/Jκ3-FLC is a novel ECM protein and integrin β1 ligand and that it is involved in cancer progression and is a potential therapeutic target in cancer, particularly colon cancer.


Figure 1. Expression of IGHG and IGKC in AML blasts. (A) Schematic map for flow cytometry sorting strategy of AML samples. Blasts: CD45 dim SSC low , lym: CD45 high SSC low lymphocytes. CD19 was further used to exclude B cell contamination from AML blasts. (B) Schematic map of Ig structure and primers complementary to IgG and Igκ constant region used for qPCR analysis. IGHV: variable region of Ig heavy chain, VL: variable region of Ig light chain, CH: constant region of Ig heavy chain, CL: constant region of Ig light chain, FR: framework regions, CDR: complementary determining regions. (C) Spearman correlation analysis shows a strong correlation between levels of IGHG and IGKC expression. (D) Kaplan-Meier analysis shows higher levels of IGHG expression correlate with shorter disease-free survival in AML patients.
Figure 2. Amplification of Ig heavy chains (IgH) and light chains (IgL). (A) Arm-PCR technology was used to amplify the immune repertoire. During the first round PCR, forward primers Fo (forwardout) and Fi (forward-in) were used to target V genes and reverse primers Ro (reverse-out) and Ri (reverse-in) were used to target C genes. The Fi and Ri primers included sequencing adaptors b and a, respectively. There were also barcodes in-between primer a and C gene-specific primers. The second-round PCR was carried out with communal primers b and a. The five classes of IgH were amplified with the same V primer sets but different C primers in one tube for each sample. The two types of IgL were amplified with their own V and C primers in one tube for each sample. (B) Total reads for IgH and IgL libraries in NGS (Illumina MiSeq, 2 × 250 bp). (C) Proportions of the two types of Ig light chains in each AML sample (left) or on average (right). (D) Proportions of the five IgH classes in each AML sample (left) or on average (right).
Figure 6. Mutation hotspots in IGKV3-20. (A) The mutation rates of Vκ3-20 nucleotides in normal PBMCs (upper) and AML blasts (lower). (B) Germline IGKV3-20 nucleotide and amino acid sequences. The frequently mutated nucleotides and amino acids are highlighted in red. (C) Substitutions of serine in the five mutation hotspots. The percentages shown are averages of AML blasts.
The top three V H DJ H patterns used by AML blast.
Next-Generation Sequencing Revealed a Distinct Immunoglobulin Repertoire with Specific Mutation Hotspots in Acute Myeloid Leukemia

January 2022

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83 Reads

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2 Citations

Biology

Immunoglobulin (Ig) is known as a hallmark of B-lymphocytes exerting antibody functions. However, our previous studies demonstrated that myeloblasts from acute myeloid leukemia (AML) patients could also express Ig with distinct roles. Here, we quantified Ig (IGHG and IGK) transcripts by real-time PCR and performed a comprehensive analysis of Ig repertoire (both heavy chains and light chains) in AML blasts. We found that Ig was frequently expressed by AML blasts. A higher level of AML-derived IGHG expression correlated with a significantly shorter disease-free survival. Next-generation sequencing revealed dysregulated transcripts of all five Ig classes (IGHA, IGHD, IGHE, IGHG, and IGHM) and two Ig types (IGK and IGL) in AML. VH-D-JH rearrangements in myeloblasts were biased with individual specificity rather than generally diverse as in B-cells. Compared to AML-derived IgH, AML-derived IGK was more conserved among different AML samples. The frequently shared Vκ-Jκ patterns were IGKV3-20*01/IGKJ1*01, IGKV2D-28*01/IGKJ1*01, and IGKV4-1*01/IGKJ1*01. Moreover, AML-derived IGK was different from classical IGK in B-cells for the high mutation rates and special mutation hotspots at serine codons. Findings of the distinct Ig repertoire in myeloblasts may facilitate the discovery of a new molecular marker for disease monitoring and target therapy.


Citations (71)


... Previous studies have reported the overexpression of SOX2 promotes the accumulation of ST6Gal-I glycosyltransferase, imparting cancer stem cell characteristics in ovarian and pancreatic cancer cells 26 . Additionally, abnormal activation of the c-Met-SOX2 axis, mediated by sialylated IgG, enhances the stemness of lung cancer cells 27 . The co-regulation of LINC00857, LINC00968, LINC00663, and ITGA9-AS1 on SOX2 suggested their potential contributions in aberrant sialylation process during tumor progression. ...

Reference:

The prognostic value of sialylation-related long non-coding RNAs in lung adenocarcinoma
A Self-Propagating c-Met–SOX2 Axis Drives Cancer-Derived IgG Signaling That Promotes Lung Cancer Cell Stemness
  • Citing Article
  • March 2023

Cancer Research

... Moreover, in pancreatic cancer, previous researches indicated that Ki-67 was an independent predictive factor for postoperative recurrence within one year [22], and also was a promising marker for the prediction of overall survival [23,24]. Interestingly, Ki-67 combined with other markers [25] and/or clinicopathological predictors [10], may assist to better predict survival in resected pancreatic cancer, which is like as previous reported markers, such as glandular pattern [26], preoperative Ca19-9 levels [27], cancer-cell-derived sialylated IgG [28], matrix metalloproteinase 7 [29], and node-positive disease [30,31]. However, a review summarized that several researches found no association between Ki-67 and survival in pancreatic cancer [32]. ...

