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pmid:34462366

Genetic and transcriptomic analyses in a rare case of human papillomavirus-related oropharyngeal squamous-cell carcinoma combined with small-cell carcinoma.

Kuniaki Sato · Kazuo Nishiyama · Kenichi Taguchi · Rina Jiromaru · Hidetaka Yamamoto · Akihide Matsunaga · Ryozaburo Nagata · Fumihide Rikimaru · Satoshi Toh · Yuichiro Higaki · Shinya Oda · Takashi Nakagawa · Muneyuki Masuda

Cold Spring Harbor molecular case studies · 2021 doi:10.1101/mcs.a006102

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Experiment

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Data

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Genetic and transcriptomic analyses in a rare case of human papillomavirus-related oropharyngeal squamous-cell carcinoma combined with small-cell carcinoma.
doi
10.1101/mcs.a006102
pmid
34462366
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[0]
Kuniaki Sato
[1]
Kazuo Nishiyama
[2]
Kenichi Taguchi
[3]
Rina Jiromaru
[4]
Hidetaka Yamamoto
[5]
Akihide Matsunaga
[6]
Ryozaburo Nagata
[7]
Fumihide Rikimaru
[8]
Satoshi Toh
[9]
Yuichiro Higaki
[10]
Shinya Oda
[11]
Takashi Nakagawa
[12]
Muneyuki Masuda
journal
Cold Spring Harbor molecular case studies
year
2021
abstract
Human papillomavirus (HPV)-related oropharyngeal small-cell carcinoma (OPSmCC) is a rare malignancy with aggressive behavior, whereas HPV-related oropharyngeal squamous-cell carcinoma (OPSqCC) displays a favorable prognosis. Notably, these two malignancies occasionally arise in an identical tumor. In this case study, we explored the molecular characteristics that distinguishes these two carcinomas using a rare case of HPV-related oropharyngeal carcinoma (OPC) with the combined histology of SmCC and SqCC. Immunohistochemical analysis and HPV-RNA in situ hybridization (ISH) suggested that both SmCC and SqCC were HPV-related malignancies. Targeted exome sequencing revealed that SmCC and SqCC had no significant difference in mutations of known driver genes. In contrast, RNA sequencing followed by bioinformatic analyses suggested that aberrant transcriptional programs may be responsible for the neuroendocrine differentiation of HPV-related OPC. Compared to SqCC, genes up-regulated in SmCC were functionally enriched in inflammatory and immune responses (e.g., arachidonic acid metabolism). We then developed a SmCC-like gene module (top 10 up-regulated genes) and found that OPC patients with high module activity showed poor prognosis in The Cancer Genome Atlas (TCGA) and GSE65858 cohort. Gene set enrichment analysis of the SmCC-like gene module suggested its link to MYC proto-oncogene in the TCGA data set. Taken together, these findings suggest that the SmCC-like gene module may contribute to acquisition of aggressive phenotypes and tumor heterogeneity of HPV-related OPC. The present case study is the first report of genetic and transcriptomic aberrations in HPV-related OPSmCC combined with SqCC.
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Overall survival curves were plotted according to the Kaplan–Meier method and compared by the log-rank test using the R package survival.
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The RNA-seq data sets have been deposited into the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) (https://www.ncbi.nlm.nih.gov/geo/) with accession number GSE166773.
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Next generation sequencing facilities quantitative analysis of human oropharyngeal squamous cell carcinoma, small cell carcinoma and non-cancerous tonsil tissue.
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Enriched gene ontology (GO) categories and KEGG pathways of the up-regulated genes in small-cell carcinoma detected by DAVID (FDR < 0.01)
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Enriched gene ontology (GO) categories and KEGG pathways of the up-regulated genes in small-cell carcinoma detected by DAVID (FDR < 0.01)
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[3]
9.13 × 10−3
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[0]
Negative regulation of endopeptidase activity
[1]
GO:0010951
[2]
16
[3]
9.13 × 10−3
locator
section[6]/table-wrap[1]#MCS006102SATTB2
gaps array · 4 items
[0]
asset:data:geo:GSE166773 not downloaded
[1]
asset:data:geo:GSE166773 licence not read
[2]
asset:data:geo:GSE65858 not downloaded
[3]
asset:data:geo:GSE65858 licence not read
analysis object · 4 fields
state
complete
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method-1
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survival_analysis
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log_rank_test
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Survival analysis
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[0]
logrank_test
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[0]
time_to_event_with_censoring
evidence object · 3 fields
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1
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verbatim
quote
Overall survival curves were plotted according to the Kaplan–Meier method and compared by the log-rank test using the R package survival.
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method-2
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principal_component_analysis
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pca
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Principal component analysis
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pca_fit
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wide_numeric_matrix
evidence object · 3 fields
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0.8
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high
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principal component analysis
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method-3
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differential_expression
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deseq2
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Differential expression analysis
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[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.8
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high
quote
DESeq2
