matched normal, adjacent normal, paired normal, healthy tissue control, or otherwise normal tissue control
Rules
Default filters
Human only; Bulk RNA-seq only; Tumor-normal only; Tissue or biopsy only; Hide biofluid/model systems
Warning rules
missing or unclear control group, unclear disease context, unclear tissue source, mixed sample types, model-system markers, secondary assay context, missing processed data, or small cohort size
Score caps
non-human datasets stay below the primary recommendation band, missing colorectal/colon/rectal/CRC context stays below the primary recommendation band, biofluid and model-system datasets cannot reach Recommended by default, microarray and secondary assays are capped unless explicitly enabled, or small cohorts are capped below high-confidence recommendations
Downgraded contexts
microarray unless explicitly enabled, biofluid-only datasets, cell-line datasets, organoid datasets, xenograft or PDX datasets, non-colorectal disease contexts, or treatment-only experiments
Study Classification
Tumor vs unmatched normalTissue
Tumor samples and normal/healthy controls detected.
Tissue-like source terms detected.
Case metadata contains tumor or disease terms.
Control metadata contains normal or healthy-control terms.
Analysis Readiness
Review before analysis
94%
DE readiness
Contrast completeness
25/25 pts
Both case and control groups are present in the proposed grouping.
Minimum group size
20/20 pts
Each contrast group has at least 2 samples.
Processed data availability
20/20 pts
Processed data is marked available in the GEO index.
Sample decision clarity
15/15 pts
All samples are assigned to a case or control group.
Blocking warnings
7/10 pts
Warnings are present, but none are critical blockers.
Metadata normalization
7/10 pts
Metadata quality is usable, but still deserves review.
Blockers
Secondary RNA assay context should be analyzed separately from ordinary bulk RNA-seq.
Next Steps
Review blockers and update sample grouping or dataset selection before analysis.
Analysis Preparation Checklist
5/6 ready
Group labels reviewed
Needs review
Siftome proposed case and control labels, but no reviewer confirmation is stored yet.
Open the sample grouping CSV and confirm group labels before analysis.
Minimum sample count met
Ready
Both groups meet the minimum of 2 samples.
Confirm whether the cohort is large enough for the intended statistical analysis.
Processed counts available
Ready
Processed data availability is marked true in the GEO index.
Verify that downloaded processed files contain usable count or expression identifiers.
Ambiguous samples handled
Ready
No review-needed or unassigned samples are present in the proposed grouping.
Still scan the grouping table for biology-specific ambiguity.
Exclusion decisions recorded
Ready
No hard-excluded samples were detected by the current rules.
Record any manual exclusions in the downstream analysis notes.
Source links preserved
Ready
The dataset and sample accessions can be linked back to GEO.
Keep GEO dataset and sample links with exported metadata.
Bioinformatician Review
Bioinformatician review required
Ask a bioinformatician to review grouping, count availability, exclusions, and design before DE.
Analysis readiness has blockers that must be resolved before DE.
Assay context may require expert handling before DESeq2-style analysis.
Why This Is Ranked Here
Patient tissue tumor-vs-normal
Not suitable
Dataset does not meet the current suitability threshold.
Score Components
relevance50%
Organism normalized. Assay type normalized.
comparison suitability0%
Tumor and normal sample groups detected. No excluded sample type flags detected. Tumor/normal design boosted for colorectal tumor-vs-normal tissue triage. Patient tissue or biopsy specimens boosted for tissue comparison triage. Small RNA, miRNA, circRNA, or extracellular-vesicle RNA context downgraded for primary mRNA tissue ranking. Non-colorectal cancer context downgraded for colorectal tumor-vs-normal tissue ranking.
metadata quality70%
Sample source clarity: All samples have source metadata and clear GSE/GSM accessions. Group clarity: Rule-based grouping found both case and control samples. Disease clarity: Disease or condition metadata was not normalized. Tissue clarity: Tissue metadata was not normalized. Treatment clarity: No unclear treatment split detected in the sample metadata. Replicate clarity: No pooled sample or technical replicate flags detected. Data availability clarity: Dataset-level processed or raw data availability is explicit.
data availability100%
Processed data available. Raw data available.
overall34%
Weighted score: 30% relevance, 30% comparison suitability, 25% metadata quality, 15% data availability. Overall score capped because comparison suitability is weak for the selected search intent. Overall score capped because fewer than ten samples limit cohort confidence. Overall score capped because secondary RNA assays are not primary mRNA tissue RNA-seq. Overall score capped because tumor/normal grouping is from a non-colorectal cancer context.
