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 matched normalTissue
Tumor samples and matched/adjacent normal 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
75%
DE readiness
Contrast completeness
25/25 pts
Both case and control groups are present in the proposed grouping.
Minimum group size
8/20 pts
A contrast exists, but at least one group is below the minimum sample count.
Processed data availability
20/20 pts
Processed data is marked available in the GEO index.
Sample decision clarity
8/15 pts
A small number of samples remain unassigned.
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
At least one contrast group is below the minimum sample count.
1 samples are still unassigned.
Secondary RNA assay context should be analyzed separately from ordinary bulk RNA-seq.
Next Steps
Resolve unassigned or review-needed samples in the grouping table.
Analysis Preparation Checklist
3/6 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
Blocked
At least one group has fewer than 2 samples.
Choose a larger dataset or merge only scientifically valid groups.
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
Needs review
0 review-needed samples and 1 unassigned samples remain.
Resolve ambiguous and unassigned samples before finalizing the contrast.
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.
At least one comparison group has fewer than two samples.
One or more samples are unassigned and need manual grouping decisions.
Assay context may require expert handling before DESeq2-style analysis.
Why This Is Ranked Here
Patient tissue tumor-vs-normal
Exploratory only
Dataset can inform exploration but is not strong enough for primary analysis.
Score Components
relevance50%
Organism normalized. Assay type normalized.
comparison suitability10%
Tumor and normal sample groups detected. No excluded sample type flags detected. Matched tumor/normal design boosted for colorectal tumor-vs-normal tissue triage. Patient tissue or biopsy specimens boosted for tissue comparison triage. Missing colorectal disease context downgraded for 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.
overall45%
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 six samples are too small for top-ranked cohort confidence. Overall score capped because colorectal/CRC disease context is not explicit.
Derived Classifications
OrganismHomo sapiens
Organism remains rule-derived: Homo sapiens.
SAMPLE_COUNT_BELOW_THRESHOLDwarning
Total sample count is below the minimum needed for two comparison groups.
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 matched 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 rules4 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: colorectal/GI relevance is unclear.
Derived from current-intent ranking reasons and warnings.
Applied Review Decisions
No active review decisions affect this ranking.
Ranking Facts
RecommendationExploratory only
Dataset can inform exploration but is not strong enough for primary analysis.
Supporting factTumor vs matched normal · Tissue · suitability 10%.
Contributed to match or upgrade evidence.
Supporting factPrioritized for patient tissue tumor-vs-normal triage.
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: colorectal/GI relevance is unclear.
Contributed to match or upgrade evidence.
Supporting factProcessed data is available for downstream review.
Contributed to match or upgrade evidence.
Supporting fact4 warnings require review.
Contributed to match or upgrade evidence.
Caution factTotal sample count is below the minimum needed for two comparison groups.
Contributed to downgrade or manual-review 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 factMissing colorectal disease context downgraded for tumor-vs-normal tissue ranking.
Contributed to downgrade or manual-review evidence.
Caution factMissing or unclear metadata: Missing colorectal disease context downgraded for 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 six samples are too small for top-ranked cohort confidence.
Contributed to downgrade or manual-review evidence.
Caution factOverall score capped because colorectal/CRC disease context is not explicit.
Contributed to downgrade or manual-review evidence.
Caution factDowngraded disease context: colorectal/GI relevance is unclear.
Contributed to downgrade or manual-review evidence.
Caution factMissing or unclear metadata: Downgraded disease context: colorectal/GI relevance is unclear.
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: GSE48240
organism: Homo sapiens
dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells
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: Non-coding RNA profiling by high throughput sequencing; Expression profiling by high throughput sequencing
platforms: GPL16791 Illumina HiSeq 2500 (Homo sapiens)
dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells
Study design
Dataset field · Study design · Global correction
Wrong study design
Current derived value
Tumor vs matched normal
Raw GEO study and sample metadata
dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells
experiment_types: Non-coding RNA profiling by high throughput sequencing; Expression profiling by high throughput sequencing
sample_context: GSM1173236: source_name=snap frozen tissue of matched esophageal adenocarcinoma cells; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of esophageal adenocarcinoma cells
GSM1173237: source_name=snap frozen tissue of matched normal esophagus; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
GSM1173238: source_name=snap frozen tissue of matched Barrett’s esophagus; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of Barrett’s esophagus
Specimen/source type
Dataset field · Specimen/source · Global correction
Wrong specimen/source
Current derived value
Tissue
Raw GEO sample source metadata
dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells
sample_context: GSM1173236: source_name=snap frozen tissue of matched esophageal adenocarcinoma cells; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of esophageal adenocarcinoma cells
GSM1173237: source_name=snap frozen tissue of matched normal esophagus; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
GSM1173238: source_name=snap frozen tissue of matched Barrett’s esophagus; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of Barrett’s esophagus
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: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells
sample_context: GSM1173236: source_name=snap frozen tissue of matched esophageal adenocarcinoma cells; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of esophageal adenocarcinoma cells
GSM1173237: source_name=snap frozen tissue of matched normal esophagus; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
GSM1173238: source_name=snap frozen tissue of matched Barrett’s esophagus; characteristics=disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of Barrett’s esophagus
Sample field · Grouping · Global correction · GSM1173237
Wrong grouping
Current derived value
normal tissue (control)
Raw GEO sample metadata
sample_accession: GSM1173237
sample_title: normal esophagus
source_name: snap frozen tissue of matched normal esophagus
characteristics: disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
GSM1173237 exclusion decision
Sample field · Sample exclusion · Global correction · GSM1173237
Wrong sample exclusion
Current derived value
Included in derived sample grouping as normal tissue
Raw GEO sample metadata
sample_accession: GSM1173237
sample_title: normal esophagus
source_name: snap frozen tissue of matched normal esophagus
characteristics: disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
GSM1173238 grouping
Sample field · Grouping · Global correction · GSM1173238
Original dataset metadata, sample metadata, source links, and GEO data availability flags.
