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
82%
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
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
At least one contrast group is below the minimum sample count.
Next Steps
Review blockers and update sample grouping or dataset selection before analysis.
Analysis Preparation Checklist
4/6 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
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.
At least one comparison group has fewer than two samples.
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 suitability5%
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. 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 ten samples limit cohort confidence. Overall score capped because colorectal/CRC disease context is not explicit.
Derived Classifications
OrganismHomo sapiens
Organism remains rule-derived: Homo sapiens.
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 rules2 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 unmatched normal · Tissue · suitability 5%.
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 fact2 warnings require review.
Contributed to match or upgrade 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 ten samples limit 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: GSE138340
organism: Homo sapiens
dataset_title: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture.
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: GPL16791 Illumina HiSeq 2500 (Homo sapiens)
dataset_title: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture.
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: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture.
experiment_types: Expression profiling by high throughput sequencing
sample_context: GSM4105692: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105693: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105694: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105695: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105696: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105697: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
Specimen/source type
Dataset field · Specimen/source · Global correction
Wrong specimen/source
Current derived value
Tissue
Raw GEO sample source metadata
dataset_title: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture.
sample_context: GSM4105692: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105693: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105694: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105695: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105696: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105697: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
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: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture.
sample_context: GSM4105692: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105693: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105694: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105695: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105696: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
GSM4105697: source_name=primary AML; characteristics=tissue: hematopoietic; tumor stage: AML
Original dataset metadata, sample metadata, source links, and GEO data availability flags.
Dataset accession
GSE138340
Sample records
7 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
GSE138340
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
GSE138340
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
GSE138340
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: GSE138340
dataset_title: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture.
organism: Homo sapiens
assay_type: bulk RNA-seq
processed_data_available: true
raw_data_available: true
submission_date: 2019-10-02
last_update_date: 2021-06-21
organization_name: Fred Hutchinson Cancer Research Center
department: Clinical Research Division
public_date: 2019-10-03
experiment_types: Expression profiling by high throughput sequencing
platforms: GPL16791 Illumina HiSeq 2500 (Homo sapiens)
sub_series: Not available
bioproject: PRJNA575538
supplementary_files: TXT: GSE138340_edgeR_analysis.txt.gz
series_type: Series
Why It Matched
Tumor vs unmatched normal · Tissue · suitability 5%.
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.
2 warnings require review.
Why It May Not Be Suitable
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 ten samples limit 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
warningDISEASE_LABEL_UNCLEAR
Disease or condition label could not be normalized.
warningTISSUE_TYPE_MISSING
Tissue or cell type could not be normalized.
Normalized Fields
10 fields
FieldValueSourceOriginConfidenceEvidenceReason
assay_typebulk RNA-seqdataset GSE138340Runtime Siftome inference
GEO:dataset:GSE138340:51a66aaede621190aedb897e0f87c2fd20a51f41de9f1354ab738fcc1fccbeb6
high confidencebulk rna-seq
dataset_accession: GSE138340 dataset_title: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture. organism: Homo sapie...
keyword match
keyword match: bulk rna-seq
organismHomo sapiensdataset GSE138340Runtime Siftome inference
GEO:dataset:GSE138340:51a66aaede621190aedb897e0f87c2fd20a51f41de9f1354ab738fcc1fccbeb6
high confidencehomo sapiens
dataset_accession: GSE138340 dataset_title: Differential expression analysis of primary AML cells treated with AC220 vs DMSO in endothelial cell co-culture. organism: Homo sapie...
keyword match
keyword match: homo sapiens
sample_typetumor samplesample GSM4105692Runtime Siftome inference
GEO:sample:GSM4105692:91ba27deedce57fa98835aa1c56bd142ee06206f404c1dd3fa87733388511b0a
low confidencetumor
sample_accession: GSM4105692 sample_title: A37927_AE source_name: primary AML characteristics: tissue: hematopoietic; tumor stage: AML A37927_AE
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM4105693Runtime Siftome inference
GEO:sample:GSM4105693:4c4cb4d97ce6eda128237beb5842236171dc6f963b8a4e9dd87dcc86a82fc3d7
low confidencetumor
sample_accession: GSM4105693 sample_title: A37927_DE source_name: primary AML characteristics: tissue: hematopoietic; tumor stage: AML A37927_DE
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM4105694Runtime Siftome inference
GEO:sample:GSM4105694:c2ce0d3d2245f058498f20607328aeefb2a78f2f1c43ce771941675b4298aece
low confidencetumor
sample_accession: GSM4105694 sample_title: A59733_AE source_name: primary AML characteristics: tissue: hematopoietic; tumor stage: AML A59733_AE
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM4105695Runtime Siftome inference
GEO:sample:GSM4105695:df5da18aae3a1fb7b8cbc759b5921fafdcd16467f63b54f4691448621d48891c
low confidencetumor
sample_accession: GSM4105695 sample_title: A59733_DE source_name: primary AML characteristics: tissue: hematopoietic; tumor stage: AML A59733_DE
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM4105696Runtime Siftome inference
GEO:sample:GSM4105696:2893901b0fe15f41d4d93c1922bc73600989f7e592c284b1efa8cd64e8b1e76a
low confidencetumor
sample_accession: GSM4105696 sample_title: AERNAB03E16 source_name: primary AML characteristics: tissue: hematopoietic; tumor stage: AML AERNAB03E16
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typetumor samplesample GSM4105697Runtime Siftome inference
GEO:sample:GSM4105697:db6513c7e38d034824969e67f308ab39a6903d669d96961dc095cb6731fd3646
low confidencetumor
sample_accession: GSM4105697 sample_title: DERNAB03E16 source_name: primary AML characteristics: tissue: hematopoietic; tumor stage: AML DERNAB03E16
controlled vocabulary
controlled vocabulary sample type match: tumor
sample_typenormal tissuesample GSM4105698Runtime Siftome inference
GEO:sample:GSM4105698:f8e0ff718833fcc7ca14286ec85e0121612f3a54d60b87536b38ae55f4e449b2
low confidencenormal
sample_accession: GSM4105698 sample_title: EC source_name: HUVEC characteristics: tissue: Endothelium; tumor stage: normal EC
controlled vocabulary
controlled vocabulary sample type match: normal
Samples currently treated as the comparison case group.
6
GSM4105692A37927_AE
tumor sample
Case marker detected.
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105693A37927_DE
tumor sample
Case marker detected.
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105694A59733_AE
tumor sample
Case marker detected.
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105695A59733_DE
tumor sample
Case marker detected.
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105696AERNAB03E16
tumor sample
Case marker detected.
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105697DERNAB03E16
tumor sample
Case marker detected.
primary AML
tissue: hematopoietic; tumor stage: AML
Possible control samples
Samples currently treated as controls or baseline.
1
GSM4105698EC
normal tissue
Control marker detected.
HUVEC
tissue: Endothelium; tumor stage: normal
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.
Detected Sample Groups
tumor sample
6 samples
GSM4105692A37927_AE
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105693A37927_DE
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105694A59733_AE
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105695A59733_DE
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105696AERNAB03E16
primary AML
tissue: hematopoietic; tumor stage: AML
GSM4105697DERNAB03E16
primary AML
tissue: hematopoietic; tumor stage: AML
normal tissue
1 sample
GSM4105698EC
HUVEC
tissue: Endothelium; tumor stage: normal
Score Breakdown
50%
relevance
Organism normalized.
Assay type normalized.
5%
comparison suitability
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.
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.