Derived Classifications
OrganismHomo sapiens
Organism remains rule-derived: Homo sapiens.
SECONDARY_ASSAY_CONTEXTwarning
Secondary RNA assay context such as small RNA, miRNA, circRNA, or non-coding RNA was detected.
DISEASE_LABEL_UNCLEARwarning
Disease or condition label could not be normalized.
TISSUE_TYPE_MISSINGwarning
Tissue or cell type could not be normalized.
Intent Interpretation
Active intentPatient tissue tumor-vs-normal
Ranks human colorectal tissue or biopsy cohorts where tumor samples can be compared with normal controls.
Organism expectationHomo sapiens
Dataset organism is interpreted as Homo sapiens.
Assay expectationbulk RNA-seq
Dataset assay is interpreted as bulk RNA-seq.
Specimen assumptionpatient tissue or biopsy
Derived specimen/source is Tissue.
Control-group assumptionmatched normal, adjacent normal, paired normal, healthy tissue control, or otherwise normal tissue control
Derived study design is Tumor vs unmatched normal; likely groups are tumor sample vs normal tissue.
Score capsApplied when matching conditions are present
non-human datasets stay below the primary recommendation band, missing colorectal/colon/rectal/CRC context stays below the primary recommendation band, biofluid and model-system datasets cannot reach Recommended by default, microarray and secondary assays are capped unless explicitly enabled, or small cohorts are capped below high-confidence recommendations
Warning rules3 active warnings
missing or unclear control group, unclear disease context, unclear tissue source, mixed sample types, model-system markers, secondary assay context, missing processed data, or small cohort size
Downgrade or exclusion reasonDowngraded disease context: not a colorectal/GI cancer cohort.
Derived from current-intent ranking reasons and warnings.
Applied Review Decisions
No active review decisions affect this ranking.
Ranking Facts
RecommendationNot suitable
Dataset does not meet the current suitability threshold.
Supporting factTumor vs unmatched normal · Tissue · suitability 0%.
Contributed to match or upgrade evidence.
Supporting factPrioritized assay: bulk RNA-seq is the active assay expectation.
Contributed to match or upgrade evidence.
Supporting factDowngraded disease context: not a colorectal/GI cancer cohort.
Contributed to match or upgrade evidence.
Supporting factProcessed data is available for downstream review.
Contributed to match or upgrade evidence.
Supporting fact3 warnings require review.
Contributed to match or upgrade evidence.
Caution factSecondary RNA assay context such as small RNA, miRNA, circRNA, or non-coding RNA was detected.
Contributed to downgrade or manual-review evidence.
Caution factDisease or condition label could not be normalized.
Contributed to downgrade or manual-review evidence.
Caution factTissue or cell type could not be normalized.
Contributed to downgrade or manual-review evidence.
Caution factSmall RNA, miRNA, circRNA, or extracellular-vesicle RNA context downgraded for primary mRNA tissue ranking.
Contributed to downgrade or manual-review evidence.
Caution factNon-colorectal cancer context downgraded for colorectal tumor-vs-normal tissue ranking.
Contributed to downgrade or manual-review evidence.
Caution factMissing or unclear metadata: Disease clarity: Disease or condition metadata was not normalized.
Contributed to downgrade or manual-review evidence.
Caution factMissing or unclear metadata: Tissue clarity: Tissue metadata was not normalized.
Contributed to downgrade or manual-review evidence.
Caution factMissing or unclear metadata: Treatment clarity: No unclear treatment split detected in the sample metadata.
Contributed to downgrade or manual-review evidence.
Caution factOverall score capped because comparison suitability is weak for the selected search intent.
Contributed to downgrade or manual-review evidence.
