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+- github Document reduction issue
+
+* The small test database (2GB)
+
+The default install comes with a smaller database which includes a
+number of the BSD's and the Human liver dataset (GSE9588).
+
+* GeneNetwork database
+
+** Estimated table sizes 
+
+
+select table_name,round(((data_length + index_length) / 1024 / 1024), 2) `Size in MB` from information_schema.TABLES where table_schema = "db_webqtl" order by data_length;
+
++-------------------------+------------+
+| table_name              | Size in MB |
++-------------------------+------------+
+| ProbeSetData            |   59358.80 |
+| SnpAll                  |   15484.67 |
+| ProbeData               |   22405.44 |
+| SnpPattern              |    9177.05 |
+| ProbeSetSE              |   14551.02 |
+| QuickSearch             |    5972.86 |
+| ProbeSetXRef            |    4532.89 |
+| LCorrRamin3             |   18506.53 |
+| ProbeSE                 |    6263.83 |
+| ProbeSet                |    2880.21 |
+| Probe                   |    2150.30 |
+| GenoData                |    3291.91 |
+| CeleraINFO_mm6          |     989.80 |
+| pubmedsearch            |    1032.50 |
+| ProbeXRef               |     743.38 |
+| GeneRIF_BASIC           |     448.54 |
+| BXDSnpPosition          |     224.44 |
+| EnsemblProbe            |     133.66 |
+| EnsemblProbeLocation    |     105.49 |
+| Genbank                 |      37.71 |
+| TissueProbeSetData      |      74.42 |
+| AccessLog               |      42.38 |
+| GeneList                |      34.11 |
+| Geno                    |      33.90 |
+| MachineAccessLog        |      28.34 |
+| IndelAll                |      22.42 |
+| PublishData             |      22.54 |
+| TissueProbeSetXRef      |      14.73 |
+| ProbeH2                 |      13.26 |
+| GenoXRef                |      22.83 |
+| TempData                |       8.35 |
+| GeneList_rn3            |       5.54 |
+| GORef                   |       4.97 |
+| Phenotype               |       6.50 |
+| temporary               |       3.59 |
+| InfoFiles               |       3.32 |
+| Publication             |       3.42 |
+| Homologene              |       5.69 |
+| Datasets                |       2.31 |
+| GeneList_rn33           |       2.61 |
+| PublishSE               |       4.71 |
+| GeneRIF                 |       2.18 |
+| Vlookup                 |       1.87 |
+| H2                      |       2.18 |
+| PublishXRef             |       2.18 |
+| NStrain                 |       4.80 |
+| IndelXRef               |       2.91 |
+| Strain                  |       1.07 |
+| GeneMap_cuiyan          |       0.51 |
+| user_collection         |       0.30 |
+| CaseAttributeXRef       |       0.44 |
+| StrainXRef              |       0.56 |
+| GeneIDXRef              |       0.77 |
+| Docs                    |       0.17 |
+| News                    |       0.17 |
+| ProbeSetFreeze          |       0.22 |
+| GeneRIFXRef             |       0.24 |
+| Sample                  |       0.06 |
+| login                   |       0.06 |
+| user                    |       0.04 |
+| TableFieldAnnotation    |       0.05 |
+| DatasetMapInvestigator  |       0.05 |
+| User                    |       0.04 |
+| ProbeFreeze             |       0.06 |
+| TableComments           |       0.02 |
+| Investigators           |       0.02 |
+| DBList                  |       0.03 |
+| Tissue                  |       0.02 |
+| GeneChip                |       0.01 |
+| GeneCategory            |       0.01 |
+| SampleXRef              |       0.01 |
+| InbredSet               |       0.01 |
+| SnpAllele_to_be_deleted |       0.00 |
+| Organizations           |       0.01 |
+| PublishFreeze           |       0.00 |
+| GenoFreeze              |       0.00 |
+| Chr_Length              |       0.01 |
+| SnpSource               |       0.00 |
+| AvgMethod               |       0.00 |
+| Species                 |       0.00 |
+| Dataset_mbat            |       0.00 |
+| TissueProbeFreeze       |       0.00 |
+| EnsemblChip             |       0.00 |
+| TissueProbeSetFreeze    |       0.01 |
+| UserPrivilege           |       0.00 |
+| CaseAttribute           |       0.00 |
+| MappingMethod           |       0.00 |
+| DBType                  |       0.00 |
+| InfoFilesUser_md5       |       0.00 |
+| GenoCode                |       0.00 |
+| DatasetStatus           |       0.00 |
+| GeneChipEnsemblXRef     |       0.00 |
+| GenoSE                  |       0.00 |
+| user_openids            |       0.00 |
+| roles_users             |       0.00 |
+| role                    |       0.00 |
+| Temp                    |       NULL |
++-------------------------+------------+
+97 rows in set, 1 warning (0.01 sec)
+
+All *Data tables are large
+
+** User access
+
+According to the meta data:
+
+This table tracks access time and IP addresses. Used for logging in
+registered users and tracking cookies.
+
+# GN1 uses access table and GN2 uses user table (true/false?)
