# Multiclass Cancer Classification on Pan-Cancer 34 classes

Source: [Multiclass Cancer Classification on Pan-Cancer 34 classes](<https://www.sota2.com/research/sota/multiclass-cancer-classification-on-pan-cancer-34-classes>)

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

Data updated: 2026-06-02T07:37:36.179Z

Evaluation of multiclass classification performance on the 34-class Pan-Cancer dataset, reporting metrics such as Accuracy.

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 | Multiclass Cancer Classification |
| Dataset (including any stated split) | Pan-Cancer 34 classes |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/multiclass-cancer-classification-on-pan-cancer-34-classes.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| 2D-Hybrid-CNN | 95.7 | Not recorded | 68fa5f7c1e209131ce9ea3ff |
| 1D-CNN | 95.5 | Not recorded | 68fa5f7c1e209131ce9ea3ff |
| 2D-Vanilla-CNN | 94.87 | Not recorded | 68fa5f7c1e209131ce9ea3ff |
| GCNN-PPI + singleton graph | 94.61 | Not recorded | 68fa5f7c1e209131ce9ea3ff |
| GCNN-PPI graph | 88.98 | Not recorded | 68fa5f7c1e209131ce9ea3ff |

### 2D-Hybrid-CNN

Accuracy: 95.7. Result ID: 6a1e8839fbc373592c185615.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f7c1e209131ce9ea3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ee81e209131ce9e6248.md>)

Recorded evaluation configuration: {"Authors":"Mostavi et al.","mRNA":"True","miRNA":"False","DNA methylation":"False"}. This record does not assert independent reproduction.

### 1D-CNN

Accuracy: 95.5. Result ID: 6a1e8839fbc373592c185613.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f7c1e209131ce9ea3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ee81e209131ce9e6248.md>)

Recorded evaluation configuration: {"Authors":"Mostavi et al.","mRNA":"True","miRNA":"False","DNA methylation":"False"}. This record does not assert independent reproduction.

### 2D-Vanilla-CNN

Accuracy: 94.87. Result ID: 6a1e8839fbc373592c185614.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f7c1e209131ce9ea3ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ee81e209131ce9e6248.md>)

Recorded evaluation configuration: {"Authors":"Mostavi et al.","mRNA":"True","miRNA":"False","DNA methylation":"False"}. This record does not assert independent reproduction.

### GCNN-PPI + singleton graph

Accuracy: 94.61. Result ID: 6a1e8839fbc373592c185617.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f7c1e209131ce9ea3ff.md>)

Recorded evaluation configuration: {"Authors":"Ramirez","mRNA":"True","miRNA":"False","DNA methylation":"False"}. This record does not assert independent reproduction.

### GCNN-PPI graph

Accuracy: 88.98. Result ID: 6a1e8839fbc373592c185616.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f7c1e209131ce9ea3ff.md>)

Recorded evaluation configuration: {"Authors":"Ramirez","mRNA":"True","miRNA":"False","DNA methylation":"False"}. This record does not assert independent reproduction.

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