Oral Presentation · Systematic Review & Meta-Analysis Bayesian Random-Effects Model (JASP v0.16)

Prognostic Scoring Systems for Cancer-Specific Mortality in Differentiated Thyroid Carcinoma

A Systematic Review and Meta-Analysis

Ida Bagus Aditya Bhaskara1 | Dewi Catur Wulandari2 | Bernard Jonathan Christian Yong1 | Kenneth Dermawan1

1 Intern Physician, Department of Internal Medicine, Wangaya Regional General Hospital (RSUD Wangaya), Denpasar, Bali, Indonesia

2 Endocrinologist - Consultant in Endocrinology, Metabolism, and Diabetes (Sp.PD-KEMD), RSUD Wangaya, Denpasar, Bali, Indonesia

Correspondence: ibhaskaradit@gmail.com

1ST PLACE WINNER · ORAL PRESENTATION Systematic Review / Meta-Analysis / EBCR 18th Jakarta Endocrine Meeting (JEM 2022)
23 Qualitative Studies | 15,818 Patients (DTC)
Slide 01

INTRODUCTION & EPIDEMIOLOGIC BURDEN

Epidemiology & Risk Dilemma
01

Most common endocrine malignancy with lowest overall mortality (0.6 per 100,000). However, global incidence has surged 3-fold over the past 20 years, with cancer-specific mortality rising 0.82% in the United States.

02

Differentiated Thyroid Carcinoma (DTC) accounts for 90% of all thyroid cancers, predominantly Papillary Thyroid Carcinoma (PTC, ~80%), followed by Follicular Thyroid Carcinoma (FTC, ~10%).

03

DTC carries favorable 10- and 20-year cancer-specific survival (CSS) of 97.2% and 93.4%. Precise risk stratification is essential to guide clinical decision-making between conservative surveillance and aggressive adjuvant therapy, while avoiding overtreatment.

04

Multiple staging systems have been developed to predict mortality risk (e.g., EORTC, AMES, MACIS, NTCTCS, MSK-GAMES, and AJCC/UICC TNM). However, no single scoring system has gained universal consensus as the most optimal predictor across all histological subtypes.

Epidemiological Profile · DTC Landscape
3× 20-Year Surge
90% DTC Subtype
97.2% 10-Yr CSS
Clinical Paradox Low Mortality vs Overtreatment
Study Objective:

“To evaluate and compare the predictive performance of EORTC, AMES, MACIS, MSK-GAMES, NTCTCS, and AJCC/UICC TNM scoring systems for 10-year cancer-specific mortality (CSM) in adult DTC, and specifically in PTC and FTC.”

Slide 02

METHODS: PICO FRAMEWORK & PRISMA 2020 FLOW

Systematic Review Protocol & Synthesis
Clinical Research Question (PICO) Multi-System Prediction Benchmark

“How do the EORTC, AMES, MACIS, MSK-GAMES, NTCTCS, and AJCC/UICC TNM staging systems compare in predicting 10-year cancer-specific mortality in adult patients with DTC, PTC, and FTC?”

P Population

Adults (≥18 y) with DTC, and specifically with PTC and FTC histological subtypes.

I Intervention

Prognostic staging systems: EORTC, AMES, MACIS, GAMES, NTCTCS, AJCC TNM (5th–8th eds).

C Comparator

Comparative discrimination benchmark across all staging systems.

O Outcomes

10-year CSM / CSS, quantified by C-index and Proportion of Variance Explained (PVE).

S Setting

Post-thyroidectomy surveillance risk stratification (conservative vs aggressive therapy).

Inclusion Criteria
  • Adults (≥18 y) with DTC, PTC, or FTC
  • Reporting CSM or CSS outcomes
  • Reporting PVE and/or C-index
  • Full-text in English or Indonesian
Exclusion Criteria
  • Non-CSM/CSS outcomes (OS, DSS, RFS)
  • Incomplete manuscripts (abstract only)
  • Missing data for standard error calc.
  • Non-differentiated thyroid malignancies
Statistical Synthesis

PVE was summarized as median (IQR) and visualized using box plots. Pooled Concordance indices (C-index) were calculated via Bayesian random-effects meta-analysis using JASP software version 0.16.