+
+ select * from AccessLog limit 5;
++-------+---------------------+----------------+
+| id    | accesstime          | ip_address     |
++-------+---------------------+----------------+
+| 12174 | 2003-10-28 02:17:41 | 130.120.104.71 |
+| 12173 | 2003-10-28 02:16:27 | 130.120.104.71 |
+|     3 | 2003-02-22 07:38:33 | 192.117.159.1  |
+|     4 | 2003-02-22 07:49:13 | 192.117.159.1  |
+|     5 | 2003-02-22 07:51:08 | 192.117.159.1  |
++-------+---------------------+----------------+
+
+select * from AccessLog order by accesstime desc limit 5;
++---------+---------------------+---------------+
+| id      | accesstime          | ip_address    |
++---------+---------------------+---------------+
+| 1025735 | 2016-02-08 14:23:29 | 100.43.81.157 |
+| 1025734 | 2016-02-08 13:54:28 | 180.76.15.144 |
+| 1025733 | 2016-02-08 13:43:37 | 66.249.65.217 |
+| 1025732 | 2016-02-08 13:39:50 | 66.249.65.217 |
+| 1025731 | 2016-02-08 13:15:46 | 66.249.65.217 |
++---------+---------------------+---------------+
+
+Quite a few trait page hits:
+
+select count(*) from AccessLog;
+
++----------+
+| count(*) |
++----------+
+|  1025685 |
++----------+
+
+show indexes from AccessLog;
++-----------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+| Table     | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
++-----------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+| AccessLog |          0 | PRIMARY  |            1 | id          | A         |     1025685 |     NULL | NULL   |      | BTREE      |         |               |
++-----------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+
+This table is being used by both GN1 and GN2 from the trait pages!
+
+: grep -ir AccessLog *|grep -e "^gn1\|^gn2"|grep \.py|grep -v doc
+
+gn1/web/webqtl/showTrait/ShowTraitPage.py:              query = "SELECT count(id) FROM AccessLog WHERE ip_address = %s and \
+gn1/web/webqtl/showTrait/ShowTraitPage.py:                      self.cursor.execute("insert into AccessLog(accesstime,ip_address) values(Now(),%s)" ,user_ip)
+gn1/web/webqtl/textUI/cmdClass.py:                      query = """SELECT count(id) FROM AccessLog WHERE ip_address = %s AND UNIX_TIMESTAMP()-UNIX_TIMESTAMP(accesstime)<86400"""
+gn1/web/webqtl/textUI/cmdClass.py:                      query = """INSERT INTO AccessLog(accesstime,ip_address) values(Now(),%s)""" 
+gn2/wqflask/wqflask/show_trait/show_trait_page.py:        query = "SELECT count(id) FROM AccessLog WHERE ip_address = %s and \
+gn2/wqflask/wqflask/show_trait/show_trait_page.py:        self.cursor.execute("insert into AccessLog(accesstime,ip_address) values(Now(),%s)", user_ip)
+
+When looking at the code in GN1 and GN2 it restricts the daily use of
+the trait data page (set to 1,000 - whoever reaches that?). Unlike
+mentioned in the schema description, this table does *not* keep track
+of cookies. 
+
+From the code it looks like GN2 uses a mixture of Redis and sqlalchemy
+to keep track of logged in sessions (see
+gn2/wqflask/wqflask/user_manager.py) and cookies through a user_uuid in 
+model.py.
+
+In gn2/wqflask/wqflask/templates/collections/view_anonymous.html it
+show_trait_page appears to be loaded (need to check).
+
+** AvgMethod 
+
+Probesetfreeze refers to AvgMethod
+
+** BXDSnPosition
+
+Snp table (all snps)
+
+Mapping in GN1 shows snps when  you select a chromosome.
+
+** CaseAttribute(XRef)
+
+Metadata
+
+** CeleralINFO_mm6
+
+?
+
+** Chr_Length
+
+Default mm9, column for mm8
+
+** Dataset_mbat
+
+Menu for BXD (linkouts)
+
+** DatasetMapInvestigator
+
+Arthur?
+
+** DataSets
+
+Information/metadata
+
+** DatasetStatus
+
+Arthur private/public
+
+** DBList and DBType
+
+Hooked in API (URL encoding)
+
+** Docs
+
+GN2 only (see menu bar)
+
+** Ensembl* 
+
+Probe information
+
+(will be deprecated)
+
+** Genbank
+
+Linkout and not important
+
+** GeneCategory
+
+Not important. GeneWiki notes function classification.
+
+Deprecate.
+
+** GeneChip
+
+** GeneIDXRef
+
+Interspecies gene comparison
+
+** GeneList
+
+Track info
+
+** Genlist_rn3(3)
+
+Rat list
+
+** GeneMap_cuiyan
+
+Link outs
+
+** GeneRIF
+
+Wiki info (nightly updated from NCBI)
+
+XRef should be foreign keys
+
+** Geno
+
+SNP or marker info
+
+** GenoCode
+
+Belongs to someone else
+
+** GenoData
+
+Allele info
+
+** GenoFreeze
+
+Big menu (Freeze refers to menu)
+
+** GenoSE
+
+SE standard err, not used
+
+** GenoXREF
+
+Very important. Key links between Geno, GenoData
+
+** GORef
+
+GO terms
+
+** H2
+
+Heritability for probeset(?)
+
+** Homologene
+
+Homology, not used much
+
+** InbredSet
+
+Group in menu
+
+** Indelall, SnpAll, SnpPattern, SnpSource
+
+Indel Snp browser (variant browser Gn1)
+
+** Info*
+
+Infra system PhP 
+
+Data Info button 
+
+Infosystem users has separate entries
+
+Also Investigators, User, Organizations, 
+
+** LCorrRamin3 
+
+Lit. Correlations Prof. Ramin
+
+** Login
+
+GN2 login info
+
+** MachineAccessLog
+
+Old
+
+** MappingMethod
+
+GN1
+
+** News
+
+GN2
+
+** NStrain
+
+pheno           publishfreeze (menu)
+                       xref (keys)
+                          xref links to publish (pubmed), phenotype, pubishdata
+geno            genofreeze
+                       xref (keys)
+                          xref links to publish (pubmed), genotype, genodata
+probeset/expr.  probesetfreeze
+                       xref (keys)
+                          xref links to publish (pubmed), probeset, probesetdata
+probe/expr.  probefreeze
+                       xref (keys)
+                          xref links to publish (pubmed), probe, probedata
+
+Each dataset has 3 values (real value (1), number of samples (2), stderr (3))
+
+NStrain = number of phenotype samples
+
+ProbesetFreeze contains all data, incl. metabolomic.