Dataset accession
GSE48240
Sample records
3 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
GSE48240
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
GSE48240
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
GSE48240
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: GSE48240
dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells
organism: Homo sapiens
assay_type: bulk RNA-seq
processed_data_available: true
raw_data_available: true
submission_date: 2013-06-24
last_update_date: 2021-05-25
organization_name: Albert Einstein College of Medicine
department: Not available
public_date: 2013-10-21
experiment_types: Non-coding RNA profiling by high throughput sequencing; Expression profiling by high throughput sequencing
platforms: GPL16791 Illumina HiSeq 2500 (Homo sapiens)
sub_series: Not available
bioproject: PRJNA209632
supplementary_files: TAR: GSE48240_RAW.tar
series_type: Series
Why It Matched
Tumor vs matched normal · Tissue · suitability 10%.
Prioritized for patient tissue tumor-vs-normal triage.
Prioritized assay: bulk RNA-seq is the active assay expectation.
Downgraded disease context: colorectal/GI relevance is unclear.
Processed data is available for downstream review.
4 warnings require review.
Why It May Not Be Suitable
Total sample count is below the minimum needed for two comparison groups.
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.
Missing colorectal disease context downgraded for tumor-vs-normal tissue ranking.
Missing or unclear metadata: Missing colorectal disease context downgraded for 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 six samples are too small for top-ranked cohort confidence.
Overall score capped because colorectal/CRC disease context is not explicit.
Downgraded disease context: colorectal/GI relevance is unclear.
Missing or unclear metadata: Downgraded disease context: colorectal/GI relevance is unclear.
Comparison suitability score is below the Phase 1 recommended threshold.
Warnings
warningSAMPLE_COUNT_BELOW_THRESHOLD
Total sample count is below the minimum needed for two comparison groups.
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
5 fields
FieldValueSourceOriginConfidenceEvidenceReason
assay_typebulk RNA-seqdataset GSE48240Runtime Siftome inference
GEO:dataset:GSE48240:3886639440f94692e56ec9a2a00a84900a358158c145af90afddc27075108022
high confidencebulk rna-seq
dataset_accession: GSE48240 dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells organism: Homo sapiens assay_typ...
keyword match
keyword match: bulk rna-seq
normal_tissue_typeadjacent normalsample GSM1173237Runtime Siftome inference
GEO:sample:GSM1173237:c46338041ddc16335dc1cd659a23403dd25db45f575847fd7878d64bec1d40ed
high confidencematched normal
sample_accession: GSM1173237 sample_title: normal esophagus source_name: snap frozen tissue of matched normal esophagus characteristics: disease state: esophageal adenocarcinoge...
controlled vocabulary
controlled vocabulary normal tissue type match: matched normal
organismHomo sapiensdataset GSE48240Runtime Siftome inference
GEO:dataset:GSE48240:3886639440f94692e56ec9a2a00a84900a358158c145af90afddc27075108022
high confidencehomo sapiens
dataset_accession: GSE48240 dataset_title: Long Noncoding RNA HNF1A-AS1 Regulates Proliferation and Migration in Esophageal Adenocarcinoma Cells organism: Homo sapiens assay_typ...
keyword match
keyword match: homo sapiens
sample_typenormal tissuesample GSM1173237Runtime Siftome inference
GEO:sample:GSM1173237:c46338041ddc16335dc1cd659a23403dd25db45f575847fd7878d64bec1d40ed
low confidencenormal
sample_accession: GSM1173237 sample_title: normal esophagus source_name: snap frozen tissue of matched normal esophagus characteristics: disease state: esophageal adenocarcinoge...
controlled vocabulary
controlled vocabulary sample type match: normal
Sample Group Preview
Possible case samples
Samples currently treated as the comparison case group.
1
GSM1173236esophageal adenocarcinoma
tumor sample
Case marker detected.
snap frozen tissue of matched esophageal adenocarcinoma cells
disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of esophageal adenocarcinoma cells
Possible control samples
Samples currently treated as controls or baseline.
1
GSM1173237normal esophagus
normal tissue
Control marker detected.
snap frozen tissue of matched normal esophagus
disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
Unassigned samples
Samples with no explicit case or control marker.
1
GSM1173238Barrett’s esophagus
unassigned
No explicit case or control marker detected.
snap frozen tissue of matched Barrett’s esophagus
disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of Barrett’s esophagus
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.
GSM1173237normal esophagus
snap frozen tissue of matched normal esophagus
disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of normal esophagus
unassigned
1 sample
GSM1173238Barrett’s esophagus
snap frozen tissue of matched Barrett’s esophagus
disease state: esophageal adenocarcinogenesis; tissue: snap frozen tissue of Barrett’s esophagus
Score Breakdown
50%
relevance
Organism normalized.
Assay type normalized.
10%
comparison suitability
Tumor and normal sample groups detected.
No excluded sample type flags detected.
Matched tumor/normal design boosted for colorectal tumor-vs-normal tissue triage.
Patient tissue or biopsy specimens boosted for tissue comparison triage.
Missing colorectal disease context downgraded for tumor-vs-normal tissue ranking.
70%
metadata quality
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.