Caution factOverall score capped because fewer than ten samples limit cohort confidence.
Contributed to downgrade or manual-review evidence.
Caution factOverall score capped because secondary RNA assays are not primary mRNA tissue RNA-seq.
Contributed to downgrade or manual-review evidence.
Caution factOverall score capped because tumor/normal grouping is from a non-colorectal cancer context.
Contributed to downgrade or manual-review evidence.
Caution factDowngraded disease context: not a colorectal/GI cancer cohort.
Contributed to downgrade or manual-review evidence.
Caution factComparison suitability score is below the Phase 1 recommended threshold.
Contributed to downgrade or manual-review evidence.
Manual Corrections
0 active
No active manual corrections are applied to this dataset.
Organism · Normalization rules
Organism remains rule-derived: Homo sapiens.
dataset_accession: GSE97239
organism: Homo sapiens
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
Dataset assay
Dataset field · Assay · Global correction
Wrong assay
Current derived value
bulk RNA-seq
Raw GEO assay metadata
assay_type: bulk RNA-seq
experiment_types: Expression profiling by high throughput sequencing
platforms: GPL11154 Illumina HiSeq 2000 (Homo sapiens)
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
Study design
Dataset field · Study design · Global correction
Wrong study design
Current derived value
Tumor vs unmatched normal
Raw GEO study and sample metadata
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
experiment_types: Expression profiling by high throughput sequencing
sample_context: GSM2560031: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560032: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560033: source_name=bladder cancer tissue; characteristics=tumor stage: T1(G3)N0M0; age(years): 58; gender: male
GSM2560034: source_name=normal bladder tissue; characteristics=age(years): 74; gender: female
GSM2560035: source_name=normal bladder tissue; characteristics=age(years): 70; gender: male
GSM2560036: source_name=normal bladder tissue; characteristics=age(years): 58; gender: male
Specimen/source type
Dataset field · Specimen/source · Global correction
Wrong specimen/source
Current derived value
Tissue
Raw GEO sample source metadata
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
sample_context: GSM2560031: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560032: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560033: source_name=bladder cancer tissue; characteristics=tumor stage: T1(G3)N0M0; age(years): 58; gender: male
GSM2560034: source_name=normal bladder tissue; characteristics=age(years): 74; gender: female
GSM2560035: source_name=normal bladder tissue; characteristics=age(years): 70; gender: male
GSM2560036: source_name=normal bladder tissue; characteristics=age(years): 58; gender: male
Disease context
Dataset field · Disease context · Global correction
Wrong disease context
Current derived value
No disease context detected
Raw GEO disease context metadata
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
sample_context: GSM2560031: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560032: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560033: source_name=bladder cancer tissue; characteristics=tumor stage: T1(G3)N0M0; age(years): 58; gender: male
GSM2560034: source_name=normal bladder tissue; characteristics=age(years): 74; gender: female
GSM2560035: source_name=normal bladder tissue; characteristics=age(years): 70; gender: male
GSM2560036: source_name=normal bladder tissue; characteristics=age(years): 58; gender: male
Eligible for Patient tissue tumor-vs-normal as Not suitable
Raw GEO metadata for intent decision
dataset_accession: GSE97239
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
organism: Homo sapiens
assay_type: bulk RNA-seq
sample_context: GSM2560031: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560032: source_name=bladder cancer tissue; characteristics=tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560033: source_name=bladder cancer tissue; characteristics=tumor stage: T1(G3)N0M0; age(years): 58; gender: male
GSM2560034: source_name=normal bladder tissue; characteristics=age(years): 74; gender: female
GSM2560035: source_name=normal bladder tissue; characteristics=age(years): 70; gender: male
GSM2560036: source_name=normal bladder tissue; characteristics=age(years): 58; gender: male
GSM2560031 grouping
Sample field · Grouping · Global correction · GSM2560031
Wrong grouping