+
+** Phenotype
+
+This table contains names, full descriptions, and short symbols for
+traits and phenotype used primarily in the Published Phenotypes
+databases.
+
+Contains 10k rows, March 2016, of which 5000 are for the BXDs). 
+
+| Id | Pre_publication_description | Post_publication_description                                                                                         | Original_description                                                                                                                                        | Units                | Pre_publication_abbreviation | Post_publication_abbreviation | Lab_code | Submitter   | Owner | Authorized_Users |
++----+-----------------------------+----------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------+------------------------------+-------------------------------+----------+-------------+-------+------------------+
+|  1 | NULL                        | Hippocampus weight                                                                                                   | Original post publication description: Hippocampus weight                                                                                                   | Unknown              | NULL                         | HPCWT                         | NULL     | robwilliams | NULL  | robwilliams      |
+|  2 | NULL                        | Cerebellum weight                                                                                                    | Original post publication description: Cerebellum weight                                                                                                    | mg                   | NULL                         | CBLWT                         | NULL     | robwilliams | NULL  | robwilliams      |
+|  3 | NULL                        | Interleukin 1 activity by peritoneal macrophages stimulated with 10 ug/ml lipopolysaccharide  [units/100 ug protein] | Original post publication description: Interleukin 1 activity by peritoneal macrophages stimulated with 10 ug/ml lipopolysaccharide  [units/100 ug protein] | units/100 ug protein | NULL                         | IL1Activity                   | NULL     | robwilliams | NULL  | robwilliams      |
+|  4 | NULL                        | Central nervous system, morphology: Cerebellum weight, whole, bilateral in adults of both sexes [mg]                 | Original post publication description: Cerebellum weight [mg]                                                                                               | mg                   | NULL                         | CBLWT2                        | NULL     | robwilliams | NULL  | robwilliams      |
+|  5 | NULL                        | The coat color of 79 BXD RI strain                                                                                   | Original post publication description: The coat color of 79 BXD RI strain                                                                                   | Unknown              | NULL                         | CoatColor                     | NULL     | robwilliams | NULL  | robwilliams      |
++----+-----------------------------+----------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+----------------------+------------------------------+-------------------------------+----------+-------------+-------+------------------+
+5 rows in set (0.00 sec)
+
+** ProbeData
+
+Table with fine-grained probe level Affymetrix data only. Contains 1
+billion rows March 2016. This table may be deletable since it is only
+used by the Probe Table display in GN1. Not used in GN2
+(double-check).
+
+In comparison the "ProbeSetData" table contains more molecular assay
+data, including probe set data, RNA-seq data, proteomic data, and
+metabolomic data. 2.5 billion rows March 2016. In comparison,
+ProbeData contains data only for Affymetrix probe level data
+(e.g. Exon array probes and M430 probes).
+
+"ProbeData.StrainId" should be "CaseId" or "SampleId".
+
+"ProbeData" should probably be "AssayData" or something more neutral.
+
+select * from ProbeData limit 2;
++--------+----------+---------+
+| Id     | StrainId | value   |
++--------+----------+---------+
+| 503636 |       42 | 11.6906 |
+| 503636 |       43 | 11.4205 |
++--------+----------+---------+
+2 rows in set (0.00 sec)
+
+select count(*) from ProbeData limit 2;
++-----------+
+| count(*)  |
++-----------+
+| 976753435 |
++-----------+
+1 row in set (0.00 sec)
+
+** ProbeSet
+
+Comment: PLEASE CHANGE TABLE NAME and rework fields carefully. This is
+a terrible table but it works well (RWW March 2016). It is used in
+combination with the crucial TRAIT DATA and ANALYSIS pages in GN1 and
+GN2. It is also used by annotators using the UPDATE INFO AND DATA web
+form to correct and update annotation. It is used by Arthur to enter
+new annotation files and metadata for arrays, genes, proteins,
+metabolites. The main problem with this table is that it is doing too
+much work.
+
+Initially (2003) this table contained only Affymetrix ProbeSet data
+for mouse (U74aV2 initially). Many other array platforms for different
+species were added. At least four other major categories of molecular
+assays have been added since about 2010.
+
+1. RNA-seq annotation and sequence data for transcripts using ENSEMBL
+   identifiers or NCBI NM_XXXXX and NR_XXXXX type identifiers
+
+2. Protein and peptide annotation and sequence data (see BXD Liver
+   Proteome data, SRM and SWATH type data) with identifiers such as
+   "abcb10_q9ji39_t311" for SRM data and "LLGNMIVIVLGHHLGKDFTPAAQAA"
+   for SWATH data where the latter is just the peptide fragment that
+   has been quantified. Data first entered in 2015 for work by Rudi
+   Aebersold and colleagues.
+
+3. Metabolite annotation and metadata (see BXD Liver Metabolome data)
+   with identifiers that are usually Mass charge ratios such as
+   "149.0970810_MZ"
+
+4. Epigenomic and methylome data (e.g. Human CANDLE Methylation data
+   with identifiers such as "cg24523000")
+
+It would make good sense to break this table into four or more types
+of molecular assay metadata or annotation tables) (AssayRNA_Anno,
+AssayProtein_Anno, AssayMetabolite_Anno, AssayEpigenome_Anno,
+AssayMetagenome_Anno), since these assays will have many differences
+in annotation content compared to RNAs.