Cancer-cell-derived sialylated IgG as a novel biomarker for predicting poor pathological response to neoadjuvant therapy and prognosis in pancreatic cancer
  • Citing Article
  • February 2023

International Journal of Surgery

... The antibody recognizes a unique molecule of the harmful agents, called an antigens (2) . It has been supposed that the production of immunoglobulin (Ig) molecules is restricted to B-cells, but numerous studies were found that immunoglobulin genes and proteins in a variety of cancer cells types (3) .It has been found that other types of non-hematopoietic cells, especially cancer cells could also produce IgG, and the IgG is involved in the cell survival and carcinogenesis (4) .The use of immune-stimulatory antibodies showed great promise in stimulating adaptive immune responses in tumour patients (5) . ...

Involvement of IgG derived from cancer in tumor immune escape (P2147)
  • Citing Article
  • May 2013

The Journal of Immunology

... Siglec-5 and Siglec-14 are abundantly expressed on the CD8+ T cell surface post-anti-CD3 activation [58]. In tumors, sialylated IgG suppresses T cells by interacting with Siglec-7 [62]. The CD52-Siglec-10 interaction suppresses CD4+ T cell immunity [63]. ...

Sialylated-IgG in epithelial cancers inhibits anti-tumor function of T cells via Siglec-7

... Functional enrichment analysis indicated that EFNA4 promoted the progression and metastasis of GBMLGG through speci c mechanisms. Differentially expressed genes were signi cantly enriched in signaling pathways that promoted tumorigenesis in GBMLGG, including the tyrosine kinase, Ras, PI3K-Akt, and MAPK signaling pathways (23,24). The enrichment of the genes in synaptic and axon guidance pathways suggested that the tumorigenic effects of EFNA4 were related to the promotion of cell proliferation and remodeling of neural networks in GBMLGG (25). ...

Effect of glioma-derived immunoglobulin on biological function of glioma cells
  • Citing Article
  • November 2022

European Journal of Cancer

... While Ig expression is traditionally associated with humoral immunity, these evolutionary ancient molecules have been shown to be expressed on several tumour cells derived from epithelial cancers 12 . Tumour-derived IgG has been associated with promoting aggressive tumour behaviour including, migration and invasion; immune escape; and the induction of platelet activation and aggregation although the mechanisms remain elusive 12,49 . Moreover, Ig-bound molecules including thyroid hormone-binding protein, upregulated following hormone-therapy of MCF7 cells, and apolipoprotein-1, upregulated following Tamoxifen treatment of T47D cells, are suggested to hold predictive value in pancreatic adenocarcinoma response to therapy 50 , although their utility in breast cancer remains unknown 51 . ...

A widely expressed free immunoglobulin κ chain with a unique Vκ4-1/Jκ3 pattern promotes colon cancer invasion and metastasis by activating the integrin β1/FAK pathway
  • Citing Article
  • May 2022

Cancer Letters

... Proteomic alterations in serum and plasma of mild, moderate, severe and critically ill COVID-19 patients have been studied extensively with respect to changes during the acute phase of the disease 11,[25][26][27][28][29][30] . In comparison, much less is known about changes upon recovery [16][17][18][19] . We present one of the few controlled studies investigating serum proteomic differences between COVID-19 convalescents and age-, sex-, and race-matched healthy controls. ...

A novel strategy for identifying biomarker in serum of patient with COVID-19 using immune complex

Signal Transduction and Targeted Therapy

... High levels of immunoglobulin expression by myeloblasts of patients with acute myeloid leukemia (AML) have been associated with monocytic differentiation, multilineage dysplasia, as well as mutations in cellular oncogenes (as gene K-RAS), and have thus been related with bad prognosis generally [30]. In this way, antibodies produced by malignancies and malignant cells are proposed as new molecular markers on the one hand [31] but also as a novel therapeutic target on the other [32], for development of new therapeutic strategies. ...

Next-Generation Sequencing Revealed a Distinct Immunoglobulin Repertoire with Specific Mutation Hotspots in Acute Myeloid Leukemia

Biology

... A large number of studies utilize AIRR-Seq data to infer biomarkers associated with a certain donor phenotype and pathology 5,6 , including efforts directed at predicting common pathogen exposure from repertoire, such as CMV or SARS-CoV-2 exposure [7][8][9] . The recent COVID-19 pandemic has increased efforts to analyze TCR repertoires 10,11 . However, most of the studies have been conducted on small cohorts of individuals (<500 donors), which may not be sufficient for large-scale statistical analysis 12 . ...

Analysis of TCR Repertoire by High-Throughput Sequencing Indicates the Feature of T Cell Immune Response after SARS-CoV-2 Infection

Cells

... As a result, few chemical methods are suitable for labeling native/endogenous proteins for live cell-based proteomics. [10][11][12][13][14] Ideally, combining site-selective modications and protein feature proling would also directly exploit the subcellular organelle compartments in live cells. ...

Quantitative proteomics reveals differential immunoglobulin-associated proteome (IgAP) in patients of acute myocardial infarction and chronic coronary syndromes
  • Citing Article
  • December 2021

Journal of Proteomics