Current derived value
tumor sample (case)
Raw GEO sample metadata
sample_accession: GSM2560031
sample_title: Cancer 1
source_name: bladder cancer tissue
characteristics: tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560031 exclusion decision
Sample field · Sample exclusion · Global correction · GSM2560031
Wrong sample exclusion
Current derived value
Included in derived sample grouping as tumor sample
Raw GEO sample metadata
sample_accession: GSM2560031
sample_title: Cancer 1
source_name: bladder cancer tissue
characteristics: tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560032 grouping
Sample field · Grouping · Global correction · GSM2560032
Wrong grouping
Current derived value
tumor sample (case)
Raw GEO sample metadata
sample_accession: GSM2560032
sample_title: Cancer 2
source_name: bladder cancer tissue
characteristics: tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560032 exclusion decision
Sample field · Sample exclusion · Global correction · GSM2560032
Wrong sample exclusion
Current derived value
Included in derived sample grouping as tumor sample
Raw GEO sample metadata
sample_accession: GSM2560032
sample_title: Cancer 2
source_name: bladder cancer tissue
characteristics: tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560033 grouping
Sample field · Grouping · Global correction · GSM2560033
Wrong grouping
Current derived value
tumor sample (case)
Raw GEO sample metadata
sample_accession: GSM2560033
sample_title: Cancer 3
source_name: bladder cancer tissue
characteristics: tumor stage: T1(G3)N0M0; age(years): 58; gender: male
GSM2560033 exclusion decision
Sample field · Sample exclusion · Global correction · GSM2560033
Wrong sample exclusion
Current derived value
Included in derived sample grouping as tumor sample
Raw GEO sample metadata
sample_accession: GSM2560033
sample_title: Cancer 3
source_name: bladder cancer tissue
characteristics: tumor stage: T1(G3)N0M0; age(years): 58; gender: male
GSM2560034 grouping
Sample field · Grouping · Global correction · GSM2560034
Wrong grouping
Current derived value
normal tissue (control)
Raw GEO sample metadata
sample_accession: GSM2560034
sample_title: Normal 1
source_name: normal bladder tissue
characteristics: age(years): 74; gender: female
GSM2560034 exclusion decision
Sample field · Sample exclusion · Global correction · GSM2560034
Wrong sample exclusion
Current derived value
Included in derived sample grouping as normal tissue
Raw GEO sample metadata
sample_accession: GSM2560034
sample_title: Normal 1
source_name: normal bladder tissue
characteristics: age(years): 74; gender: female
GSM2560035 grouping
Sample field · Grouping · Global correction · GSM2560035
Wrong grouping
Current derived value
normal tissue (control)
Raw GEO sample metadata
sample_accession: GSM2560035
sample_title: Normal 2
source_name: normal bladder tissue
characteristics: age(years): 70; gender: male
GSM2560035 exclusion decision
Sample field · Sample exclusion · Global correction · GSM2560035
Wrong sample exclusion
Current derived value
Included in derived sample grouping as normal tissue
Raw GEO sample metadata
sample_accession: GSM2560035
sample_title: Normal 2
source_name: normal bladder tissue
characteristics: age(years): 70; gender: male
GSM2560036 grouping
Sample field · Grouping · Global correction · GSM2560036
Wrong grouping
Current derived value
normal tissue (control)
Raw GEO sample metadata
sample_accession: GSM2560036
sample_title: Normal 3
source_name: normal bladder tissue
characteristics: age(years): 58; gender: male
GSM2560036 exclusion decision
Sample field · Sample exclusion · Global correction · GSM2560036
Wrong sample exclusion
Current derived value
Included in derived sample grouping as normal tissue
Raw GEO sample metadata
sample_accession: GSM2560036
sample_title: Normal 3
source_name: normal bladder tissue
characteristics: age(years): 58; gender: male
Source Evidence
4 sources
GEO
Primary source
Original dataset metadata, sample metadata, source links, and GEO data availability flags.
Dataset accession
GSE97239
Sample records
6 GSM samples
GEO has priority for original metadata under the Phase 3J source rules.
Processed data: available.
Raw data: available.
No external source conflict is present in the current runtime data.
recount3
Not imported
Planned trusted source for processed count availability.
GEO accession
GSE97239
No recount3 project identifier has been imported for this dataset.
Once imported, recount3 has priority for processed count availability.