+
+Some complex logic is used to update contents of this table when
+annotators modify and correct the information (for example, updating
+gene symbols). These features requested by Rob so that annotating one
+gene symbol in one species would annotate all gene symbols in the same
+species based on common NCBI GeneID number. For example, changing the
+gene alias for one ProbeSet.Id will changing the list of aliases in
+all instances with the same gene symbol.
+
+If the ProbeSet.BlatSeq (or is this ProbSetTargetSeq) is identical
+between different ProbeSet.Ids then annotation is forced to be the
+same even if the symbol or geneID is different. This "feature" was
+implemented when we found many probe sets with identical sequence but
+different annotations and identifiers.
+
+
+select count(*) from ProbeSet limit 5;
++----------+
+| count(*) |
++----------+
+|  4351030 |
++----------+
+
+| Id   | ChipId | Name     | TargetId | Symbol | description                                  | Chr  | Mb        | alias    | GeneId | GenbankId | SNP  | BlatSeq                                                                                                                                                                      | TargetSeq                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | UniGeneId | Strand_Probe | Strand_Gene | OMIM   | comments | Probe_set_target_region | Probe_set_specificity | Probe_set_BLAT_score | Probe_set_Blat_Mb_start | Probe_set_Blat_Mb_end | Probe_set_strand | Probe_set_Note_by_RW | flag | Symbol_H | description_H | chromosome_H | MB_H | alias_H | GeneId_H | chr_num | name_num | Probe_Target_Description | RefSeq_TranscriptId | Chr_mm8 | Mb_mm8    | Probe_set_Blat_Mb_start_mm8 | Probe_set_Blat_Mb_end_mm8 | HomoloGeneID | Biotype_ENS | ProteinID | ProteinName | Flybase_Id | HMDB_ID | Confidence | ChEBI_ID | ChEMBL_ID | CAS_number | PubChem_ID | ChemSpider_ID | UNII_ID | EC_number | KEGG_ID | Molecular_Weight | Nugowiki_ID | Type | Tissue | PrimaryName | SecondaryNames | PeptideSequence |
++------+--------+----------+----------+--------+----------------------------------------------+------+-----------+----------+--------+-----------+------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------------+-------------+--------+----------+-------------------------+-----------------------+----------------------+-------------------------+-----------------------+------------------+----------------------+------+----------+---------------+--------------+------+---------+----------+---------+----------+--------------------------+---------------------+---------+-----------+-----------------------------+---------------------------+--------------+-------------+-----------+-------------+------------+---------+------------+----------+-----------+------------+------------+---------------+---------+-----------+---------+------------------+-------------+------+--------+-------------+----------------+-----------------+
+| 7282 |      1 | 93288_at | NULL     | Arpc2  | actin related protein 2/3 complex, subunit 2 | 1    | 74.310961 | AK008777 | 76709  | AI835883  |    0 | CCGACTTCCTTAAGGTGCTCAACCGGACTGCTTGCTACTGGATAATCGTGAGGGATTCTCCATTTGGGTTCCATTTTGTACGAGTTTGGCAAATAACCTGCAGAAACGAGCTGTGCTTGCAAGGACTTGATAGTTCCTAATCCTTTTCCAAGCTGTTTGCTTTGCAATATGT | ccgacttccttaaggtgctcaaccgtnnnnnnccnannnnccnagaaaaaagaaatgaaaannnnnnnnnnnnnnnnnnnttcatcccgctaactcttgggaactgaggaggaagcgctgtcgaccgaagnntggactgcttgctactggataatcgtnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnntgagggattctccatttgggttccattttgtacgagtttggcaaataacctgcagaaacgagctgtgcttgcaaggacttgatagttcctaagaattanaanaaaaaaaanaanttccacttgatcaanttaattcccttttatttttcctccctcantccccttccttttccaagctgtttgctttgcaatatgt                                                                                                                                                                                                                                     | Mm.337038 | +            |             | 604224 |          | NULL                    |                  8.45 |                  169 |               74.310961 |              74.31466 | NULL             | NULL                 | 3    | NULL     | NULL          | NULL         | NULL | NULL    | NULL     |       1 |    93288 | NULL                     | XM_129773           | 1       | 74.197594 |                   74.197594 |                 74.201293 | 4187         | NULL        | NULL      | NULL        | NULL       | NULL    |       NULL |     NULL | NULL      | NULL       |       NULL |          NULL | NULL    | NULL      | NULL    |             NULL |        NULL | NULL | NULL   | NULL        | NULL           | NULL            |
++------+--------+----------+----------+--------+----------------------------------------------+------+-----------+----------+--------+-----------+------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------------+-------------+--------+----------+-------------------------+-----------------------+----------------------+-------------------------+-----------------------+------------------+----------------------+------+----------+---------------+--------------+------+---------+----------+---------+----------+--------------------------+---------------------+---------+-----------+-----------------------------+---------------------------+--------------+-------------+-----------+-------------+------------+---------+------------+----------+-----------+------------+------------+---------------+---------+-----------+---------+------------------+-------------+------+--------+-------------+----------------+-----------------+
+2 rows in set (0.00 sec)
+
+
+
+** ProbeSetData
+
+Probedata - main molecular data. Probesets, metabolome, 
+
+Almost all important molecular assay data is in this table including
+probe set data, RNA-seq data, proteomic data, and metabolomic
+data. 2.5 billion rows March 2016. In comparison, ProbeData contains
+data only for Affymetrix probe level data (e.g. Exon array probes and
+M430 probes).