Hierarchical Meta-Regression & Prediction Intervals
Study Selection Flow PRISMA 2020 Flow Diagram
Click any stage for detailed exclusion criteria
1. Identification n = 1,184

Database searches (1986–2022):

• PubMed: 524
• ScienceDirect: 256
• Google Scholar: 404
2. Deduplication n = 956

Duplicates removed across 3 search engines:

-228 Duplicate records eliminated
3. Screening n = 98

Title and abstract evaluation against criteria:

858 excluded based on non-relevant titles/abstracts
4. Eligibility n = 43

Full-text articles scrutinized for eligibility:

• Other than DTC/PTC/FTC (2)
• Other than CSS/CSM (16)
• Insufficient data for SE (2)
5. Included n = 23

Qualitative Synthesis

DTC: 7 (15,818 pts) PTC: 4 (5,022 pts)
Slide 03

CONCEPTUAL PARADIGM & PROGNOSTIC METRICS

Click each node below to inspect meta-analysis details
T N
Comparative Meta-Analysis of 6 Staging Models (EORTC, AMES, MACIS, GAMES, NTCTCS, TNM)

Evaluates Concordance Index (Discrimination) and Proportion of Variance Explained (PVE) across 10-year CSS cohorts

Best in DTC: TNM-8
Pooled C-Index: 0.90
95% CI [0.81 – 0.97] · 5 Studies
Highest overall DTC discrimination
Best in PTC: MACIS
Pooled C-Index: 0.85
95% CI [0.67 – 0.98] · 3 Studies
Continuous age + margin status
The PVE Ceiling Paradox
All Median PVE ≤ 45%
Fails to capture molecular genetics
Click to view PVE Box Plots
Clinical Utility Timing
Post-Thyroidectomy Surveillance Not for initial surgical extent choice
Click to read clinical implication
Biomedical Synthesis: Anatomic Staging vs Dynamic Biological Risk

Classical staging systems were derived from institutional retrospective cohorts (Mayo, MSKCC, Lahey, EORTC) primarily focusing on macroscopic tumor burden and chronologic age. While TNM-8 and MACIS excel in discrimination (C-index 0.90 and 0.85), all systems fail to account for more than 55% of the total variance in patient survival (PVE ≤ 45%), highlighting an urgent need to supplement anatomic criteria with molecular pathology (e.g. BRAF V600E, TERT promoter mutations).

Slide 04

RESULTS: META-ANALYSIS & FOREST PLOTS

TNM-8 (DTC)
Bayesian Random-Effects Model (JASP v0.16)
TNM-8 Superiority in DTC: Demonstrated highest discrimination in DTC overall (pooled C-index 0.90 [0.81, 0.97]), outperforming TNM-7 (0.88), NTCTCS (0.81), and MSK-GAMES (0.74).
MACIS Superiority in PTC: Achieved highest discrimination specifically in Papillary Carcinoma (pooled C-index 0.85 [0.67, 0.98]), closely followed by TNM-7 (0.84) and AMES (0.84).
Universal Clinical Utility
All evaluated staging models achieved C-index > 0.75, confirming that all validated systems meet clinical discrimination benchmarks.
Slide 05

COMPARATIVE MATRIX: PROGNOSTIC SCORING SYSTEMS

Review of components, risk tiers, and predictive criteria across all models

System Year Risk Tiers Pathology Outcome Age Mode Sex Tumor Size Capsular / ETE T / N / M Resection Histology
AJCC/UICC TNM 2017 (8th) 4 stages All DTC (PTC & FTC) Disease-Specific (CSM) Stratified (55 y) — ✓ ✓ (Gross ETE) ✓ T, N, M — —
EORTC 1979 5 levels All DTC All-cause Mortality Continuous ✓ (Male +) ✓ ✓ M1 only + sites — —
AMES (Lahey) 1988 2 tiers (Low/High) PTC & FTC All-cause Mortality 41y (M), 51y (F) ✓ ✓ (>5 cm) ✓ M1 only — —
MACIS (Mayo) 1993 4 groups PTC only Disease-Specific (CSM) Continuous — ✓ (0.1 × cm) ✓ (Invasion) M1 (+3.0) ✓ (Margin +1.0) —
MSK-GAMES 1994 3 tiers PTC & FTC Disease-Specific (CSM) Stratified (45 y) — ✓ (≤4 vs >4 cm) ✓ M1 only — ✓ (Grade)
NTCTCS 1986 4 stages All DTC Disease-Specific (CSM) Stratified (45 y) — ✓ ✓ ✓ T, N, M — ✓ (Subtype)
Key Structural Insight: Earlier systems (EORTC 1979, AMES 1988) evaluated all-cause mortality, whereas modern models (TNM, MACIS, GAMES, NTCTCS) prioritize cancer-specific mortality (CSM). Furthermore, only NTCTCS and TNM-6 separately incorporated survival weights for Follicular Thyroid Carcinoma (FTC).
Slide 06