The recount3 source filter excludes this dataset until that linkage exists.
Expression Atlas
Not imported
Planned source for curated expression experiment links.
GEO accession
GSE97239
No Expression Atlas experiment identifier has been imported for this dataset.
Once imported, Expression Atlas has priority for curated expression experiment links.
The Expression Atlas source filter excludes this dataset until that linkage exists.
PubMed
Unavailable
Publication context when PubMed identifiers are already known.
GEO accession
GSE97239
No PubMed identifier is present in the current runtime metadata.
No live PubMed search is performed from the dataset detail page.
Dataset Feedback
0 stored
No project feedback stored for this dataset.
Original GEO Metadata
dataset_accession: GSE97239
dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues
organism: Homo sapiens
assay_type: bulk RNA-seq
processed_data_available: true
raw_data_available: true
submission_date: 2017-03-30
last_update_date: 2019-05-15
organization_name: Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
department: Not available
public_date: 2017-08-04
experiment_types: Expression profiling by high throughput sequencing
platforms: GPL11154 Illumina HiSeq 2000 (Homo sapiens)
sub_series: Not available
bioproject: PRJNA381054
supplementary_files: XLS: GSE97239_circRNA_expression.xls.gz
series_type: Series
Why It Matched
Tumor vs unmatched normal · Tissue · suitability 0%.
Prioritized assay: bulk RNA-seq is the active assay expectation.
Downgraded disease context: not a colorectal/GI cancer cohort.
Processed data is available for downstream review.
3 warnings require review.
Why It May Not Be Suitable
Secondary RNA assay context such as small RNA, miRNA, circRNA, or non-coding RNA was detected.
Disease or condition label could not be normalized.
Tissue or cell type could not be normalized.
Small RNA, miRNA, circRNA, or extracellular-vesicle RNA context downgraded for primary mRNA tissue ranking.
Non-colorectal cancer context downgraded for colorectal tumor-vs-normal tissue ranking.
Missing or unclear metadata: Disease clarity: Disease or condition metadata was not normalized.
Missing or unclear metadata: Tissue clarity: Tissue metadata was not normalized.
Missing or unclear metadata: Treatment clarity: No unclear treatment split detected in the sample metadata.
Overall score capped because comparison suitability is weak for the selected search intent.
Overall score capped because fewer than ten samples limit cohort confidence.
Overall score capped because secondary RNA assays are not primary mRNA tissue RNA-seq.
Overall score capped because tumor/normal grouping is from a non-colorectal cancer context.
Downgraded disease context: not a colorectal/GI cancer cohort.
Comparison suitability score is below the Phase 1 recommended threshold.
Warnings
warningSECONDARY_ASSAY_CONTEXT
Secondary RNA assay context such as small RNA, miRNA, circRNA, or non-coding RNA was detected.
warningDISEASE_LABEL_UNCLEAR
Disease or condition label could not be normalized.
warningTISSUE_TYPE_MISSING
Tissue or cell type could not be normalized.
Normalized Fields
8 fields
FieldValueSourceOriginConfidenceEvidenceReason
assay_typebulk RNA-seqdataset GSE97239Runtime Siftome inference
GEO:dataset:GSE97239:44c06cf9cc3ac4c8280df61bdcd4e629f74eb6d2954bdebd4459512ef589e716
high confidencebulk rna-seq
dataset_accession: GSE97239 dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues organism: Homo sapi...
keyword match
keyword match: bulk rna-seq
organismHomo sapiensdataset GSE97239Runtime Siftome inference
GEO:dataset:GSE97239:44c06cf9cc3ac4c8280df61bdcd4e629f74eb6d2954bdebd4459512ef589e716
high confidencehomo sapiens
dataset_accession: GSE97239 dataset_title: High-throughput RNA sequencing on circular RNA profiles of human bladder cancer tissues and normal bladder tissues organism: Homo sapi...