+
+select count(*) from ProbeSetData limit 5;
++---------------+
+| count(*)      |
++---------------+
+| 2,510,566,472 |
++---------------+
+
+
+select * from ProbeSetData limit 5;
++----+----------+-------+
+| Id | StrainId | value |
++----+----------+-------+
+|  1 |        1 | 5.742 |
+|  1 |        2 | 5.006 |
+|  1 |        3 | 6.079 |
+|  1 |        4 | 6.414 |
+|  1 |        5 | 4.885 |
++----+----------+-------+
+
+show indexes  from ProbeSetData;
++--------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+| Table        | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
++--------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+| ProbeSetData |          0 | DataId   |            1 | Id          | A         |    34868978 |     NULL | NULL   |      | BTREE      |         |               |
+| ProbeSetData |          0 | DataId   |            2 | StrainId    | A         |  2510566472 |     NULL | NULL   |      | BTREE      |         |               |
++--------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+
+select * from Strain limit 5;
++----+----------+----------+-----------+--------+-------+
+| Id | Name     | Name2    | SpeciesId | Symbol | Alias |
++----+----------+----------+-----------+--------+-------+
+|  1 | B6D2F1   | B6D2F1   |         1 | NULL   | NULL  |
+|  2 | C57BL/6J | C57BL/6J |         1 | B6J    | NULL  |
+|  3 | DBA/2J   | DBA/2J   |         1 | D2J    | NULL  |
+|  4 | BXD1     | BXD1     |         1 | NULL   | NULL  |
+|  5 | BXD2     | BXD2     |         1 | NULL   | NULL  |
++----+----------+----------+-----------+--------+-------+
+
+show indexes from Strain;
++--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+| Table  | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
++--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+| Strain |          0 | PRIMARY  |            1 | Id          | A         |       14368 |     NULL | NULL   |      | BTREE      |         |               |
+| Strain |          0 | Name     |            1 | Name        | A         |       14368 |     NULL | NULL   | YES  | BTREE      |         |               |
+| Strain |          0 | Name     |            2 | SpeciesId   | A         |       14368 |     NULL | NULL   |      | BTREE      |         |               |
+| Strain |          1 | Symbol   |            1 | Symbol      | A         |       14368 |     NULL | NULL   | YES  | BTREE      |         |               |
++--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
+
+A typical query may look like
+
+SELECT Strain.Name, ProbeSetData.value, ProbeSetSE.error, ProbeSetData.Id
+                    FROM (ProbeSetData, ProbeSetFreeze, Strain, ProbeSet, ProbeSetXRef)
+                    left join ProbeSetSE on
+                      (ProbeSetSE.DataId = ProbeSetData.Id AND ProbeSetSE.StrainId = ProbeSetData.StrainId)
+                    WHERE
+                      ProbeSetFreeze.name = 'B139_K_1206_M' AND
+                      ProbeSetXRef.ProbeSetId = ProbeSet.Id AND
+                      ProbeSetXRef.ProbeSetFreezeId = ProbeSetFreeze.Id AND
+                      ProbeSetXRef.DataId = ProbeSetData.Id AND
+                      ProbeSetData.StrainId = Strain.Id
+                    Order BY Strain.Name
+
++-------+-------+-------+----------+
+| Name  | value | error | Id       |
++-------+-------+-------+----------+
+| SM001 |  38.3 |  NULL | 25309550 |
+| SM001 |   2.7 |  NULL | 25309520 |
+| SM001 |  20.3 |  NULL | 25309507 |
+| SM001 | 125.8 |  NULL | 25309511 |
+| SM001 |   8.2 |  NULL | 25309534 |
++-------+-------+-------+----------+
+5 rows in set (22.28 sec)
+
+select * from ProbeSetFreeze limit 5;
++----+---------------+-------+-------------+---------------------------------+---------------------------------------------+-------------------------+------------+-----------+--------+-----------------+-----------------+-----------+
+| Id | ProbeFreezeId | AvgID | Name        | Name2                           | FullName                                    | ShortName               | CreateTime | OrderList | public | confidentiality | AuthorisedUsers | DataScale |
++----+---------------+-------+-------------+---------------------------------+---------------------------------------------+-------------------------+------------+-----------+--------+-----------------+-----------------+-----------+
+|  1 |             3 |     1 | Br_U_0803_M | BXDMicroArray_ProbeSet_August03 | UTHSC Brain mRNA U74Av2 (Aug03) MAS5        | Brain U74Av2 08/03 MAS5 | 2003-08-01 |      NULL |      0 |               0 | NULL            | log2      |
+|  2 |            10 |     1 | Br_U_0603_M | BXDMicroArray_ProbeSet_June03   | UTHSC Brain mRNA U74Av2 (Jun03) MAS5        | Brain U74Av2 06/03 MAS5 | 2003-06-01 |      NULL |      0 |               0 | NULL            | log2      |
+|  3 |             8 |     1 | Br_U_0303_M | BXDMicroArray_ProbeSet_March03  | UTHSC Brain mRNA U74Av2 (Mar03) MAS5        | Brain U74Av2 03/03 MAS5 | 2003-03-01 |      NULL |      0 |               0 | NULL            | log2      |
+|  4 |             5 |     1 | Br_U_0503_M | BXDMicroArray_ProbeSet_May03    | UTHSC Brain mRNA U74Av2 (May03) MAS5        | Brain U74Av2 05/03 MAS5 | 2003-05-01 |      NULL |      0 |               0 | NULL            | log2      |
+|  5 |             4 |     1 | HC_U_0303_M | GNFMicroArray_ProbeSet_March03  | GNF Hematopoietic Cells U74Av2 (Mar03) MAS5 | GNF U74Av2 03/03 MAS5   | 2003-03-01 |      NULL |      0 |               0 | NULL            | log2      |
++----+---------------+-------+-------------+---------------------------------+---------------------------------------------+-------------------------+------------+-----------+--------+-----------------+-----------------+-----------+
+
+ select * from ProbeSetXRef limit 5;
++------------------+------------+--------+------------+--------------------+------------+-------------------+---------------------+-----------------+--------------------+--------+----------------------+------+
+| ProbeSetFreezeId | ProbeSetId | DataId | Locus_old  | LRS_old            | pValue_old | mean              | se                  | Locus           | LRS                | pValue | additive             | h2   |
++------------------+------------+--------+------------+--------------------+------------+-------------------+---------------------+-----------------+--------------------+--------+----------------------+------+
