Evidence map›Paper›PMID 35902864›Full record

SynthesisMolecular cancer2022

Multiplex Epstein-Barr virus BALF2 genotyping detects high-risk variants in plasma for population screening of nasopharyngeal carcinoma.

Jacob A Miller, Malaya K Sahoo, Fumiko Yamamoto, ChunHong Huang, Hannah Wang, James L Zehnder, Quynh-Thu Le, Benjamin A Pinsky

Open access · goldAbstract readLetterMeta-Analysis
In one paragraph

Synthesis in Molecular cancer, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed
1.8field-weighted citation impact, top 13% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

13 citing papers in PubMed, 18 citations in OpenAlex.

  1. Article
  2. EBV Genome Variations and Association With Diseases.Journal of medical virology · 2026
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 1 institution in 1 country.

Jacob A MillerDepartment of Radiation Oncology, Stanford University School of Medicine, 875 Blake Wilbur Drive, Palo Alto, CA, 94304, USA.
Malaya K SahooDepartment of Pathology, Stanford University School of Medicine, 3375 Hillview Avenue, Palo Alto, CA, 94304, USA.
Fumiko YamamotoDepartment of Pathology, Stanford University School of Medicine, 3375 Hillview Avenue, Palo Alto, CA, 94304, USA.
ChunHong HuangDepartment of Pathology, Stanford University School of Medicine, 3375 Hillview Avenue, Palo Alto, CA, 94304, USA.
Hannah WangDepartment of Pathology, Stanford University School of Medicine, 3375 Hillview Avenue, Palo Alto, CA, 94304, USA.
James L ZehnderDepartment of Pathology, Stanford University School of Medicine, 3375 Hillview Avenue, Palo Alto, CA, 94304, USA.
Quynh-Thu LeDepartment of Radiation Oncology, Stanford University School of Medicine, 875 Blake Wilbur Drive, Palo Alto, CA, 94304, USA.
Benjamin A PinskyDepartment of Pathology, Stanford University School of Medicine, 3375 Hillview Avenue, Palo Alto, CA, 94304, USA. bpinsky@stanford.edu.
Stanford University · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEpstein-Barr Virus (EBV)-associated nasopharyngeal carcinoma (NPC) exhibits unusual geographic restriction despite ubiquitous lifelong infection. Screening programs can detect most NPC cases at an early stage, but existing EBV diagnostics are limited by false positives and low positive predictive value (PPV), leading to excess screening endoscopies, MRIs, and repeated testing. Recent EBV genome-wide association studies (GWAS) suggest that EBV BALF2 variants account for more than 80% of attributable NPC risk. We therefore hypothesized that high-risk BALF2 variants could be readily detected in plasma for once-lifetime screening triage.

methodsWe designed and validated a multiplex genotyping assay to detect EBV BALF2 polymorphisms in human plasma. Targeted next-generation sequencing was used to validate this assay, conduct association studies with clinical phenotype, and longitudinally genotype plasma to assess within-host haplotype stability. We examined the association between NPC and BALF2 haplotypes in a large non-endemic population and three prior EBV GWAS. Finally, we estimated NPC mortality reduction, resource utilization, and cost-effectiveness of BALF2 variant-informed screening using a previously-validated cohort model.

resultsFollowing analytical validation, the BALF2 genotyping assay had 99.3% concordance with sequencing in a cohort of 24 NPC cases and 155 non-NPC controls. BALF2 haplotype was highly associated with NPC in this non-endemic population (I613V: odds ratio [OR] 7.9; V317M: OR 178.8). No other candidate BALF2 polymorphisms were significantly associated with NPC or hematologic disorders. Longitudinal genotyping revealed 97.8% within-host haplotype concordance, indicative of lifelong latent infection. In a meta-analysis of 755 NPC cases and 981 non-NPC controls, BALF2 I613V and V317M were significantly associated with NPC in both endemic and non-endemic populations. Modeled variant-informed screening strategies achieved a 46% relative increase in PPV with 7% decrease in effective screening sensitivity, thereby averting nearly half of screening endoscopies/MRIs among endemic populations in east/southeast Asia.

conclusionsEBV BALF2 haplotypes are temporally stable within hosts and can be readily detected in plasma via an inexpensive multiplex genotyping assay that offers near-perfect sequencing concordance. In endemic and non-endemic populations, I613V and V317M were highly associated with NPC and could be leveraged to develop variant-informed screening programs that mitigate false positives with small reductions in screening sensitivity.

Indexed as

Epstein-Barr Virus InfectionsNasopharyngeal NeoplasmsDNA-Binding ProteinsGenome-Wide Association StudyGenotypeHerpesvirus 4, HumanHumansNasopharyngeal CarcinomaViral ProteinsBALF2 protein, Human herpesvirus 4DNA-Binding ProteinsViral ProteinsBALF2Cancer screeningCost-effectivenessEpstein-Barr virusNasopharyngeal carcinomaPlasma

Identifiers

PMID35902864
PMCPMC9330640
OpenAlexW4288084665

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.