VAERS (U.S., 2006–2024): 178,458 symptom mentions (8.63/100k doses). Largest share: Injection-site / Local reaction (30%), Other / Unclassified (16%), General / Systemic (non-local) (15%).
Canada Vigilance (CV Online extract): 3,089 reaction mentions in 797 unique reports (59.5% serious (474 of 797 reports)). Largest share: Injection-site / Local reaction (18%), Respiratory (13%), General / Systemic (non-local) (11%).
JADER (PMDA public CSV extract): 4,585 reaction mentions in 2,068 unique reports (5.8% serious (120 of 2,068 reports)). Largest share: General / Systemic (non-local) (27%), Other / Unclassified (20%), Respiratory (19%).
VigiAccess (WHO): 884,927 reaction-term mentions · search: pneumococcal. Largest share: Injection-site / Local reaction (23%), General / Systemic (non-local) (18%), Other / Unclassified (14%).
Lareb (Netherlands): 10,567 reaction-term mentions · search: pneumococcal conjugate vaccine. Largest share: Injection-site / Local reaction (33%), General / Systemic (non-local) (17%), Other / Unclassified (16%).
Medsafe (New Zealand): 1,334 reaction-term mentions · search: pneumococcal. Largest share: Injection-site / Local reaction (64%), General / Systemic (non-local) (16%), Gastrointestinal (6%).
Cross-database note: All systems are passive and unverified; reporting rates are not directly comparable across countries (different populations, reporting incentives, and lack of dose denominators for Canada/Japan/EU). top VAERS: Injection-site / Local reaction; top Canada Vigilance: Injection-site / Local reaction; top JADER: General / Systemic (non-local).
SurVigilance note: VigiAccess, Lareb, DAEN, DMA, and Medsafe counts are live-scraped MedDRA PT mention totals (not deduplicated individual cases). Data via
SurVigilance (GPL-3.0; pip install SurVigilance). Category assignment uses keyword matching on reported reaction terms — approximate and exploratory. Neither database establishes causality.
Pharmacovigilance Lot Signal Detection — Hypothesis-Generating Only
Multi-system context below. VAERS (U.S.) supports lot-level volume z-scores and seriousness flags by product and lot (2006–2024). Each lot links to a summary with report count, seriousness %, adverse-event pie chart, U.S. state map, and timeline. A signal flag means a statistical threshold was exceeded — not that a lot is unsafe. Full dashboard →
VAERS flags:
VOL high report volume (z ≥ 3) ·
BURST clustered in <90 days ·
SER serious reports >50%.
Lot numbers are voluntary/incomplete in VAERS. Location data is U.S. state only (no postal codes in the public extract).
VAERS (United States) — all lots by product
29,802 reports with usable lot across 1,462 lots · 244 flagged
Other Pharmacovigilance Systems
Lot-level analysis is only possible where reporters supply batch/lot numbers in the public extract. Canada Vigilance, JADER (PMDA, Japan), and most other national systems publish product-level spontaneous reports without lot fields.
Canada Vigilance (Health Canada)
797 unique reports · 3,089 reaction mentions · 59.5% serious (474 of 797 reports). Top categories: Injection-site / Local reaction (18%), Respiratory (13%), General / Systemic (non-local) (11%).
Canada Vigilance spontaneous reports are unverified temporal associations. The public CV Online data extract does not include lot or batch numbers, so lot-level signal detection is not possible for this system — only product-level reaction patterns are shown here. No Canadian dose denominators are available. Extract 2026-03-31.
Search Canada Vigilance →
JADER (PMDA, Japan)
2,068 unique reports · 4,585 reaction mentions · 5.8% serious (120 of 2,068 reports). Top categories: General / Systemic (non-local) (27%), Other / Unclassified (20%), Respiratory (19%).
JADER (Japanese Adverse Drug Event Report database) spontaneous reports are unverified temporal associations; PMDA has not assessed causality per case. The public CSV extract does not include lot or batch numbers, so lot-level signal detection is not possible — only product-level reaction patterns are shown here. Reaction terms in source data use MedDRA/J Preferred Terms. JADER CSV extract pmdacasereport202606 (2026-06). JADER reference (PDF)
Search JADER / PMDA adverse reactions →
No EudraVigilance (EU) summary is mapped for this page.
VigiAccess (WHO)
884,927 MedDRA PT mentions · search: pneumococcal. Top categories: Injection-site / Local reaction (23%), General / Systemic (non-local) (18%), Other / Unclassified (14%).
Live-scraped public portal data via SurVigilance (GPL-3.0). Counts are reaction-term mentions, not deduplicated individual cases. No lot/batch field.
Search VigiAccess (WHO) →
Lareb (Netherlands)
10,567 MedDRA PT mentions · search: pneumococcal conjugate vaccine. Top categories: Injection-site / Local reaction (33%), General / Systemic (non-local) (17%), Other / Unclassified (16%).
Live-scraped public portal data via SurVigilance (GPL-3.0). Counts are reaction-term mentions, not deduplicated individual cases. No lot/batch field.