+|                1 |          1 |      1 | 10.095.400 |   13.3971627898894 |      0.163 |  5.48794285714286 | 0.08525787814808819 | rs13480619      | 12.590069931048001 |  0.269 |          -0.28515625 | NULL |
+|                1 |          2 |      2 | D15Mit189  | 10.042057464356201 |      0.431 |  9.90165714285714 |  0.0374686634976217 | CEL-17_50896182 |   10.5970737900941 |  0.304 | -0.11678333333333299 | NULL |
+|                1 |          3 |      3 | D5Mit139   |   5.43678531742749 |      0.993 |  7.83948571428571 |  0.0457583416912569 | rs13478499      |    6.0970532702754 |  0.988 |    0.112957489878542 | NULL |
+|                1 |          4 |      4 | D1Mit511   |   9.87815279480766 |      0.483 | 8.315628571428569 |  0.0470396593931327 | rs6154379       | 11.774867551173099 |  0.286 |   -0.157113725490196 | NULL |
+|                1 |          5 |      5 | D16H21S16  | 10.191723834264499 |      0.528 |  9.19345714285714 |  0.0354801718293322 | rs4199265       | 10.923263374016202 |  0.468 |  0.11476470588235299 | NULL |
++------------------+------------+--------+------------+--------------------+------------+-------------------+---------------------+-----------------+--------------------+--------+----------------------+------+
+
+
+Note that the following unlimited search is very slow:
+
+select max(value) from ProbeSetData; 
+
++------------+
+| max(value) |
++------------+
+|   26436006 |
++------------+
+1 row in set (2 min 16.31 sec)
+
+which is in some form is used in the search page, see [[https://github.com/genenetwork/genenetwork2_diet/blob/master/wqflask/wqflask/do_search.py#L811][the search code]].
+
+
+*** Improvements?
+
+Suggestions on the schema page:
+
+"StrainId" should be "CaseId" or "SampleId".
+
+"ProbeSetData" should probably be "AssayData" or something more neutral. 
+
+*** Comments
+
+I think the ProbeSetData table should be generalized to a 'phenotypes'
+table with an 'sample_id' column and a 'value' column. 
+
+A new table 'samples' will link each sample against an 'experiment',
+an 'individual' and which in turn can link to a 'strain'.
+
+Experiment is here in a wide sense, GTex can be one - I don't want to
+use dataset ;)
+
+This means a (slight) reordering:
+
+phenotypes:  (id), sample_id, value
+samples:     experiment_id, individual_id
+experiments: name, version
+individual:  strain_id
+strains:     species_id
+species:     ...
+
+ProbeData is also interesting, because it has the same structure as
+ProbeSetData, but only contains microarrays. This tables should be one
+(when we clear up the cross-referencing) as they both contain
+phenotype values. Both are large tables.
+
+PublishData is another phenotype table with values only which can be
+merged into that same table.
+
+So we have phenotype data in 3 tables with exactly the same
+layout. There is also TissueProbeSet*, but we'll ignore those for
+now. I think we should merge these into one and have the sample ref
+refer to the type of data (probeset, probe, metabolomics,
+whatever). These are all phenotype values and by having them split
+into different tables they won't play well when looking for
+correlations.
+
+ProbeSet contains the metadata on the probes and should (eventually)
+move into NoSQL. There is plenty redundancy in that table now.
+
+I know it is going to be a pain to reorganize the database, but if we
+want to use it in the long run we are going to have to simplify it.
+
+
+
+** Publication and publishdata (all pheno)
+
+Phenotype pubs
+
+** QuickSearch
+
+No longer used
+
+** role
+
+empty
+
+** Sample*
+
+No longer used
+
+** Species & Strain (should be sample)
+
+select * from Species;
++----+-----------+----------------------+----------------+----------------------+-------------------------+------------+---------+
+| Id | SpeciesId | SpeciesName          | Name           | MenuName             | FullName                | TaxonomyId | OrderId |
++----+-----------+----------------------+----------------+----------------------+-------------------------+------------+---------+
+|  1 |         1 | Mouse                | mouse          | Mouse                | Mus musculus            |      10090 |      30 |
+|  2 |         2 | Rat                  | rat            | Rat                  | Rattus norvegicus       |      10116 |      40 |
+|  3 |         3 | Arabidopsis thaliana | arabidopsis    | Arabidopsis thaliana | Arabidopsis thaliana    |       3702 |      60 |
+|  4 |         4 | Human                | human          | Human                | Homo sapiens            |       9606 |      10 |
+|  5 |         5 | Barley               | barley         | Barley               | Hordeum vulgare         |       4513 |      70 |
+|  6 |         6 | Drosophila           | drosophila     | Drosophila           | Drosophila melanogaster |       7227 |      50 |
+|  7 |         7 | Macaque monkey       | macaque monkey | Macaque monkey       | Macaca mulatta          |       9544 |      20 |
+|  8 |         8 | Soybean              | soybean        | Soybean              | Soybean                 |       3847 |      80 |
+|  9 |         9 | Tomato               | tomato         | Tomato               | Tomato                  |       4081 |      90 |
++----+-----------+----------------------+----------------+----------------------+-------------------------+------------+---------+
+
+
+** InbredSet 
+
+Menu
+
+** TableComments
+
+Metadata on DB
+
+** Temp*
+
+User upload data
+
+** Tissue
+
+Menu - 3rd level
+
+** TissueP*
+
+Correlation tables
+
+** User collection
+
+User selection - retained
+
+** UserPrivilege
+
+** Vlookup 
+
+* Fetching Data
+
+** Fetch phenotypes
+
+To get at phenotype data ProbeSetData is the main table (almost all
+important molecular assay data is in this table including probe set
+data, RNA-seq data, proteomic data, and metabolomic data. 2.5 billion
+rows March 2016)
+
+select count(*) from ProbeSetData limit 5;
++---------------+
+| count(*)      |
++---------------+
+| 2,510,566,472 |
++---------------+
+
+select * from ProbeSetData limit 5;
++----+----------+-------+
+| Id | StrainId | value |
++----+----------+-------+
+|  1 |        1 | 5.742 |
+|  1 |        2 | 5.006 |
+|  1 |        3 | 6.079 |
+|  1 |        4 | 6.414 |
+|  1 |        5 | 4.885 |
++----+----------+-------+
+
+This table is used in
+
+: wqflask/base/do_search.py
+: wqflask/base/data_set.py
+: wqflask/utility/AJAX_table.py
+: wqflask/wqflask/correlation/show_corr_results.py
+
+In there we find 'ProbeSetData.Id = ProbeSetXRef.dataId'.