keyword match
keyword match: homo sapiens
sample_typetumor samplesample GSM2560031Runtime Siftome inference
GEO:sample:GSM2560031:2a5ba81993eaead73ee6a8fc35f5b2f1f0237e8bf60dfbfc631ed2eada685db6
low confidencetumor
sample_accession: GSM2560031 sample_title: Cancer 1 source_name: bladder cancer tissue characteristics: tumor stage: T3N0M0; age(years): 74; gender: female Cancer 1
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM2560032Runtime Siftome inference
GEO:sample:GSM2560032:00c80883b14b2d9716c1c4eb183b41d344a38779868d577b89cde123439b4dee
low confidencetumor
sample_accession: GSM2560032 sample_title: Cancer 2 source_name: bladder cancer tissue characteristics: tumor stage: T3N0M0; age(years): 70; gender: male Cancer 2
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM2560033Runtime Siftome inference
GEO:sample:GSM2560033:6cd34a7162b944175e0d7721ecf270b9c4fda4ee79581343cc4f565230b113ab
low confidencetumor
sample_accession: GSM2560033 sample_title: Cancer 3 source_name: bladder cancer tissue characteristics: tumor stage: T1(G3)N0M0; age(years): 58; gender: male Cancer 3
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typenormal tissuesample GSM2560034Runtime Siftome inference
GEO:sample:GSM2560034:9809e502a44e47dbd94211eb1747c93277b2bf24d23f0361e58da79d6f5e2e2f
low confidencenormal
sample_accession: GSM2560034 sample_title: Normal 1 source_name: normal bladder tissue characteristics: age(years): 74; gender: female Normal 1
controlled vocabulary
controlled vocabulary sample type match: normal
sample_typenormal tissuesample GSM2560035Runtime Siftome inference
GEO:sample:GSM2560035:6ca89fe89319ba4e2bf5fa0378e33e8a4a5b65ff13e40d2243318ad7634b78d2
low confidencenormal
sample_accession: GSM2560035 sample_title: Normal 2 source_name: normal bladder tissue characteristics: age(years): 70; gender: male Normal 2
controlled vocabulary
controlled vocabulary sample type match: normal
sample_typenormal tissuesample GSM2560036Runtime Siftome inference
GEO:sample:GSM2560036:9a684202ebeb34ba5ce7fb1b579d7e566da638281801c8467d3c1a2df51e0b3d
low confidencenormal
sample_accession: GSM2560036 sample_title: Normal 3 source_name: normal bladder tissue characteristics: age(years): 58; gender: male Normal 3
controlled vocabulary
controlled vocabulary sample type match: normal
Sample Group Preview
Possible case samples
Samples currently treated as the comparison case group.
3
GSM2560031Cancer 1
tumor sample
Case marker detected.
bladder cancer tissue
tumor stage: T3N0M0; age(years): 74; gender: female
GSM2560032Cancer 2
tumor sample
Case marker detected.
bladder cancer tissue
tumor stage: T3N0M0; age(years): 70; gender: male
GSM2560033Cancer 3
tumor sample
Case marker detected.
bladder cancer tissue
tumor stage: T1(G3)N0M0; age(years): 58; gender: male
Possible control samples
Samples currently treated as controls or baseline.
3
GSM2560034Normal 1
normal tissue
Control marker detected.
normal bladder tissue
age(years): 74; gender: female
GSM2560035Normal 2
normal tissue
Control marker detected.
normal bladder tissue
age(years): 70; gender: male
GSM2560036Normal 3
normal tissue
Control marker detected.
normal bladder tissue
age(years): 58; gender: male
Unassigned samples
Samples with no explicit case or control marker.
0
No samples
Excluded samples
Samples excluded from grouping by hard exclusion rules.
0
No samples
Ambiguous samples
Samples that need manual review before trusting grouping.
0
No samples
Metadata Quality Components
Persisted metadata quality
70 pts
Clarity
70%
Weight
100 pts
Sample source clarity: All samples have source metadata and clear GSE/GSM accessions. Group clarity: Rule-based grouping found both case and control samples. Disease clarity: Disease or condition metadata was not normalized. Tissue clarity: Tissue metadata was not normalized. Treatment clarity: No unclear treatment split detected in the sample metadata. Replicate clarity: No pooled sample or technical replicate flags detected. Data availability clarity: Dataset-level processed or raw data availability is explicit.