# Survival Prediction on CCRCC (TCGA cross-validated)

Source: [Survival Prediction on CCRCC (TCGA cross-validated)](<https://www.sota2.com/research/sota/survival-prediction-on-ccrcc-tcga-cross-validated>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:37:58.974Z

Evaluation of Survival Prediction models using the cross-validated data from the Clear Cell Renal Cell Carcinoma (CCRCC) cohort within The Cancer Genome Atlas (TCGA), reporting performance metrics such as the C-Index.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Survival Prediction |
| Dataset (including any stated split) | CCRCC (Clear Cell Renal Cell Carcinoma) TCGA (cross-validated) |
| Metric | C-Index |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [C-Index](<https://www.sota2.com/research/sota/survival-prediction-on-ccrcc-tcga-cross-validated.md?metric=C-Index>): Higher is better; unit: SCALAR.

## Recorded results

| Method | C-Index | Result date | Report paper |
| --- | --- | --- | --- |
| HIPT | 0.642 | Not recorded | 68fa6cb31e209131cea3553c |
| GCN-MIL | 0.591 | Not recorded | 68fa6cb31e209131cea3553c |
| ABMIL | 0.561 | Not recorded | 68fa6cb31e209131cea3553c |
| DS-MIL | 0.548 | Not recorded | 68fa6cb31e209131cea3553c |
| DeepAttnMISL | 0.521 | Not recorded | 68fa6cb31e209131cea3553c |

### HIPT

C-Index: 0.642. Result ID: 698f2f313a6c314849f6cb84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Implementation](<https://github.com/mahmoodlab/HIPT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCN-MIL

C-Index: 0.591. Result ID: 698f2f313a6c314849f6cb82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ABMIL

C-Index: 0.561. Result ID: 698f2f313a6c314849f6cb80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052eb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DS-MIL

C-Index: 0.548. Result ID: 698f2f313a6c314849f6cb83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23838.md>)

[Implementation](<https://github.com/binli123/dsmil-wsi>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DeepAttnMISL

C-Index: 0.521. Result ID: 698f2f313a6c314849f6cb81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68691e209131cea1bf11.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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