+
+select * from ProbeSetXRef limit 5;
++------------------+------------+--------+------------+--------------------+------------+-------------------+---------------------+-----------------+--------------------+--------+----------------------+------+
+| ProbeSetFreezeId | ProbeSetId | DataId | Locus_old  | LRS_old            | pValue_old | mean              | se                  | Locus           | LRS                | pValue | additive             | h2   |
++------------------+------------+--------+------------+--------------------+------------+-------------------+---------------------+-----------------+--------------------+--------+----------------------+------+
+|                1 |          1 |      1 | 10.095.400 |   13.3971627898894 |      0.163 |  5.48794285714286 | 0.08525787814808819 | rs13480619      | 12.590069931048001 |  0.269 |          -0.28515625 | NULL |
+|                1 |          2 |      2 | D15Mit189  | 10.042057464356201 |      0.431 |  9.90165714285714 |  0.0374686634976217 | CEL-17_50896182 |   10.5970737900941 |  0.304 | -0.11678333333333299 | NULL |
+|                1 |          3 |      3 | D5Mit139   |   5.43678531742749 |      0.993 |  7.83948571428571 |  0.0457583416912569 | rs13478499      |    6.0970532702754 |  0.988 |    0.112957489878542 | NULL |
+|                1 |          4 |      4 | D1Mit511   |   9.87815279480766 |      0.483 | 8.315628571428569 |  0.0470396593931327 | rs6154379       | 11.774867551173099 |  0.286 |   -0.157113725490196 | NULL |
+|                1 |          5 |      5 | D16H21S16  | 10.191723834264499 |      0.528 |  9.19345714285714 |  0.0354801718293322 | rs4199265       | 10.923263374016202 |  0.468 |  0.11476470588235299 | NULL |
++------------------+------------+--------+------------+--------------------+------------+-------------------+---------------------+-----------------+--------------------+--------+----------------------+------+
+
+i.e., for Strain Id 1 (DataId) 1, the locus '10.095.400' has a
+phenotype value of 5.742.
+
+GeneNetwork1 already has a limited REST interface, if you do
+
+: curl "http://robot.genenetwork.org/webqtl/main.py?cmd=get&probeset=1443823_s_at&db=HC_M2_0606_P"
+
+we get
+
+: ProbeSetID      B6D2F1  C57BL/6J        DBA/2J  BXD1    BXD2    BXD5    BXD6   BXD8     BXD9    BXD11   BXD12   BXD13   BXD15   BXD16   BXD19   BXD20   BXD21  BXD22    BXD23   BXD24   BXD27   BXD28   BXD29   BXD31   BXD32   BXD33   BXD34  BXD38    BXD39   BXD40   BXD42   BXD67   BXD68   BXD43   BXD44   BXD45   BXD48  BXD50    BXD51   BXD55   BXD60   BXD61   BXD62   BXD63   BXD64   BXD65   BXD66  BXD69    BXD70   BXD73   BXD74   BXD75   BXD76   BXD77   BXD79   BXD73a  BXD83  BXD84    BXD85   BXD86   BXD87   BXD89   BXD90   BXD65b  BXD93   BXD94   A/J    AKR/J    C3H/HeJ C57BL/6ByJ      CXB1    CXB2    CXB3    CXB4    CXB5    CXB6   CXB7     CXB8    CXB9    CXB10   CXB11   CXB12   CXB13   BXD48a  129S1/SvImJ    BALB/cJ  BALB/cByJ       LG/J    NOD/ShiLtJ      PWD/PhJ BXD65a  BXD98   BXD99  CAST/EiJ KK/HlJ  WSB/EiJ NZO/HlLtJ       PWK/PhJ D2B6F1
+: 1443823_s_at    15.251  15.626  14.716  15.198  14.918  15.057  15.232  14.968 14.87    15.084  15.192  14.924  15.343  15.226  15.364  15.36   14.792  14.908 15.344   14.948  15.08   15.021  15.176  15.14   14.796  15.443  14.636  14.921 15.22    15.62   14.816  15.39   15.428  14.982  15.05   15.13   14.722  14.636 15.242   15.527  14.825  14.416  15.125  15.362  15.226  15.176  15.328  14.895 15.141   15.634  14.922  14.764  15.122  15.448  15.398  15.089  14.765  15.234 15.302   14.774  14.979  15.212  15.29   15.012  15.041  15.448  14.34   14.338 14.809   15.046  14.816  15.232  14.933  15.255  15.21   14.766  14.8    15.506 15.749   15.274  15.599  15.673  14.651  14.692  14.552  14.563  14.164  14.546 15.044   14.695  15.162  14.772  14.645  15.493  14.75   14.786  15.003  15.148 15.221
+
+getTraitData is defined in the file [[https://github.com/genenetwork/genenetwork/blob/master/web/webqtl/textUI/cmdClass.py#L134][web/webqtl/textUI/cmdClass.py]].