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capability object · 3 fields
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complete
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capability_id
capability:computational_analysis
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Computational analysis platform
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[0]
meta_analysis
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machine_learning
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survival_analysis
[3]
statistical_regression
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pca
[5]
molecular_docking
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network_analysis
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differential_expression
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gwas
candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
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complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
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true
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[0]
logrank_test
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE65858
[1]
GSE166773
resolved_accessions array · 2 items
[0]
GSE65858
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GSE166773
statements array · 1 item
[0]
The RNA-seq data sets have been deposited into the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) (https://www.ncbi.nlm.nih.gov/geo/) with accession number GSE166773.
basis
The paper names GSE65858, GSE166773 in NCBI Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
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logrank_test
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source:pmid:34462366
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data:geo:GSE166773
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asset:table:pmid:34462366:1
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asset:table:pmid:34462366:2
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run_analysis
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[0]
data:geo:GSE166773
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review object · 5 fields
state
partial
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extraction_review
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MiniMax-M3.1-Flash
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minimax
provider_family
minimax
read_at
2026-10-31T18:34:12Z
independence
single_reader
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verbatim
availability
verbatim
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3
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31600
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1938
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792
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extraction
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MiniMax-M3.1-Flash
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minimax
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review.independent_reader
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review.human_critique
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absent
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not_run
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null
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execution.not_run
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pmid:34462366
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paper
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pmid:34462366
[1] object · 3 fields
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source:pmid:34462366
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manuscript
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PMID 34462366 full text
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data:geo:GSE166773
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GEO GSE166773
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classification
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pmid:34462366
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pmid:34462366
[1] object · 3 fields
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source:pmid:34462366
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manuscript
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PMID 34462366 full text
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data:geo:GSE166773
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dataset
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GEO GSE166773
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agent:corpus-assay-engine
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activity-read-34462366
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extraction
used array · 1 item
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source:pmid:34462366
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agent:minimax-reader
[2] object · 4 fields
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activity-resolve-GSE166773
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accession_resolution
used array · 1 item
[0]
data:geo:GSE166773
agent
agent:corpus-assay-engine
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agent:corpus-assay-engine
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agent:minimax-reader
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MiniMax literature reader
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dsl_catalogue_fingerprint
343fb30756ba6ec3
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lineage object · 4 fields
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null
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[3]
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review.human_critique
[6]
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[0] object · 11 fields
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data_generation
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rna_seq
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99e1195c7d6f
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99e1195c7d6f
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0.99
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[0]