Search Lareb (Netherlands) →
All global data sources → · Data schemas →
Active Pharmacovigilance (Defined-Population Surveillance)
Curated findings for Pneumococcal conjugate vaccines from active systems (not VAERS). Page inventory last reviewed: 2026-07-10.
ⓘ Active vs. passive — why this pane is separate
The VAERS / multi-system charts above are passive surveillance: spontaneous, unverified reports without a fixed denominator.
Active surveillance starts from a defined, enumerated population (EHR/claims or structured post-vaccination surveys), applies pre-specified statistical tests, and asks whether an outcome occurs
more often than expected in a risk window versus a comparison window or group.
These are not two flavors of the same evidence — active findings are the harder tier that can confirm, refute, or leave under investigation a signal first hinted in passive data.
Do not add VAERS report counts to active incidence rates.
○ No signal detected ◐ Signal under investigation ◑ Investigated — not confirmed ● Signal confirmed (true association) – Not currently under active surveillance
CDC Vaccine Safety Datalink (VSD)
Outcome: Pre-specified serious outcomes after conjugate pneumococcal vaccination
Tier 2
○ No signal detected
Pneumococcal conjugates have extensive active post-licensure monitoring. Higher-valency products continue RCA-style monitoring as they enter schedules; no confirmed signal has reversed the overall pediatric IPD-prevention indication.
PopulationInfants and adults per product indications at VSD sites
Risk intervalProtocol-specific
ComparisonControl intervals / prior-valency comparators
Evaluation periodPCV7/13 historical; higher-valency products ongoing
MethodRCA and observational studies for new valencies (PCV13/15/20)
Sources: CDC VSD
Record last reviewed: 2026-07-10
Update cadence: Tier 1: check AusVaxSafety monthly when public pages update. Tier 2/3: quarterly review around ACIP meetings and PubMed/MMWR; set lastReviewed per record.
Source tiers: Tier 1 = public near-real-time dashboards (e.g. AusVaxSafety);
Tier 2 = VSD / Sentinel / PRAC-type findings released via ACIP slides, MMWR, or papers (no public VSD raw dashboard);
Tier 3 = regulator label/safety communications.
Detecting a signal and later classifying it as not confirmed is normal system behavior — not an anomaly to hide or amplify.
Rank-aggregated VAERS signal detection (rankv)
The table below lists vaccine–event pairs that were detected as disproportionality signals by all four base methods used in rankv (GPS, PRR, ROR, BCPNN) on multi-decade VAERS data, then ordered by rank aggregation (Borda average rank; related to the Spearman/GA top-list approach in the rankv paper).
| Agg. rank |
VAERS product |
Preferred term (event) |
N |
Method ranks (GPS / PRR / ROR / BCPNN) |
| 182 |
PNEUMO (PNU-IMUNE) |
Skin striae
clinical-coded PT
|
32 |
GPS rank 101 (EBGM=18.66); PRR rank 197 (PRR=20.2955); ROR rank 198 (ROR=20.3596); BCPNN rank 201 (IC_LB=3.099) |
| 229 |
PNEUMO (PNU-IMUNE) |
Vasodilatation
clinical-coded PT
|
479 |
GPS rank 119 (EBGM=11.43); PRR rank 256 (PRR=9.4544); ROR rank 253 (ROR=9.8952); BCPNN rank 214 (IC_LB=3.0469) |
| 235 |
PNEUMO (PNU-IMUNE) |
Injection site hypersensitivity
clinical-coded PT
|
756 |
GPS rank 116 (EBGM=11.48); PRR rank 264 (PRR=8.5166); ROR rank 259 (ROR=9.1543); BCPNN rank 229 (IC_LB=2.9371) |
| 267 |
PNEUMO (PNU-IMUNE) |
Injection site oedema
clinical-coded PT
|
674 |
GPS rank 138 (EBGM=8.73); PRR rank 294 (PRR=5.7224); ROR rank 293 (ROR=6.0763); BCPNN rank 287 (IC_LB=2.373) |
| 308 |
PNEUMO (NO BRAND NAME) |
Diet refusal
clinical-coded PT
|
42 |
GPS rank 301 (EBGM=6.57); PRR rank 303 (PRR=5.5581); ROR rank 303 (ROR=5.568); BCPNN rank 304 (IC_LB=1.8385) |
Showing up to 15 pairs for this page (clinical-coded terms listed first).
Full processed tables: rankv_signals.json.
- Methods combined: BCPNN (IC), GPS/EBGM, PRR, ROR — then rank aggregation.
- Data: ~30 years of public VAERS (rankv processed tables).
- Origin: precisionFDA “Gaining New Insights by Detecting Adverse Event Anomalies” challenge solution.
- Caveat: Disproportionality signals are statistical associations in spontaneous reports. They do not establish causality, incidence, or product defect. Many top pairs reflect administration/product-use coding rather than clinical injury.
Source: nanx.me/rankv
· Code: github.com/nanxstats/rankv (MIT)
· Built: 2026-07-30.