+probe is None, so the code at line 199 is run
+
+query = "SELECT Strain.Name, %sData.value from %sData, Strain, %s,
+%sXRef WHERE %s.Name = '%s' and %sXRef.%sId = %s.Id and
+%sXRef.%sFreezeId = %d and %sXRef.DataId = %sData.Id and
+%sData.StrainId = Strain.Id order by Strain.Id" % (prefix, prefix,
+prefix, prefix, prefix, probeset,prefix, prefix, prefix, prefix,
+prefix, dbId, prefix, prefix, prefix)
+
+where prefix is ProbeSet (one presumes). So, let's see if we can do this by hand
+
+SELECT Strain.Name, ProbeSetData.value from ProbeSetData, Strain, ProbeSet,
+ProbeSetXRef WHERE ProbeSet.Name = '1443823_s_at' and ProbeSetXRef.ProbeSetId = ProbeSet.Id and
+ProbeSetXRef.ProbeSetFreezeId = $dbid and ProbeSetXRef.DataId = ProbeSetData.Id and
+ProbeSetData.StrainId = Strain.Id ORDER BY Strain.Id
+
+The $dbid is listed in the ProbeSetFreeze table,
+
+SELECT ProbeFreezeId,Name FROM ProbeSetFreeze WHERE Name='HC_M2_0606_P' limit 5;
+
++---------------+--------------+
+| ProbeFreezeId | Name         |
++---------------+--------------+
+|            30 | HC_M2_0606_P |
++---------------+--------------+
+
+select id,name from ProbeSet WHERE Name = '1443823_s_at' limit 5;
++--------+--------------+
+| id     | name         |
++--------+--------------+
+| 106556 | 1443823_s_at |
++--------+--------------+
+
+So
+
+query = "SELECT Strain.Name, %sData.value from %sData, Strain, %s,
+%sXRef WHERE %s.Name = '%s' and %sXRef.%sId = %s.Id and
+%sXRef.%sFreezeId = %d and %sXRef.DataId = %sData.Id and
+%sData.StrainId = Strain.Id order by Strain.Id" % (prefix, prefix,
+prefix, prefix, prefix, probeset,prefix, prefix, prefix, prefix,
+prefix, dbId, prefix, prefix, prefix)
+
+CORRECT NAME:
+
+SELECT Strain.Name, ProbeSetData.value from ProbeSetData, Strain,
+ProbeSet, ProbeSetXRef WHERE ProbeSet.Name = 'at_probe' and
+ProbeSetXRef.ProbeSetId = ProbeSet.Id and
+ProbeSetXRef.ProbeSetFreezeId = dbid and ProbeSetXRef.DataId =
+ProbeSetData.Id and ProbeSetData.StrainId = Strain.Id order by
+Strain.Id
+
+
+select * from ProbeSetXRef WHERE probesetfreezeid=30 limit 5;
++------------------+------------+--------+------------+--------------------+------------+--------------------+--------------------+-----------------+--------------------+--------+-------------------+------+
+| ProbeSetFreezeId | ProbeSetId | DataId | Locus_old  | LRS_old            | pValue_old | mean               | se                 | Locus           | LRS                | pValue | additive          | h2   |
++------------------+------------+--------+------------+--------------------+------------+--------------------+--------------------+-----------------+--------------------+--------+-------------------+------+
+|               30 |          1 | 445962 | 01.059.350 | 7.1753152078069595 |      0.961 |            30.0646 |   1.79763935596594 | rs13475891      | 7.1753152078069204 |  0.973 |        4.71778125 | NULL |
+|               30 |          2 | 445963 | D4Mit156   |   7.58944292943285 |      0.724 | 232.38328571428602 |   9.00278909374791 | CEL-4_118751423 |   7.57513435426218 |  0.793 |  25.2660951417004 | NULL |
+|               30 |          3 | 445964 | D1Mit134   |  9.766065497826819 |      0.737 |             47.206 |   1.58413526287766 | mCV23431007     |   9.76606549782677 |  0.797 | -4.82405952380952 | NULL |
+|               30 |          4 | 445965 | D1Mit155   |   18.0045829157241 |      0.033 | 132.29248571428602 |   4.37799472291842 | rs3689947       |   17.9365068406286 |  0.049 |  -16.945619047619 | NULL |
+|               30 |          5 | 445966 | D5Mit197   |   9.51068902627823 |      0.476 |   271.309971428571 | 7.4294268316065395 | rs6239372       |   10.4214974316601 |   0.41 | -25.6148045454546 | NULL |
++------------------+------------+--------+------------+--------------------+------------+--------------------+--------------------+-----------------+--------------------+--------+-------------------+------+
+
+So, apparently ProbeSetFreezeID points to the database identifier in
+ProbeSetFreeze which has the name of the 'DB'. OK, that kinda makes
+sense now. Meanwhile Probeset.name points to the phenotype name.
+
+ProbeSetXRef binds these tables together. Finally there is the data in
+
+select * from ProbeSetData limit 5;
++----+----------+-------+
+| Id | StrainId | value |
++----+----------+-------+
+|  1 |        1 | 5.742 |
+|  1 |        2 | 5.006 |
+|  1 |        3 | 6.079 |
+|  1 |        4 | 6.414 |
+|  1 |        5 | 4.885 |
++----+----------+-------+
+5 rows in set (0.00 sec)
+
+linked by ProbeSetXRef.dataid.