Genetic and transcriptomic analyses in a rare case of human papillomavi
[1]
ase study is the first report of genetic and transcriptomic aberrations in HPV-related OPSmCC combined w
[2]
utations of known driver genes. In contrast, RNA sequencing followed by bioinformatic analyses suggested
[3]
2019). GSEA was performed on RSEM-normalized RNA-seq data of the TCGA HPV-positive OPSqCC data se
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paper_text_order:0
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assay:1
[1] object · 11 fields
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data_generation
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99e1195c7d6f
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99e1195c7d6f
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evidence array · 1 item
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ith the combined histology of SmCC and SqCC. Immunohistochemical analysis and HPV-RNA in situ hybridization (
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data_generation
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99e1195c7d6f
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99e1195c7d6f
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SmCC and SqCC were HPV-related malignancies. Targeted exome sequencing revealed that SmCC and SqCC had no significa
order_basis
paper_text_order:756
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data_generation
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chip_seq
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99e1195c7d6f
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99e1195c7d6f
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scriptional target genes of MYC predicted by ChIP-seq experiments in ENCODE project were obtained
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paper_text_order:4487
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assay:4
[4] object · 11 fields
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analysis
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survival_analysis
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f2132e96ae6c7a4e
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logrank_test
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f2132e96ae6c7a4e
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Overall survival curves were plotted according to the Kaplan–Meier method and compared by the log-rank test using the R package survival.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34462366", "kind": "science-record", "revision": 7, "content_hash": "sha256:087b318b3d25e29fea89132c421ca7071993d6a8e43d9ff927f126e5dc36ea36", "created_at": "2026-11-01T15:41:50Z", "updated_at": "2026-11-01T22:04:36Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Genetic and transcriptomic analyses in a rare case of human papillomavirus-related oropharyngeal squamous-cell carcinoma combined with small-cell carcinoma.", "doi": "10.1101/mcs.a006102", "pmid": "34462366", "authors": ["Kuniaki Sato", "Kazuo Nishiyama", "Kenichi Taguchi", "Rina Jiromaru", "Hidetaka Yamamoto", "Akihide Matsunaga", "Ryozaburo Nagata", "Fumihide Rikimaru", "Satoshi Toh", "Yuichiro Higaki", "Shinya Oda", "Takashi Nakagawa", "Muneyuki Masuda"], "journal": "Cold Spring Harbor molecular case studies", "year": 2021, "abstract": "Human papillomavirus (HPV)-related oropharyngeal small-cell carcinoma (OPSmCC) is a rare malignancy with aggressive behavior, whereas HPV-related oropharyngeal squamous-cell carcinoma (OPSqCC) displays a favorable prognosis. Notably, these two malignancies occasionally arise in an identical tumor. In this case study, we explored the molecular characteristics that distinguishes these two carcinomas using a rare case of HPV-related oropharyngeal carcinoma (OPC) with the combined histology of SmCC and SqCC. Immunohistochemical analysis and HPV-RNA in situ hybridization (ISH) suggested that both SmCC and SqCC were HPV-related malignancies. Targeted exome sequencing revealed that SmCC and SqCC had no significant difference in mutations of known driver genes. In contrast, RNA sequencing followed by bioinformatic analyses suggested that aberrant transcriptional programs may be responsible for the neuroendocrine differentiation of HPV-related OPC. Compared to SqCC, genes up-regulated in SmCC were functionally enriched in inflammatory and immune responses (e.g., arachidonic acid metabolism). We then developed a SmCC-like gene module (top 10 up-regulated genes) and found that OPC patients with high module activity showed poor prognosis in The Cancer Genome Atlas (TCGA) and GSE65858 cohort. Gene set enrichment analysis of the SmCC-like gene module suggested its link to MYC proto-oncogene in the TCGA data set. Taken together, these findings suggest that the SmCC-like gene module may contribute to acquisition of aggressive phenotypes and tumor heterogeneity of HPV-related OPC. The present case study is the first report of genetic and transcriptomic aberrations in HPV-related OPSmCC combined with SqCC.", "claims": [{"id": "claim-method", "statement": "Overall survival curves were plotted according to the Kaplan–Meier method and compared by the log-rank test using the R package survival.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34462366", "locator": "sections[15] \"Analysis of the Publicly Available Transcriptomic Data Set\" paragraph 2", "quote": "Overall survival curves were plotted according to the Kaplan–Meier method and compared by the log-rank test using the R package survival."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The RNA-seq data sets have been deposited into the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) (https://www.ncbi.nlm.nih.gov/geo/) with accession number GSE166773.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34462366", "locator": "sections[17] \"Database Deposition and Access\" paragraph 2", "quote": "The RNA-seq data sets have been deposited into the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus (GEO) (https://www.ncbi.nlm.nih.gov/geo/) with accession number GSE166773."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:34462366"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. 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