AJCC/UICC STAGING EVOLUTION: TNM-7 VS TNM-8

Key modifications and their profound clinical down-staging impact

1. Diagnostic Age Threshold

Increased from 45 years to 55 years

Patients under 55 can only be classified as Stage I (M0) or Stage II (M1). This eliminates inappropriate overstaging of younger patients who have excellent long-term survival despite regional nodal spread.

2. T3 Reclassification (ETE)

Microscopic ETE removed from T3

In TNM-7, minimal extrathyroidal extension automatically upstaged tumors to T3. TNM-8 restricts T3b solely to gross invasion of strap muscles (sternohyoid, sternothyroid, thyrohyoid, omohyoid), avoiding overstaging of indolent microscopic capsular extension.

3. Clinical Impact

Downstaging to Stages I & II

Over 30% of older DTC patients were down-staged from Stage III/IVA to Stage I or II. Consequently, TNM-8 exhibits superior CSS discrimination (C-index 0.90) with progressively steeper, non-overlapping hazard ratios (HR) between stages.

Slide 07

DISCUSSION: CRITICAL ONCOLOGICAL INSIGHTS

Critical Insights & Synthesis
Age as a Continuous vs. Categorical Variable

Raising the age threshold to 55 years (TNM-8) significantly improves risk discrimination over 45 years (TNM-7). However, biological mortality risk increases continuously; treating age as a continuous variable (as in MACIS and EORTC) appears biologically most appropriate.

Follicular Carcinoma (FTC) Underrepresentation

Only NTCTCS and TNM-6 separately validated survival in FTC cohorts during initial development. Applying systems dominated by PTC data to FTC creates bias, since FTC has higher hematogenous distant metastatic propensity and lower disease-specific survival.

Why PVE Remains ≤ 45%

Existing systems capture gross macroscopic anatomy but fail to integrate key molecular drivers (e.g. BRAF V600E, TERT promoter mutations) and detailed microvascular invasion. Furthermore, PVE artificially favors systems with more classification subgroups (higher degrees of freedom, e.g. TNM).

Surgical Timing & Real-World Practice

Because every system requires postoperative pathology, they cannot determine initial surgical extent (lobectomy vs total thyroidectomy). Their essential role is to guide postoperative follow-up intervals, thyroglobulin surveillance, and radioactive iodine (RAI) dosing.

Slide 08

CONCLUSION & CLINICAL PRACTICE TAKEAWAYS

Key Takeaways

TNM-8 possesses the highest discrimination for predicting 10-year cancer-specific mortality in DTC overall (pooled C-index 0.90), while MACIS demonstrates the highest discrimination specifically in PTC (pooled C-index 0.85).

No single scoring system is universally superior across both DTC and FTC/PTC in every metric. Because all median PVE values remain below 45%, future staging systems must integrate molecular genetics and histopathological subtypes into dynamic risk models.

DTC Overall Benchmark

TNM-8 (C-index 0.90) effectively avoids overstaging younger patients and minor capsular extension, providing superior stage separation.

PTC Subtype Benchmark

MACIS (C-index 0.85) excels in Papillary Carcinoma due to its continuous age scoring and inclusion of surgical completeness.

Post-Op Surveillance

Tailor radioactive iodine (RAI) dosing, Tg surveillance, and ultrasound intervals dynamically alongside molecular pathology.

Clinical Recommendation: Tailor Post-Op Surveillance alongside Molecular Pathology Division of Internal Medicine & Endocrinology, RSUD Wangaya